{
    "measurement": {
        "model.layers.0.self_attn": [
            {
                "accuracy": 0.9481864296831191,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9579344673547894,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9605327227618545,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9767239632783458,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9770999149186537,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.977495109080337,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841045978828333,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848593510105275,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863497011829168,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872258115792647,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885923656402156,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894114485941827,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900524254771881,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909827517403755,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944585631601512,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954783444991335,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995804556805524,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972593741258606,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987939577695215,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.0.block_sparse_moe": [
            {
                "accuracy": 0.9530105872545391,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9537667741533369,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9603293936233968,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9619349793065339,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831363990087993,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856571931159124,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883389145834371,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991780207172269,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992954594665207,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992312937945826,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934960461687297,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996052411312121,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968083100829972,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997790817891655,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979762640359695,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986348783641006,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992758016123844,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.self_attn": [
            {
                "accuracy": 0.922093812841922,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9271162124350667,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9415472291875631,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9503463972359896,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.95292420941405,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9584020304027945,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.957186434417963,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9633702987339348,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.972300450433977,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9730579450260848,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784617361146957,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832672869088128,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9793654113309458,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984581233933568,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871922023012303,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911567867966369,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878036379232071,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968163978046505,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966204141383059,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.block_sparse_moe": [
            {
                "accuracy": 0.9671737042954192,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.969048919971101,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9697655177442357,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9698094031773508,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958160999085521,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970754310052143,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973750024728361,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980793866634485,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985817394881451,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981369606757653,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986764614986896,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990895419687149,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992287955337815,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993002560840978,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992494106209051,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993004486786958,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993509790419921,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.self_attn": [
            {
                "accuracy": 0.9942421346786432,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947331803268753,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950600309239235,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955106229754165,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966902331070742,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966303809051169,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977825040841708,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978812967019621,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980448091882863,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981138293805998,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981267792536528,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982266045262804,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988079631730216,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989454240712803,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993675086552685,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994686866702978,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994199713419221,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997829090561936,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998432811089515,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.block_sparse_moe": [
            {
                "accuracy": 0.9967029386316426,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967696655658074,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971966089506168,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997294603541377,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984745428155293,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986116083673551,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987592289544409,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999245030896418,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999319396494684,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992394111723115,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993456391421205,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996148395475757,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996769236749969,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997977961375,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999804960290021,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998335255659185,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9999448531159487,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.self_attn": [
            {
                "accuracy": 0.9937394899898209,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940012989100069,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946887840051204,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953540121496189,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961764677136671,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962678285082802,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965582276345231,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966284581751097,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970455007860437,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997098204534268,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979838860817836,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982237994772731,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980862660522689,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983468684877153,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989558379384107,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991401265033346,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990120705479058,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996932571666548,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997379051092139,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.block_sparse_moe": [
            {
                "accuracy": 0.9949130704335403,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950123061134946,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956763696536655,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958271982468432,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976102556174737,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978248261613771,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980520723183872,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988167893025093,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989313412006595,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988088274949405,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989714207476936,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994007588429668,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994936347447947,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996864551958424,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996981256363142,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999742538540886,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9999163530178521,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.self_attn": [
            {
                "accuracy": 0.9926744989643339,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931201154831797,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940908452263102,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952737722778693,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956181616580579,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955532811145531,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962834595353343,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961828306113603,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966589043324348,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967443883069791,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977384916855954,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979312286232016,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978934014434344,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981111147862975,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987288954653195,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990025044171489,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988155344253755,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996130028339394,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997046403677814,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.block_sparse_moe": [
            {
                "accuracy": 0.9925834366295021,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927510189299937,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938027588068508,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940329096280038,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965173442615196,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968304575595539,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971761036576936,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982734046279802,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984381144749932,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998260903164919,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985018374718493,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999126132002857,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999262085002556,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995403081593395,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995590778362384,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996279446313565,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999878122210248,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.self_attn": [
            {
                "accuracy": 0.9896432950044982,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899860849836841,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911984810605645,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929547478386667,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943902295490261,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994617255666526,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954845643660519,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957432458322728,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960013656091178,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961218779208139,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972284457762726,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974531418847619,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974932231707498,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977000379876699,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985644171392778,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988526647139224,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987527750563459,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995107072918472,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996605105934577,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.block_sparse_moe": [
