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--- |
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license: other |
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license_name: deepseek |
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datasets: |
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- ise-uiuc/Magicoder-OSS-Instruct-75K |
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library_name: transformers |
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pipeline_tag: text-generation |
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quantized_by: bartowski |
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--- |
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## Exllama v2 Quantizations of Magicoder-DS-6.7B |
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Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.11">turboderp's ExLlamaV2 v0.0.11</a> for quantization. |
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# The "main" branch only contains the measurement.json, download one of the other branches for the model (see below) |
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Each branch contains an individual bits per weight, with the main one containing only the meaurement.json for further conversions. |
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Original model: https://huggingface.co/ise-uiuc/Magicoder-DS-6.7B/ |
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No GQA - VRAM requirements will be higher |
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| Branch | Bits | lm_head bits | Size (4k) | Size (16k) | Description | |
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| -------------------------------------------------------------- | ---- | ------------ | --------- | ---------- | ----------- | |
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| [8_0](https://huggingface.co/Bartowski/Magicoder-DS-6.7B-exl2/tree/8_0) | 8.0 | 8.0 | 9.4 GB | 15.6 GB | Maximum quality that ExLlamaV2 can produce, near unquantized performance. | |
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| [6_5](https://huggingface.co/Bartowski/Magicoder-DS-6.7B-exl2/tree/6_5) | 6.5 | 8.0 | 8.6 GB | 14.8 GB | Near unquantized performance at vastly reduced size, **recommended**. | |
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| [5_0](https://huggingface.co/Bartowski/Magicoder-DS-6.7B-exl2/tree/5_0) | 5.0 | 6.0 | 7.2 GB | 13.4 GB | Slightly lower quality vs 6.5, but usable on 8GB cards with 4k context. | |
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| [4_25](https://huggingface.co/Bartowski/Magicoder-DS-6.7B-exl2/tree/4_25) | 4.25 | 6.0 | 6.5 GB | 12.7 GB | GPTQ equivalent bits per weight. | |
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| [3_5](https://huggingface.co/Bartowski/Magicoder-DS-6.7B-exl2/tree/3_5) | 3.5 | 6.0 | 5.9 GB | 12.1 GB | Lower quality, not recommended. | |
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VRAM requirements listed for both 4k context and 16k context since without GQA the differences are massive (6.2 GB) |
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## Download instructions |
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With git: |
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```shell |
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git clone --single-branch --branch 6_5 https://huggingface.co/bartowski/Magicoder-DS-6.7B-exl2 Magicoder-DS-6.7B-exl2-6_5 |
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``` |
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With huggingface hub (credit to TheBloke for instructions): |
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```shell |
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pip3 install huggingface-hub |
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``` |
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To download the `main` (only useful if you only care about measurement.json) branch to a folder called `Magicoder-DS-6.7B-exl2`: |
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```shell |
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mkdir Magicoder-DS-6.7B-exl2 |
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huggingface-cli download bartowski/Magicoder-DS-6.7B-exl2 --local-dir Magicoder-DS-6.7B-exl2 --local-dir-use-symlinks False |
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``` |
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To download from a different branch, add the `--revision` parameter: |
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```shell |
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mkdir Magicoder-DS-6.7B-exl2-6_5 |
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huggingface-cli download bartowski/Magicoder-DS-6.7B-exl2 --revision 6_5 --local-dir Magicoder-DS-6.7B-exl2-6_5 --local-dir-use-symlinks False |
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``` |
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