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---
license: apache-2.0
language:
- en
pipeline_tag: text-generation
tags:
- llm
- ggml
---
# GGML converted versions of [Mosaic's](https://huggingface.co/mosaicml) MPT Models
## Converted Models:
| Name | Based on | Type | Container |
|-|-|-|-|
| [mpt-7b-f16.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-f16.bin) | [mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | fp16 | GGML |
| [mpt-7b-q4_0.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-q4_0.bin) | [mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | int4 | GGML |
| [mpt-7b-q4_0-ggjt.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-q4_0-ggjt.bin) | [mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | int4 | GGJT |
| [mpt-7b-chat-f16.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-chat-f16.bin) | [mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | fp16 | GGML |
| [mpt-7b-chat-q4_0.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-chat-q4_0.bin) | [mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | int4 | GGML |
| [mpt-7b-chat-q4_0-ggjt.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-chat-q4_0-ggj.bin) | [mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | int4 | GGJT |
| [mpt-7b-instruct-f16.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-instruct-f16.bin) | [mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | fp16 | GGML |
| [mpt-7b-instruct-q4_0.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-instruct-q4_0.bin) | [mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | int4 | GGML |
| [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 |
| [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 |
| [mpt-7b-storywriter-q4_0.bin](https://huggingface.co/LLukas22/mpt-7b-ggml/blob/main/mpt-7b-storywriter-q4_0.bin) | [mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | int4 | GGML |
| [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 |
⚠️Caution⚠️: mpt-7b-storywriter is still under development!
## Usage
### Python via [llm-rs](https://github.com/LLukas22/llm-rs-python):
#### Installation
Via pip: `pip install llm-rs huggingface_hub`
#### Run inference
```python
from llm_rs import Mpt
#Download the model
hf_hub_download(repo_id="LLukas22/mpt-7b-ggml", filename="mpt-7b-q4_0-ggjt.bin", local_dir=".")
#Load the model
model = Mpt("mpt-7b-q4_0-ggjt.bin")
#Generate
print(model.generate("The meaning of life is"))
```
### Rust via [Rustformers/llm](https://github.com/rustformers/llm):
#### Installation
```
git clone --recurse-submodules git@github.com:rustformers/llm.git
cargo build --release
```
#### Run inference
```
cargo run --release -- mpt infer -m path/to/model.bin -p "Tell me how cool the Rust programming language is:"
```
### C via [GGML](https://github.com/ggerganov/ggml)
The `GGML` example only supports the ggml container type!
#### Installation
```
git clone https://github.com/ggerganov/ggml
cd ggml
mkdir build && cd build
cmake ..
make -j4 mpt
```
#### Run inference
```
./bin/mpt -m path/to/model.bin -p "The meaning of life is"
``` |