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--- |
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license: apache-2.0 |
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language: |
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- en |
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pipeline_tag: text-generation |
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tags: |
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- llm |
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- ggml |
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--- |
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# GGML converted versions of [Mosaic's](https://huggingface.co/mosaicml) MPT Models |
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MPT-7B is a decoder-style transformer pretrained from scratch on 1T tokens of English text and code. |
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This model was trained by [MosaicML](https://www.mosaicml.com). |
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MPT-7B is part of the family of MosaicPretrainedTransformer (MPT) models, which use a modified transformer architecture optimized for efficient training and inference. |
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## Converted Models: |
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| Name | Based on | Type | Container | |
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| [mpt-7b-f16.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-f16.bin) | [mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | fp16 | GGML | |
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| [mpt-7b-q4_0.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-q4_0.bin) | [mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | int4 | GGML | |
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| [mpt-7b-q4_0-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-q4_0-ggjt.bin) | [mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | int4 | GGJT | |
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| [mpt-7b-chat-f16.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-chat-f16.bin) | [mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | fp16 | GGML | |
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| [mpt-7b-chat-q4_0.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-chat-q4_0.bin) | [mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | int4 | GGML | |
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| [mpt-7b-chat-q4_0-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-chat-q4_0-ggjt.bin) | [mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | int4 | GGJT | |
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| [mpt-7b-instruct-f16.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-instruct-f16.bin) | [mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | fp16 | GGML | |
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| [mpt-7b-instruct-q4_0.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-instruct-q4_0.bin) | [mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | int4 | GGML | |
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| [mpt-7b-instruct-q4_0-ggjt.bin](https://huggingface.co/rustformers/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/rustformers/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.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-storywriter-q4_0.bin) | [mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | int4 | GGML | |
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| [mpt-7b-storywriter-q4_0-ggjt.bin](https://huggingface.co/rustformers/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-7b-storywriter is still under development! |
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## Usage |
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### Python via [llm-rs](https://github.com/LLukas22/llm-rs-python): |
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#### Installation |
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Via pip: `pip install llm-rs` |
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#### Run inference |
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```python |
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from llm_rs import AutoModel |
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#Load the model, define any model you like from the list above as the `model_file` |
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model = AutoModel.from_pretrained("rustformers/mpt-7b-ggml",model_file="mpt-7b-q4_0-ggjt.bin") |
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#Generate |
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print(model.generate("The meaning of life is")) |
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``` |
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### Rust via [rustformers/llm](https://github.com/rustformers/llm): |
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#### Installation |
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``` |
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git clone --recurse-submodules git@github.com:rustformers/llm.git |
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cargo build --release |
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``` |
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#### Run inference |
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``` |
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cargo run --release -- mpt infer -m path/to/model.bin -p "Tell me how cool the Rust programming language is:" |
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``` |
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### C via [GGML](https://github.com/ggerganov/ggml) |
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The `GGML` example only supports the ggml container type! |
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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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#### 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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``` |
