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  ## CAUTION: MPT Development is still ongoing and not finished!
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- - GGML implementation see here: [Replit + MPT](https://github.com/ggerganov/ggml/pull/145)
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- - Rustformers implementation see here: [Implement MPT Model](https://github.com/rustformers/llm/pull/218)
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  If these implementations are complete i will add instructions on how to run the models and update them if necesary!
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  | [mpt-7b-instruct-q4_0-ggjt.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-instruct-q4_0-ggjt.bin) | [mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | int4 | GGJT |
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  | [mpt-7b-storywriter-f16.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-f16.bin) | [mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | fp16 | GGML |
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  | [mpt-7b-storywriter-q4_0-ggjt.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-storywriter-q4_0-ggjt.bin) | [mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | int4 | GGJT |
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  ## CAUTION: MPT Development is still ongoing and not finished!
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+ - Rust & Python: Rustformers implementation see here: [Implement MPT Model](https://github.com/rustformers/llm/pull/218)
 
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  If these implementations are complete i will add instructions on how to run the models and update them if necesary!
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  | [mpt-7b-instruct-q4_0-ggjt.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-instruct-q4_0-ggjt.bin) | [mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | int4 | GGJT |
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  | [mpt-7b-storywriter-f16.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-f16.bin) | [mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | fp16 | GGML |
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  | [mpt-7b-storywriter-q4_0-ggjt.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-storywriter-q4_0-ggjt.bin) | [mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | int4 | GGJT |
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+ ## Usage
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+ ### Rust & Python:
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+ #### TBD See above!
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+ ### Via GGML
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+ The `GGML` example only supports the ggml container type!
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+
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+ ##### Installation
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+ ```
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+ git clone https://github.com/ggerganov/ggml
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+ cd ggml
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+ mkdir build && cd build
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+ cmake ..
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+ make -j4 mpt
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+ ```
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+
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+ #### Run inference
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+ ```
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+ ./bin/mpt -m path/to/model.bin -p "The meaning of life is"
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+ ```