            {
                "accuracy": 0.9893276842776686,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895644214120694,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911689985892735,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915236669476144,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949402458441909,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954034490074264,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959368181880563,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974914159975015,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977284780907212,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974735326541122,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978226251259912,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987277177206124,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989274754007056,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99933216080899,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993597929787938,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994664171317709,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998239821134121,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.self_attn": [
            {
                "accuracy": 0.9878240299294703,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882920309901237,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.98980290297186,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991642764856806,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937683194875717,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941105313773733,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994954800553387,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953097269753926,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957161269994685,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960877150006127,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970412610273343,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972803652199218,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972609247197397,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975736352935201,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984971611338551,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998779059118533,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987239554175176,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999442507762069,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996485220199247,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.block_sparse_moe": [
            {
                "accuracy": 0.9866841423208825,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869924990343861,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890084736398421,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989466080267448,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993664728011936,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942232312751003,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949103861581534,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968383807135979,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971298218588345,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968276444560615,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972551167302299,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998400875054358,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986449449352222,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991573528313893,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991928848940006,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999332330582547,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997765880943916,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.self_attn": [
            {
                "accuracy": 0.9849161598831415,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854238387779333,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987069852068089,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990638259856496,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922833655436989,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923385907022748,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945871040399652,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946635120140854,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949961314268876,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953074330987874,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961785888444865,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964120697695762,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966377024538815,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968706347426632,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981241482091718,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983779132962809,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998594564756786,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991351768258028,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996077271407557,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.block_sparse_moe": [
            {
                "accuracy": 0.9832336804829538,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836332863196731,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986138898995705,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867189592914656,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920029919594526,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927212965849321,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935682375216857,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959947665629443,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99636517703766,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959810252476018,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965276390721556,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979715910812956,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982845354388701,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989272848906694,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989733510665246,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991446088788507,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997191960083001,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.self_attn": [
            {
                "accuracy": 0.982827588217333,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833112302003428,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847423480823636,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988464968802873,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902879956061952,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912368511140812,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924051260459237,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936666095163673,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994257958169328,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948352921637706,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956583813909674,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960006896435516,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961045919189928,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964279275591252,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976205796847353,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982026815705467,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980599166010506,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999081941179611,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994830108535098,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.block_sparse_moe": [
            {
                "accuracy": 0.9805883129592985,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810648977290839,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840051147621125,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846877992968075,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907178301655222,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915757313719951,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925579267146531,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953505015873816,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957780738041038,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953382128151134,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959773367154412,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976529976629536,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980218921118649,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987562798560248,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988171684744884,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990165570779936,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996693074626819,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.self_attn": [
            {
                "accuracy": 0.9798798436531797,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9804644759278744,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9820294884266332,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865033147507347,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897015911992639,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900322766625322,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927979381172918,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932427802123129,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938563500763848,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941990381048527,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950412167818286,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995284356729826,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955014765146188,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959294618602144,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975770243618172,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979037745579262,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982618084104615,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988215303746983,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999511182491915,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.block_sparse_moe": [
            {
                "accuracy": 0.97729026095476,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9778787404065952,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9813567795790732,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9822071093367413,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989028774376493,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900630732881837,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912722144217696,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944506941537838,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949909163988195,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944718930637464,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952469299023505,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971972884668503,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976457186712651,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985011545431917,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985859034786699,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988254839263391,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996025924192509,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.self_attn": [
            {
                "accuracy": 0.9788509951904416,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9794893751386553,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9808793161064386,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985688540560659,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886392917251214,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891086029820144,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919393370510079,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925758324970957,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930106268438976,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937863208178896,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946714445250109,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949641289713327,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952286605257541,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955812957050512,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972574246639851,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977597427787259,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979573118616827,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987885788650601,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994445748379803,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.block_sparse_moe": [
            {
                "accuracy": 0.9747441014042124,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754447228042409,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9795533998403698,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980574713437818,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877726811100729,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889151317765936,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903608754975721,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993755479430547,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943833634315524,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938408114248887,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946971749595832,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968825687101344,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973754566744901,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983258028150885,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984278685442405,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987287414624006,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995578691032279,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.self_attn": [
