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| import torch | |
| from .sd_text_encoder import CLIPEncoderLayer | |
| class CLIPVisionEmbeddings(torch.nn.Module): | |
| def __init__(self, embed_dim=1280, image_size=224, patch_size=14, num_channels=3): | |
| super().__init__() | |
| # class_embeds (This is a fixed tensor) | |
| self.class_embedding = torch.nn.Parameter(torch.randn(1, 1, embed_dim)) | |
| # position_embeds | |
| self.patch_embedding = torch.nn.Conv2d(in_channels=num_channels, out_channels=embed_dim, kernel_size=patch_size, stride=patch_size, bias=False) | |
| # position_embeds (This is a fixed tensor) | |
| self.position_embeds = torch.nn.Parameter(torch.zeros(1, (image_size // patch_size) ** 2 + 1, embed_dim)) | |
| def forward(self, pixel_values): | |
| batch_size = pixel_values.shape[0] | |
| patch_embeds = self.patch_embedding(pixel_values) | |
| patch_embeds = patch_embeds.flatten(2).transpose(1, 2) | |
| class_embeds = self.class_embedding.repeat(batch_size, 1, 1) | |
| embeddings = torch.cat([class_embeds, patch_embeds], dim=1) + self.position_embeds | |
| return embeddings | |
| class SVDImageEncoder(torch.nn.Module): | |
| def __init__(self, embed_dim=1280, layer_norm_eps=1e-5, num_encoder_layers=32, encoder_intermediate_size=5120, projection_dim=1024, num_heads=16, head_dim=80): | |
| super().__init__() | |
| self.embeddings = CLIPVisionEmbeddings(embed_dim=embed_dim) | |
| self.pre_layernorm = torch.nn.LayerNorm(embed_dim, eps=layer_norm_eps) | |
| self.encoders = torch.nn.ModuleList([ | |
| CLIPEncoderLayer(embed_dim, encoder_intermediate_size, num_heads=num_heads, head_dim=head_dim, use_quick_gelu=False) | |
| for _ in range(num_encoder_layers)]) | |
| self.post_layernorm = torch.nn.LayerNorm(embed_dim, eps=layer_norm_eps) | |
| self.visual_projection = torch.nn.Linear(embed_dim, projection_dim, bias=False) | |
| def forward(self, pixel_values): | |
| embeds = self.embeddings(pixel_values) | |
| embeds = self.pre_layernorm(embeds) | |
| for encoder_id, encoder in enumerate(self.encoders): | |
| embeds = encoder(embeds) | |
| embeds = self.post_layernorm(embeds[:, 0, :]) | |
| embeds = self.visual_projection(embeds) | |
| return embeds | |
| def state_dict_converter(self): | |
| return SVDImageEncoderStateDictConverter() | |
| class SVDImageEncoderStateDictConverter: | |
| def __init__(self): | |
| pass | |
| def from_diffusers(self, state_dict): | |
| rename_dict = { | |
| "vision_model.embeddings.patch_embedding.weight": "embeddings.patch_embedding.weight", | |
| "vision_model.embeddings.class_embedding": "embeddings.class_embedding", | |
| "vision_model.embeddings.position_embedding.weight": "embeddings.position_embeds", | |
| "vision_model.pre_layrnorm.weight": "pre_layernorm.weight", | |
| "vision_model.pre_layrnorm.bias": "pre_layernorm.bias", | |
| "vision_model.post_layernorm.weight": "post_layernorm.weight", | |
| "vision_model.post_layernorm.bias": "post_layernorm.bias", | |
| "visual_projection.weight": "visual_projection.weight" | |
| } | |
| attn_rename_dict = { | |
| "self_attn.q_proj": "attn.to_q", | |
| "self_attn.k_proj": "attn.to_k", | |
| "self_attn.v_proj": "attn.to_v", | |
| "self_attn.out_proj": "attn.to_out", | |
| "layer_norm1": "layer_norm1", | |
| "layer_norm2": "layer_norm2", | |
| "mlp.fc1": "fc1", | |
| "mlp.fc2": "fc2", | |
| } | |
| state_dict_ = {} | |
| for name in state_dict: | |
| if name in rename_dict: | |
| param = state_dict[name] | |
| if name == "vision_model.embeddings.class_embedding": | |
| param = state_dict[name].view(1, 1, -1) | |
| elif name == "vision_model.embeddings.position_embedding.weight": | |
| param = state_dict[name].unsqueeze(0) | |
| state_dict_[rename_dict[name]] = param | |
| elif name.startswith("vision_model.encoder.layers."): | |
| param = state_dict[name] | |
| names = name.split(".") | |
| layer_id, layer_type, tail = names[3], ".".join(names[4:-1]), names[-1] | |
| name_ = ".".join(["encoders", layer_id, attn_rename_dict[layer_type], tail]) | |
| state_dict_[name_] = param | |
| return state_dict_ | |
| def from_civitai(self, state_dict): | |
| rename_dict = { | |
| "conditioner.embedders.0.open_clip.model.visual.class_embedding": "embeddings.class_embedding", | |
| "conditioner.embedders.0.open_clip.model.visual.conv1.weight": "embeddings.patch_embedding.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.ln_post.bias": "post_layernorm.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.ln_post.weight": "post_layernorm.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.ln_pre.bias": "pre_layernorm.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.ln_pre.weight": "pre_layernorm.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.positional_embedding": "embeddings.position_embeds", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.attn.in_proj_bias": ['encoders.0.attn.to_q.bias', 'encoders.0.attn.to_k.bias', 'encoders.0.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.attn.in_proj_weight": ['encoders.0.attn.to_q.weight', 'encoders.0.attn.to_k.weight', 'encoders.0.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.attn.out_proj.bias": "encoders.0.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.attn.out_proj.weight": "encoders.0.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.ln_1.bias": "encoders.0.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.ln_1.weight": "encoders.0.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.ln_2.bias": "encoders.0.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.ln_2.weight": "encoders.0.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.mlp.c_fc.bias": "encoders.0.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.mlp.c_fc.weight": "encoders.0.