| --- |
| language: |
| - en |
| pipeline_tag: text-generation |
| tags: |
| - code |
| quantized_by: bartowski |
| --- |
| |
| ## Exllama v2 Quantizations of OpenCodeInterpreter-CL-13B |
|
|
| Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.14">turboderp's ExLlamaV2 v0.0.14</a> for quantization. |
|
|
| <b>The "main" branch only contains the measurement.json, download one of the other branches for the model (see below)</b> |
|
|
| Each branch contains an individual bits per weight, with the main one containing only the meaurement.json for further conversions. |
|
|
| Original model: https://huggingface.co/m-a-p/OpenCodeInterpreter-CL-13B |
|
|
| No GQA - VRAM requirements will be higher |
|
|
| | Branch | Bits | lm_head bits | VRAM (4k) | VRAM (16k) | Description | |
| | ----- | ---- | ------- | ------ | ------ | ------------ | |
| | [8_0](https://huggingface.co/bartowski/OpenCodeInterpreter-CL-13B-exl2/tree/8_0) | 8.0 | 8.0 | 16.8 GB | 26.2 GB | Near unquantized performance at vastly reduced size, **recommended**. | |
| | [6_5](https://huggingface.co/bartowski/OpenCodeInterpreter-CL-13B-exl2/tree/6_5) | 6.5 | 8.0 | 14.4 GB | 24.0 GB | Near unquantized performance at vastly reduced size, **recommended**. | |
| | [5_0](https://huggingface.co/bartowski/OpenCodeInterpreter-CL-13B-exl2/tree/5_0) | 5.0 | 6.0 | 12.1 GB | 21.7 GB | Slightly lower perplexity vs 6.5, can fit in 12 GB card with even lower context. | |
| | [4_25](https://huggingface.co/bartowski/OpenCodeInterpreter-CL-13B-exl2/tree/4_25) | 4.25 | 6.0 | 10.9 GB | 20.5 GB | GPTQ equivalent bits per weight. | |
| | [3_75](https://huggingface.co/bartowski/OpenCodeInterpreter-CL-13B-exl2/tree/3_75) | 3.75 | 6.0 | 10.1 GB | 19.7 GB | Lower quality but still generally usable. | |
| | [3_0](https://huggingface.co/bartowski/OpenCodeInterpreter-CL-13B-exl2/tree/3_0) | 3.0 | 6.0 | 9.1 GB | 18.7 GB | Very low quality, not recommended unless you have to. | |
| |
| VRAM requirements listed for both 4k context and 16k context since without GQA the differences are massive (9.6 GB) |
| |
| ## Download instructions |
| |
| With git: |
| |
| ```shell |
| git clone --single-branch --branch 6_5 https://huggingface.co/bartowski/OpenCodeInterpreter-CL-13B-exl2 OpenCodeInterpreter-CL-13B-exl2-6_5 |
| ``` |
| |
| With huggingface hub (credit to TheBloke for instructions): |
| |
| ```shell |
| pip3 install huggingface-hub |
| ``` |
| |
| To download the `main` (only useful if you only care about measurement.json) branch to a folder called `OpenCodeInterpreter-CL-13B-exl2`: |
| |
| ```shell |
| mkdir OpenCodeInterpreter-CL-13B-exl2 |
| huggingface-cli download bartowski/OpenCodeInterpreter-CL-13B-exl2 --local-dir OpenCodeInterpreter-CL-13B-exl2 --local-dir-use-symlinks False |
| ``` |
| |
| To download from a different branch, add the `--revision` parameter: |
| |
| Linux: |
| |
| ```shell |
| mkdir OpenCodeInterpreter-CL-13B-exl2-6_5 |
| huggingface-cli download bartowski/OpenCodeInterpreter-CL-13B-exl2 --revision 6_5 --local-dir OpenCodeInterpreter-CL-13B-exl2-6_5 --local-dir-use-symlinks False |
| ``` |
| |
| Windows (which apparently doesn't like _ in folders sometimes?): |
| |
| ```shell |
| mkdir OpenCodeInterpreter-CL-13B-exl2-6.5 |
| huggingface-cli download bartowski/OpenCodeInterpreter-CL-13B-exl2 --revision 6_5 --local-dir OpenCodeInterpreter-CL-13B-exl2-6.5 --local-dir-use-symlinks False |
| ``` |
| |
| Want to support my work? Visit my ko-fi page here: https://ko-fi.com/bartowski |