            {
                "accuracy": 0.9709943106863648,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9720511859050021,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743832843378186,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810541725018993,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849337214254774,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985297701030504,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892296975594945,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897124948911369,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902989511028863,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910801911028102,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923983507032972,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929867173195817,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930652116017882,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937815107114147,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961701165157137,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968624250614084,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970763272867771,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983467584606842,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992188020441972,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.block_sparse_moe": [
            {
                "accuracy": 0.9715984503272921,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9723994670202956,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.977024579886347,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9781988778850064,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862122833146714,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875196448410861,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891733224503696,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929346958524548,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936617731873412,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930448134837206,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940198218100704,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964791946404148,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970414515992161,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981035671007703,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982269039246603,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985725716251181,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99950135168001,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.self_attn": [
            {
                "accuracy": 0.9681950301164761,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9691455707652494,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9721185913076624,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785432678181678,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9828667162801139,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836964410496876,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874179639155045,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885085992282256,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894333577831276,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899462494067848,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914558840391692,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921278748952318,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921993701136671,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929725601396058,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955735843832372,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963825330632972,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964990236476297,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981150995299686,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990476969942392,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.block_sparse_moe": [
            {
                "accuracy": 0.9669664449756965,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9679538002237678,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9732082008849829,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745542898308486,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838602250092663,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854366625659168,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873039204394445,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916753327706829,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925552964850795,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918338062125258,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930031218391377,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995855701257824,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965284434874775,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977548174210824,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979112621149397,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982917051238474,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994023345716414,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.self_attn": [
            {
                "accuracy": 0.9679790787631646,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689442483941093,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9713836457813159,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9795910340035334,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836096210638061,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840459173428826,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895785641856492,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902009317302145,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906565839191899,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915255593368784,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917460458527785,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923106713977177,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927473962015938,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932154583802912,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958531369338743,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966758521186421,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970751218497753,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982175496115815,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992476499464829,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.block_sparse_moe": [
            {
                "accuracy": 0.9629966421052814,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9641168819507584,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9699528286000714,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9714818306965753,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818998161936179,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836308087105863,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857236773823388,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906511054723524,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916259951132815,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908476652926765,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921391095558647,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953625653870404,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961039908375824,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974873577739345,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976517496543238,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980886128760176,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993335255203419,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.self_attn": [
            {
                "accuracy": 0.9588822918012738,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9604983082972467,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9636103315278888,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9736430112970993,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9778376593021676,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9790460894582793,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849439424579032,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867471437901258,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877301125670783,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883633005083539,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895774439210072,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900993357296102,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907581734005362,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913888199371286,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945577592879999,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957294983469183,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959878916997695,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976952924480429,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988867888168897,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.block_sparse_moe": [
            {
                "accuracy": 0.9593310370109975,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9605111982673407,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.966636655619368,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9682322896551341,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801766095915809,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9820449282415211,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842331376858056,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989708804001566,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907957008690573,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899789426126517,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913665007625241,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949058796046302,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956998205598211,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972173299029237,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974082386906957,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978586237411946,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991948158567538,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.self_attn": [
            {
                "accuracy": 0.9566706714686006,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9577988311648369,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9614739946555346,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9690215275622904,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9771603525150567,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9774128715507686,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834658641484566,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9837382272817194,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842288726940751,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868958150036633,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881070542614907,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892449738108553,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892656837473623,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907491825870238,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941277440520935,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995326202508295,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952887894760352,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975734965119045,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988337365648476,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.block_sparse_moe": [
            {
                "accuracy": 0.9545822720974684,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9558221290353686,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.962517477106303,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9642749130725861,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9776990318205208,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797809032024816,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821998971747234,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988549992442131,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896796804387122,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887000196031295,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902642553206533,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942600156646222,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995172897411976,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969061601295834,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970903763896786,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975810988107696,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999180891958531,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.self_attn": [
            {
                "accuracy": 0.9584053147118539,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9596092069987208,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9634683849290013,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9718922340543941,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9790237739216536,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9795672879554331,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9861991466605105,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868710645241663,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871678645140491,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880947106867097,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989313941099681,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901571660302579,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905772934434935,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991303783172043,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947262744535692,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99572375601565,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960691385203972,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977070135209942,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989377040983527,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.block_sparse_moe": [