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.mlp.c_proj.bias": "encoders.0.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.0.mlp.c_proj.weight": "encoders.0.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.attn.in_proj_bias": ['encoders.1.attn.to_q.bias', 'encoders.1.attn.to_k.bias', 'encoders.1.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.attn.in_proj_weight": ['encoders.1.attn.to_q.weight', 'encoders.1.attn.to_k.weight', 'encoders.1.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.attn.out_proj.bias": "encoders.1.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.attn.out_proj.weight": "encoders.1.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.ln_1.bias": "encoders.1.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.ln_1.weight": "encoders.1.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.ln_2.bias": "encoders.1.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.ln_2.weight": "encoders.1.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.mlp.c_fc.bias": "encoders.1.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.mlp.c_fc.weight": "encoders.1.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.mlp.c_proj.bias": "encoders.1.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.1.mlp.c_proj.weight": "encoders.1.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.attn.in_proj_bias": ['encoders.10.attn.to_q.bias', 'encoders.10.attn.to_k.bias', 'encoders.10.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.attn.in_proj_weight": ['encoders.10.attn.to_q.weight', 'encoders.10.attn.to_k.weight', 'encoders.10.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.attn.out_proj.bias": "encoders.10.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.attn.out_proj.weight": "encoders.10.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.ln_1.bias": "encoders.10.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.ln_1.weight": "encoders.10.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.ln_2.bias": "encoders.10.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.ln_2.weight": "encoders.10.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.mlp.c_fc.bias": "encoders.10.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.mlp.c_fc.weight": "encoders.10.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.mlp.c_proj.bias": "encoders.10.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.10.mlp.c_proj.weight": "encoders.10.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.attn.in_proj_bias": ['encoders.11.attn.to_q.bias', 'encoders.11.attn.to_k.bias', 'encoders.11.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.attn.in_proj_weight": ['encoders.11.attn.to_q.weight', 'encoders.11.attn.to_k.weight', 'encoders.11.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.attn.out_proj.bias": "encoders.11.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.attn.out_proj.weight": "encoders.11.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.ln_1.bias": "encoders.11.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.ln_1.weight": "encoders.11.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.ln_2.bias": "encoders.11.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.ln_2.weight": "encoders.11.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.mlp.c_fc.bias": "encoders.11.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.mlp.c_fc.weight": "encoders.11.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.mlp.c_proj.bias": "encoders.11.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.11.mlp.c_proj.weight": "encoders.11.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.attn.in_proj_bias": ['encoders.12.attn.to_q.bias', 'encoders.12.attn.to_k.bias', 'encoders.12.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.attn.in_proj_weight": ['encoders.12.attn.to_q.weight', 'encoders.12.attn.to_k.weight', 'encoders.12.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.attn.out_proj.bias": "encoders.12.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.attn.out_proj.weight": "encoders.12.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.ln_1.bias": "encoders.12.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.ln_1.weight": "encoders.12.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.ln_2.bias": "encoders.12.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.ln_2.weight": "encoders.12.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.mlp.c_fc.bias": "encoders.12.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.mlp.c_fc.weight": "encoders.12.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.mlp.c_proj.bias": "encoders.12.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.12.mlp.c_proj.weight": "encoders.12.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.attn.in_proj_bias": ['encoders.13.attn.to_q.bias', 'encoders.13.attn.to_k.bias', 'encoders.13.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.attn.in_proj_weight": ['encoders.13.attn.to_q.weight', 'encoders.13.attn.to_k.weight', 'encoders.13.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.attn.out_proj.bias": "encoders.13.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.attn.out_proj.weight": "encoders.13.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.ln_1.bias": "encoders.13.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.ln_1.weight": "encoders.13.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.ln_2.bias": "encoders.13.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.ln_2.weight": "encoders.13.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.mlp.c_fc.bias": "encoders.13.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.mlp.c_fc.weight": "encoders.13.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.mlp.c_proj.bias": "encoders.13.