---
license: cc-by-nc-4.0
datasets:
  - grammarly/coedit
language:
  - en
tags:
  - text-generation-inference
  - candle
widget:
  - text: >-
      Fix the grammar: When I grow up,
      I start to understand what he said is
      quite right.
    example_title: Fluency
  - text: >-
      Make this text coherent: Their flight
      is weak. They run quickly through
      the tree canopy.
    example_title: Coherence
  - text: >-
      Rewrite to make this easier to understand: A storm surge is what
      forecasters consider a hurricane's most treacherous aspect.
    example_title: Simplification
  - text: >-
      Paraphrase this: Do you know where I was born?
    example_title: Paraphrase
  - text: >-
      Write this more formally: omg i love that song im
      listening to it right now
    example_title: Formalize
  - text: >-
      Write in a more neutral way: The authors' exposé on nutrition studies.
    example_title: Neutralize
---
# Quantized candle weights for the CoEdIT model

Quantized weights of [CoEdIT](https://github.com/vipulraheja/coedit) for inference with [candle](https://github.com/huggingface/candle/tree/main/candle-examples/examples/quantized-t5).

## Usage

You can run the smaller models directly from the browser using this [space](https://huggingface.co/spaces/jbochi/Candle-CoEdIT-Wasm).

Clone [candle](https://github.com/huggingface/candle), and run the `quantized-t5` example:

```shell
$ cargo run --example quantized-t5 --release  -- \
  --model-id "jbochi/candle-coedit-quantized" \
  --prompt "Make this text coherent: Their flight is weak. They run quickly through the tree canopy." \
  --temperature 0
...
 Although their flight is weak, they run quickly through the tree canopy.
```

By default, it will use CoEdIT-large with q6k quantization (770M params, 643 MB).

To use CoEdIT-xl (3B params, 2.34 GB), or any other provided model, specify the weight-file and config-file:

```shell
$ cargo run --example quantized-t5 --release  -- \
  --model-id "jbochi/candle-coedit-quantized" \
  --weight-file "model-xl.gguf" \
  --config-file "config-xl.json" \
  --prompt "Rewrite to make this easier to understand: Note that a storm surge is what forecasters consider a hurricane's most treacherous aspect." \
  --temperature 0
...
 Note that a storm surge is what forecasters consider a hurricane's most dangerous part.
```

## Models available

These are all the available formats. Weight file is named `{model}.gguf` and the config file is `config-{base_model}.json`

| Model | Base model | Quantization | # Params | Size |
| ----- | ---------- | ------------ | ------ | ---- |
| - | [small](https://huggingface.co/jbochi/coedit-small) (unofficial) | None | 77M | 308 MB |
| model-small | small | 6k | 77M | 78.2 MB |
| model-small-q4k | small | 4k | 77M | 59.6 MB |
| model-small-q4_0 | small | 4_0 | 77M | 43.4 MB |
| - | [base](https://huggingface.co/jbochi/coedit-base) (unofficial) | None | 248M | 990 MB |
| model-base | base | 6k | 248M | 194M |
| model-base-q4k | base | 4k | 248M | 133M |
| model-base-q4_0 | base | 4_0 | 248M | 133M |
| - | [large](https://huggingface.co/grammarly/coedit-large) | None | 770M | 3.13 GB |
| model | large | 6k | 770M | 643 MB |
| model-q4k | large | 4k | 770M | 441 MB |
| model-q4_0 | large | 4_0 | 770M | 441 MB |
| - | [xl](https://huggingface.co/grammarly/coedit-xl) | None | 3B | 11.4 GB |
| model-xl | xl | 6k | 3B | 2.34 GB |
| model-xl-q4k | xl | 4k | 3B | 1.6 GB |
| model-xl-q4_0 | xl | 4_0 | 3B | 1.6 GB |
| - | [xxl](https://huggingface.co/grammarly/coedit-xxl) | None | 11B | 44.5 GB |
| model-xxl | xxl | 6k | 11B | 9.14 GB |
| model-xxl-q4k | xxl | 4k | 11B | 6.27 GB |
| model-xxl-q4_0 | xxl | 4_0 | 11B | 6.27 GB |


## Model generation

The weights were quantized using candle:

```shell
cargo run --example tensor-tools --release -- quantize \
  --quantization q6k \
  /path/to/coedit-<version>/model.safetensors \
  --out-file model<version>.gguf
```