            {
                "accuracy": 0.949520947644487,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9509078552946448,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9582917741499841,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9602188454009593,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.975217521423474,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9775288336677477,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801736200461164,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872771407244727,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988511897448916,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874495815020055,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891752247931436,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936236212670337,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946297642600257,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965565551974578,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967711627687095,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973060352058383,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990828559857619,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.self_attn": [
            {
                "accuracy": 0.9584840778261423,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9596369112841785,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9634136704262346,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9716122047975659,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9773075974080712,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777645345311612,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9828532718820497,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833924495032988,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857906926190481,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860525743570179,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885327305528335,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896022182074375,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894254443934187,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903592032496817,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940500006196089,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951306359434966,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951171784196049,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976072438439587,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987054236189579,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.block_sparse_moe": [
            {
                "accuracy": 0.9450510065071285,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9465128348674625,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9544686628505588,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.956609466811642,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9729632465168834,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754330754512921,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9783394947880879,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860651493654586,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874380643595941,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862952643306926,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881763397715986,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930309334304184,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941302481747698,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962259103049291,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996471359350835,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970599075022619,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989774093337473,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.self_attn": [
            {
                "accuracy": 0.9568968620151281,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.958226865157485,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9621347405482084,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9695184375159442,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9766129803610966,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777085204841569,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9823103299131617,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838846349157393,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854286283953115,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862412254442461,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882935155183077,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890850419178605,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893804533057846,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904855518834665,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931487897993065,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952604486607015,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940621160203591,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973311727080727,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983310590250767,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.block_sparse_moe": [
            {
                "accuracy": 0.9420084245502949,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9435248475056142,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9516591620631516,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9538875897414982,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9715006947517395,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.97405949246604,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9771019788458943,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853130441624671,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867274482967332,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855955007951707,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875200212700292,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926868014736101,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938079038984142,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996039452686091,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963047497003572,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969258779892698,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989204242046981,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.self_attn": [
            {
                "accuracy": 0.9592783141415566,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9606584506109357,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9647816338110715,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9723061377881095,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784413933521137,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792011389508843,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840190798277035,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9850081339245662,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986577682197094,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870563739677891,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989253108331468,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900225225719623,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903986236895435,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909941316000186,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944578447320964,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955615641083568,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955015962477773,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99770845893363,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987845408759313,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.block_sparse_moe": [
            {
                "accuracy": 0.9419594842474908,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9434946356341243,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9515226481016725,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9537272851448506,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9714007491711527,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9739783712429926,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9770020325668156,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852299554622732,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986656044377014,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854835675214417,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874741149833426,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926130136300344,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937596074014436,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959640122979181,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962486778531456,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968561039859196,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988586117033265,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.self_attn": [
            {
                "accuracy": 0.962433516047895,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9642018605954945,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.967541400459595,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9744767596712336,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9796172782080248,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9798209277214482,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841461100731976,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844842791208066,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860106828855351,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867218292783946,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988928202947136,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901299028424546,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898337579215877,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908806291059591,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942414436372928,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952467678813264,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949879276973661,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975861165294191,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986764606655925,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.block_sparse_moe": [
            {
                "accuracy": 0.9418197222985327,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.943267475347966,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9512379271909595,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9533825041726232,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9713507208507508,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9738132271450013,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9768207010347396,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853495916468091,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866722266306169,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855061040725559,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874142405460589,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926459876005538,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937502555258106,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960437066474697,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962834848556668,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996877423778642,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989182404933672,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.self_attn": [
            {
                "accuracy": 0.969130607903935,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9699143845355138,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9724529084051028,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777273554354906,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.98301427194383,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832900447072461,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870197952259332,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872750217327848,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881979079218581,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882757849409245,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902447756612673,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912729497882538,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911594031727873,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992035495408345,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949104235274717,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958468984550564,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955008697288577,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980952429468744,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987555637126206,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.block_sparse_moe": [
            {