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.13.mlp.c_proj.weight": "encoders.13.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.attn.in_proj_bias": ['encoders.14.attn.to_q.bias', 'encoders.14.attn.to_k.bias', 'encoders.14.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.attn.in_proj_weight": ['encoders.14.attn.to_q.weight', 'encoders.14.attn.to_k.weight', 'encoders.14.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.attn.out_proj.bias": "encoders.14.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.attn.out_proj.weight": "encoders.14.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.ln_1.bias": "encoders.14.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.ln_1.weight": "encoders.14.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.ln_2.bias": "encoders.14.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.ln_2.weight": "encoders.14.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.mlp.c_fc.bias": "encoders.14.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.mlp.c_fc.weight": "encoders.14.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.mlp.c_proj.bias": "encoders.14.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.14.mlp.c_proj.weight": "encoders.14.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.attn.in_proj_bias": ['encoders.15.attn.to_q.bias', 'encoders.15.attn.to_k.bias', 'encoders.15.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.attn.in_proj_weight": ['encoders.15.attn.to_q.weight', 'encoders.15.attn.to_k.weight', 'encoders.15.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.attn.out_proj.bias": "encoders.15.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.attn.out_proj.weight": "encoders.15.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.ln_1.bias": "encoders.15.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.ln_1.weight": "encoders.15.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.ln_2.bias": "encoders.15.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.ln_2.weight": "encoders.15.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.mlp.c_fc.bias": "encoders.15.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.mlp.c_fc.weight": "encoders.15.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.mlp.c_proj.bias": "encoders.15.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.15.mlp.c_proj.weight": "encoders.15.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.attn.in_proj_bias": ['encoders.16.attn.to_q.bias', 'encoders.16.attn.to_k.bias', 'encoders.16.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.attn.in_proj_weight": ['encoders.16.attn.to_q.weight', 'encoders.16.attn.to_k.weight', 'encoders.16.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.attn.out_proj.bias": "encoders.16.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.attn.out_proj.weight": "encoders.16.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.ln_1.bias": "encoders.16.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.ln_1.weight": "encoders.16.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.ln_2.bias": "encoders.16.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.ln_2.weight": "encoders.16.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.mlp.c_fc.bias": "encoders.16.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.16.mlp.c_fc.weight": "encoders.16.fc1.weight", | |
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| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.27.mlp.c_fc.bias": "encoders.27.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.27.mlp.c_fc.weight": "encoders.27.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.27.mlp.c_proj.bias": "encoders.27.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.27.mlp.c_proj.weight": "encoders.27.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.attn.in_proj_bias": ['encoders.28.attn.to_q.bias', 'encoders.28.attn.to_k.bias', 'encoders.28.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.attn.in_proj_weight": ['encoders.28.attn.to_q.weight', 'encoders.28.attn.to_k.weight', 'encoders.28.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.attn.out_proj.bias": "encoders.28.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.attn.out_proj.weight": "encoders.28.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.ln_1.bias": "encoders.28.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.ln_1.weight": "encoders.28.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.ln_2.bias": "encoders.28.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.ln_2.weight": "encoders.28.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.mlp.c_fc.bias": "encoders.28.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.mlp.c_fc.weight": "encoders.28.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.mlp.c_proj.bias": "encoders.28.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.28.mlp.c_proj.weight": "encoders.28.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.attn.in_proj_bias": ['encoders.29.attn.to_q.bias', 'encoders.29.attn.to_k.bias', 'encoders.29.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.attn.in_proj_weight": ['encoders.29.attn.to_q.weight', 'encoders.29.attn.to_k.weight', 'encoders.29.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.attn.out_proj.bias": "encoders.29.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.attn.out_proj.weight": "encoders.29.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.ln_1.bias": "encoders.29.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.ln_1.weight": "encoders.29.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.ln_2.bias": "encoders.29.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.ln_2.weight": "encoders.29.