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--- |
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pipeline_tag: text-generation |
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license: other |
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language: |
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- en |
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- zh |
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tags: |
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- math |
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quantized_by: bartowski |
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--- |
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## Exllama v2 Quantizations of internlm2-math-20b-llama |
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Using <a href="https://github.com/turboderp/exllamav2/releases/tag/v0.0.12">turboderp's ExLlamaV2 v0.0.12</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/internlm/internlm2-math-20b |
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| Branch | Bits | lm_head bits | Size | Description | |
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| -------------------------------------------------------------- | ---- | ------------ | ------- | --------------------------------------------------------------------------- | |
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| [6_5](https://huggingface.co/Bartowski/internlm2-math-20b-llama-exl2/tree/6_5) | 6.5 | 8.0 | 21.0 GB | Near unquantized performance at vastly reduced size, **recommended**. | |
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| [4_25](https://huggingface.co/Bartowski/internlm2-math-20b-llama-exl2/tree/4_25) | 4.25 | 6.0 | 15.2 GB | GPTQ equivalent bits per weight, slightly higher quality. | |
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| [3_5](https://huggingface.co/Bartowski/internlm2-math-20b-llama-exl2/tree/3_5) | 3.5 | 6.0 | 13.8 GB | Lower quality, only use if you have to. | |
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| [3_0](https://huggingface.co/Bartowski/internlm2-math-20b-llama-exl2/tree/3_0) | 3.0 | 6.0 | 12.5 GB | Very low quality. Usable on 12GB if you reduce context or use 8 bit cache. | |
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All VRAM requirements estimated from 16k context. For 32k context add ~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/internlm2-math-20b-llama-exl2 internlm2-math-20b-llama-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 `internlm2-math-20b-llama-exl2`: |
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```shell |
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mkdir internlm2-math-20b-llama-exl2 |
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huggingface-cli download bartowski/internlm2-math-20b-llama-exl2 --local-dir internlm2-math-20b-llama-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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Linux: |
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```shell |
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mkdir internlm2-math-20b-llama-exl2-6_5 |
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huggingface-cli download bartowski/internlm2-math-20b-llama-exl2 --revision 6_5 --local-dir internlm2-math-20b-llama-exl2-6_5 --local-dir-use-symlinks False |
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``` |
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Windows (which apparently doesn't like _ in folders sometimes?): |
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```shell |
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mkdir internlm2-math-20b-llama-exl2-6.5 |
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huggingface-cli download bartowski/internlm2-math-20b-llama-exl2 --revision 6_5 --local-dir internlm2-math-20b-llama-exl2-6.5 --local-dir-use-symlinks False |
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``` |