                "accuracy": 0.9412001434247941,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9426474985666573,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9506590075325221,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9527638270519674,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9710854161530733,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9734999256907031,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9765239716507494,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852893856004812,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865908547653817,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853850246290676,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872676038648933,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925909834273625,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936861225869507,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960300268430728,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996248651004862,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968299814499915,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989261272057774,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.self_attn": [
            {
                "accuracy": 0.9699976281262934,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9709301280090585,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9735679159639403,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9772241181926802,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.982292412314564,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826528278645128,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844839498982765,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9850197516498156,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858467327430844,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862839340930805,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898357186466455,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99091114429757,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901862198021263,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913861025706865,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945507972151972,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956076518865302,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949128516600467,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982913115163683,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986947813813458,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.block_sparse_moe": [
            {
                "accuracy": 0.9403649826999754,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9417451578192413,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9497690757270902,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9518981098663062,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9705876385560259,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9729661789024249,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9760316226165742,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9850198270869441,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863405442447402,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9851575245847926,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870130005874671,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924964621313848,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935619798488915,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959966626629466,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962061294354498,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968043292465154,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989211193569645,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.self_attn": [
            {
                "accuracy": 0.9710371574619785,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9719847106607631,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745296943001449,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9775156067917123,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.982152727432549,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984347757010255,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842361379996873,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866564983385615,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877741856616922,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879264253540896,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919773990404792,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925338178873062,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924682787095662,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931403452646919,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948836170660798,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964439545728965,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951885103073437,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984180742831086,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998709824110847,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.block_sparse_moe": [
            {
                "accuracy": 0.9388886732049286,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9403494934085757,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9484283258207142,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9505380990449339,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9698576321825385,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9723164832685143,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754013054771349,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984679953136947,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860208298778161,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847901762113906,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866940349456854,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992301948426757,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934025892871432,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958902675862191,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960976153088268,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966908029455226,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988905488644377,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.self_attn": [
            {
                "accuracy": 0.9671926884911954,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9683745813090354,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9718743547564372,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9760973912198097,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819170061964542,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983341422106605,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985569863289129,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872539991047233,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877219370682724,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889351708698086,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914076152490452,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922137477551587,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924959934432991,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931844107341021,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951364324660972,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965040156967007,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956505266600288,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981982546669315,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988823727617273,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.block_sparse_moe": [
            {
                "accuracy": 0.9380873353220522,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9396161353215575,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9477738519199193,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9498819792643189,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9694010323146358,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9719739985885099,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9750632444629446,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844543026410975,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858189932419918,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845147660234943,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986521708255168,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921360061562154,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993308777542552,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995791693450883,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960112221160671,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965942670532968,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988564818559098,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.self_attn": [
            {
                "accuracy": 0.9637559952680022,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9654164023231715,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9699844134738669,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9747808895772323,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806755178142339,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824238545261323,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843802870600484,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986494020326063,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987842398812063,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884574826573953,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913769486011006,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920918570132926,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923298005887773,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929304503602907,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952242886356544,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964642322156578,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958300492580747,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982006561695016,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998858825842035,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.block_sparse_moe": [
            {
                "accuracy": 0.9368349360302091,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.938418417237699,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9466501022689044,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9487920782994479,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9688525564270094,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9713494416791946,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9744854231830686,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841280344990082,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854985090205446,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842658767593093,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862240699585527,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992036150128115,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931686811614782,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957448072964326,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959702940832358,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965733871795237,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988613186797011,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.self_attn": [
            {
                "accuracy": 0.968204932520166,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693919621640816,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9727494593244046,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769548323238268,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826768402708694,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838283560820855,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986027265957091,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875754988170229,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887074035941623,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891995562938973,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915881308843382,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921304999152198,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922002633102238,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929844367725309,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948039144801442,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964388715743553,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952617852832191,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998214034087141,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987978277276852,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.block_sparse_moe": [
            {
                "accuracy": 0.9371692740824074,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9387462004087865,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.946668092161417,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9487662850879133,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689446811098605,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9714367273263633,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9744909472065046,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841669521993026,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854977171053179,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842957173241302,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986249010427855,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992047682258999,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931717946019489,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957256590132602,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959693719429197,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996556280151708,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99881518278562,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.self_attn": [
            {