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.mlp.c_fc.bias": "encoders.29.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.mlp.c_fc.weight": "encoders.29.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.mlp.c_proj.bias": "encoders.29.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.29.mlp.c_proj.weight": "encoders.29.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.attn.in_proj_bias": ['encoders.3.attn.to_q.bias', 'encoders.3.attn.to_k.bias', 'encoders.3.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.attn.in_proj_weight": ['encoders.3.attn.to_q.weight', 'encoders.3.attn.to_k.weight', 'encoders.3.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.attn.out_proj.bias": "encoders.3.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.attn.out_proj.weight": "encoders.3.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.ln_1.bias": "encoders.3.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.ln_1.weight": "encoders.3.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.ln_2.bias": "encoders.3.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.ln_2.weight": "encoders.3.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.mlp.c_fc.bias": "encoders.3.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.mlp.c_fc.weight": "encoders.3.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.mlp.c_proj.bias": "encoders.3.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.3.mlp.c_proj.weight": "encoders.3.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.attn.in_proj_bias": ['encoders.30.attn.to_q.bias', 'encoders.30.attn.to_k.bias', 'encoders.30.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.attn.in_proj_weight": ['encoders.30.attn.to_q.weight', 'encoders.30.attn.to_k.weight', 'encoders.30.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.attn.out_proj.bias": "encoders.30.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.attn.out_proj.weight": "encoders.30.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.ln_1.bias": "encoders.30.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.ln_1.weight": "encoders.30.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.ln_2.bias": "encoders.30.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.ln_2.weight": "encoders.30.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.mlp.c_fc.bias": "encoders.30.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.mlp.c_fc.weight": "encoders.30.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.mlp.c_proj.bias": "encoders.30.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.30.mlp.c_proj.weight": "encoders.30.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.attn.in_proj_bias": ['encoders.31.attn.to_q.bias', 'encoders.31.attn.to_k.bias', 'encoders.31.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.attn.in_proj_weight": ['encoders.31.attn.to_q.weight', 'encoders.31.attn.to_k.weight', 'encoders.31.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.attn.out_proj.bias": "encoders.31.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.attn.out_proj.weight": "encoders.31.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.ln_1.bias": "encoders.31.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.ln_1.weight": "encoders.31.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.ln_2.bias": "encoders.31.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.ln_2.weight": "encoders.31.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.mlp.c_fc.bias": "encoders.31.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.mlp.c_fc.weight": "encoders.31.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.mlp.c_proj.bias": "encoders.31.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.31.mlp.c_proj.weight": "encoders.31.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.attn.in_proj_bias": ['encoders.4.attn.to_q.bias', 'encoders.4.attn.to_k.bias', 'encoders.4.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.attn.in_proj_weight": ['encoders.4.attn.to_q.weight', 'encoders.4.attn.to_k.weight', 'encoders.4.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.attn.out_proj.bias": "encoders.4.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.attn.out_proj.weight": "encoders.4.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.ln_1.bias": "encoders.4.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.ln_1.weight": "encoders.4.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.ln_2.bias": "encoders.4.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.ln_2.weight": "encoders.4.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.mlp.c_fc.bias": "encoders.4.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.mlp.c_fc.weight": "encoders.4.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.mlp.c_proj.bias": "encoders.4.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.4.mlp.c_proj.weight": "encoders.4.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.attn.in_proj_bias": ['encoders.5.attn.to_q.bias', 'encoders.5.attn.to_k.bias', 'encoders.5.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.attn.in_proj_weight": ['encoders.5.attn.to_q.weight', 'encoders.5.attn.to_k.weight', 'encoders.5.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.attn.out_proj.bias": "encoders.5.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.attn.out_proj.weight": "encoders.5.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.ln_1.bias": "encoders.5.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.ln_1.weight": "encoders.5.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.ln_2.bias": "encoders.5.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.ln_2.weight": "encoders.5.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.mlp.c_fc.bias": "encoders.5.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.mlp.c_fc.weight": "encoders.5.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.mlp.c_proj.bias": "encoders.5.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.5.mlp.c_proj.weight": "encoders.5.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.attn.in_proj_bias": ['encoders.6.attn.to_q.bias', 'encoders.6.attn.to_k.bias', 'encoders.6.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.attn.in_proj_weight": ['encoders.6.attn.to_q.weight', 'encoders.6.attn.to_k.weight', 'encoders.6.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.attn.out_proj.bias": "encoders.6.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.attn.out_proj.weight": "encoders.6.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.ln_1.bias": "encoders.6.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.ln_1.weight": "encoders.6.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.ln_2.bias": "encoders.6.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.ln_2.weight": "encoders.6.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.mlp.c_fc.bias": "encoders.6.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.mlp.c_fc.weight": "encoders.6.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.mlp.c_proj.bias": "encoders.6.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.6.mlp.c_proj.weight": "encoders.6.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.attn.in_proj_bias": ['encoders.7.attn.to_q.bias', 'encoders.7.attn.to_k.bias', 'encoders.7.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.attn.in_proj_weight": ['encoders.7.attn.to_q.weight', 'encoders.7.attn.to_k.weight', 'encoders.7.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.attn.out_proj.bias": "encoders.7.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.attn.out_proj.weight": "encoders.7.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.ln_1.bias": "encoders.7.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.ln_1.weight": "encoders.7.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.ln_2.bias": "encoders.7.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.ln_2.weight": "encoders.7.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.mlp.c_fc.bias": "encoders.7.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.mlp.c_fc.weight": "encoders.7.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.mlp.c_proj.bias": "encoders.7.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.7.mlp.c_proj.weight": "encoders.7.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.attn.in_proj_bias": ['encoders.8.attn.to_q.bias', 'encoders.8.attn.to_k.bias', 'encoders.8.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.attn.in_proj_weight": ['encoders.8.attn.to_q.weight', 'encoders.8.attn.to_k.weight', 'encoders.8.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.attn.out_proj.bias": "encoders.8.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.attn.out_proj.weight": "encoders.8.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.ln_1.bias": "encoders.8.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.ln_1.weight": "encoders.8.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.ln_2.bias": "encoders.8.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.ln_2.weight": "encoders.8.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.mlp.c_fc.bias": "encoders.8.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.mlp.c_fc.weight": "encoders.8.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.mlp.c_proj.bias": "encoders.8.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.8.mlp.c_proj.weight": "encoders.8.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.attn.in_proj_bias": ['encoders.9.attn.to_q.bias', 'encoders.9.attn.to_k.bias', 'encoders.9.attn.to_v.bias'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.attn.in_proj_weight": ['encoders.9.attn.to_q.weight', 'encoders.9.attn.to_k.weight', 'encoders.9.attn.to_v.weight'], | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.attn.out_proj.bias": "encoders.9.attn.to_out.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.attn.out_proj.weight": "encoders.9.attn.to_out.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.ln_1.bias": "encoders.9.layer_norm1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.ln_1.weight": "encoders.9.layer_norm1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.ln_2.bias": "encoders.9.layer_norm2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.ln_2.weight": "encoders.9.layer_norm2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.mlp.c_fc.bias": "encoders.9.fc1.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.mlp.c_fc.weight": "encoders.9.fc1.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.mlp.c_proj.bias": "encoders.9.fc2.bias", | |
| "conditioner.embedders.0.open_clip.model.visual.transformer.resblocks.9.mlp.c_proj.weight": "encoders.9.fc2.weight", | |
| "conditioner.embedders.0.open_clip.model.visual.proj": "visual_projection.weight", | |
| } | |
| state_dict_ = {} | |
| for name in state_dict: | |
| if name in rename_dict: | |
| param = state_dict[name] | |
| if name == "conditioner.embedders.0.open_clip.model.visual.class_embedding": | |
| param = param.reshape((1, 1, param.shape[0])) | |
| elif name == "conditioner.embedders.0.open_clip.model.visual.positional_embedding": | |
| param = param.reshape((1, param.shape[0], param.shape[1])) | |
| elif name == "conditioner.embedders.0.open_clip.model.visual.proj": | |
| param = param.T | |
| if isinstance(rename_dict[name], str): | |
| state_dict_[rename_dict[name]] = param | |
| else: | |
| length = param.shape[0] // 3 | |
| for i, rename in enumerate(rename_dict[name]): | |
| state_dict_[rename] = param[i*length: i*length+length] | |
| return state_dict_ | |