                "accuracy": 0.9695876865880564,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9706364830490202,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9748930472414941,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9790974162751809,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824514400679618,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836927452706732,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985706020554062,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871549542294815,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890346768079326,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892800025991164,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917627824470401,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926097928255331,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992408509075176,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934982483973727,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995372902660165,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967712723009754,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958892986760475,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982836457274971,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988961958515574,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.block_sparse_moe": [
            {
                "accuracy": 0.9370544576086104,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9386805407702923,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.946464081062004,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9485510652884841,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9688570976722986,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9714224995113909,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9744169992627576,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840688222902827,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854306043707766,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842439618660137,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862355701625347,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920223812223412,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993170198489679,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956956915557384,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959510547632817,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965243079059292,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988029675878352,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.self_attn": [
            {
                "accuracy": 0.9605649206787348,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9623034463729709,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9665779385250062,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9728977964259684,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978747577755712,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9800972600933164,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833654185640626,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849796410417184,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862868044292554,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864492308697663,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989614108693786,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903075259644538,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907153278472833,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913102929131128,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943236863182392,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995613487350056,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950430358003359,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978393950732425,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986070172235486,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.block_sparse_moe": [
            {
                "accuracy": 0.934440586483106,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9361049304716289,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9440728109329939,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.94632483785972,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9674711229745299,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9701506501296535,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9732876071939245,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831734216422774,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846621412434615,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9835123642114922,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856023304746486,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916404167015571,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928476445784327,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954402763105463,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957609641860472,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963720044324873,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986959101370303,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.self_attn": [
            {
                "accuracy": 0.947439142735675,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9490234479308128,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9557013134472072,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9639190915040672,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9732719345483929,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9739581496687606,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805751212406904,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812365304678679,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.982989480253309,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9835268197348341,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860440571210347,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9872472689021379,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9874795539071783,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889489853521809,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931257507705595,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942989430273883,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994244196015643,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973440620233305,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984575506096007,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.block_sparse_moe": [
            {
                "accuracy": 0.9351929521653801,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.936912368517369,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9445516462437809,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9467591580469161,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9675566860241815,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.97027272277046,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9733696390176192,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9830574807710946,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845514489570633,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834799632080831,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855215364368632,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915744668105617,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927726476453245,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953957770776469,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957199291384313,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963216128817294,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987265382733312,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.self_attn": [
            {
                "accuracy": 0.9390394766815007,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.941505481954664,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9497224057558924,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9602759534027427,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9675363280111924,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9681130937533453,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974976834258996,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.975697644171305,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777429379755631,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9799114197958261,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843399969977327,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849369439762086,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985860176559072,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867239826126024,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916710429242812,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929703579691704,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929137346043717,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966062498424435,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980606727767736,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.block_sparse_moe": [
            {
                "accuracy": 0.9225552771240473,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9245377983897924,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9337151052895933,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9363289854954928,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9609909700229764,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9638942484743893,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9676403801422566,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9793140441179276,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805662120925263,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9800107423216105,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824759950861335,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989693540672306,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912189110182226,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942884751362726,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947488624893595,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995565298711881,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983883990717004,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.self_attn": [
            {
                "accuracy": 0.9360545659437776,
                "total_bits": 89665536,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.938966715009883,
                "total_bits": 92221440,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9492532096337527,
                "total_bits": 95758848,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9646885246038437,
                "total_bits": 112272384,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689133970532566,
                "total_bits": 132913152,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9691417064750567,
                "total_bits": 132980224,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9782633563736454,
                "total_bits": 169613312,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9787588126491755,
                "total_bits": 169745920,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9823101082583889,
                "total_bits": 171195392,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829811421222985,
                "total_bits": 173563904,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848936318885535,
                "total_bits": 174923264,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856511823018081,
                "total_bits": 175750144,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869046591920778,
                "total_bits": 179253248,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880978767760098,
                "total_bits": 181592064,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927125419199001,
                "total_bits": 220469248,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939202186651528,
                "total_bits": 223535104,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942915533611085,
                "total_bits": 253499392,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969394399377052,
                "total_bits": 265838592,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983572531345999,
                "total_bits": 337385472,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.block_sparse_moe": [
            {
                "accuracy": 0.908432015683502,
                "total_bits": 790923392,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.910503885243088,
                "total_bits": 818448512,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9216401865705848,
                "total_bits": 914544640,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9246641462668777,
                "total_bits": 1025955840,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9534106205683202,
                "total_bits": 1156794560,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9580321328248829,
                "total_bits": 1185744896,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9624896566383541,
                "total_bits": 1274908864,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757796603953466,
                "total_bits": 1457482944,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978261012933217,
                "total_bits": 1478952960,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9760857933433726,
                "total_bits": 1503086784,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9795411505037919,
                "total_bits": 1532037120,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876730542164296,
                "total_bits": 1849379008,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897596038063057,
                "total_bits": 1878329344,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931429164425936,
                "total_bits": 2139048128,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936461249599233,
                "total_bits": 2220769792,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994591434893664,
                "total_bits": 2419999232,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978592527477304,
                "total_bits": 2831041024,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.norm.norm": null,
        "lm_head.linear": null
    },
    "last_module_idx": 66
}