|
--- |
|
license: apache-2.0 |
|
language: |
|
- en |
|
pipeline_tag: text-generation |
|
tags: |
|
- llm-rs |
|
- ggml |
|
datasets: |
|
- mc4 |
|
- c4 |
|
- togethercomputer/RedPajama-Data-1T |
|
- bigcode/the-stack |
|
- allenai/s2orc |
|
inference: false |
|
--- |
|
# GGML converted versions of [Mosaic's](https://huggingface.co/mosaicml) MPT Models |
|
|
|
MPT-7B is a decoder-style transformer pretrained from scratch on 1T tokens of English text and code. |
|
This model was trained by [MosaicML](https://www.mosaicml.com). |
|
|
|
MPT-7B is part of the family of MosaicPretrainedTransformer (MPT) models, which use a modified transformer architecture optimized for efficient training and inference. |
|
|
|
## Converted Models: |
|
| Name | Based on | Type | Container | GGML Version | |
|
|:------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-------|:------------|:---------------| |
|
| [mpt-7b-chat-f16.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-chat-f16.bin) | [mosaicml/mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | F16 | GGML | V3 | |
|
| [mpt-7b-chat-q4_0.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-chat-q4_0.bin) | [mosaicml/mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | Q4_0 | GGML | V3 | |
|
| [mpt-7b-chat-q4_0-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-chat-q4_0-ggjt.bin) | [mosaicml/mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | Q4_0 | GGJT | V3 | |
|
| [mpt-7b-chat-q5_1-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-chat-q5_1-ggjt.bin) | [mosaicml/mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat) | Q5_1 | GGJT | V3 | |
|
| [mpt-7b-f16.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-f16.bin) | [mosaicml/mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | F16 | GGML | V3 | |
|
| [mpt-7b-instruct-f16.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-instruct-f16.bin) | [mosaicml/mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | F16 | GGML | V3 | |
|
| [mpt-7b-instruct-q4_0.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-instruct-q4_0.bin) | [mosaicml/mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | Q4_0 | GGML | V3 | |
|
| [mpt-7b-instruct-q4_0-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-instruct-q4_0-ggjt.bin) | [mosaicml/mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | Q4_0 | GGJT | V3 | |
|
| [mpt-7b-instruct-q5_1-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-instruct-q5_1-ggjt.bin) | [mosaicml/mpt-7b-instruct](https://huggingface.co/mosaicml/mpt-7b-instruct) | Q5_1 | GGJT | V3 | |
|
| [mpt-7b-q4_0.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-q4_0.bin) | [mosaicml/mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | Q4_0 | GGML | V3 | |
|
| [mpt-7b-q4_0-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-q4_0-ggjt.bin) | [mosaicml/mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | Q4_0 | GGJT | V3 | |
|
| [mpt-7b-q5_1-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-q5_1-ggjt.bin) | [mosaicml/mpt-7b](https://huggingface.co/mosaicml/mpt-7b) | Q5_1 | GGJT | V3 | |
|
| [mpt-7b-storywriter-f16.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-storywriter-f16.bin) | [mosaicml/mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | F16 | GGML | V3 | |
|
| [mpt-7b-storywriter-q4_0.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-storywriter-q4_0.bin) | [mosaicml/mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | Q4_0 | GGML | V3 | |
|
| [mpt-7b-storywriter-q4_0-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-storywriter-q4_0-ggjt.bin) | [mosaicml/mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | Q4_0 | GGJT | V3 | |
|
| [mpt-7b-storywriter-q5_1-ggjt.bin](https://huggingface.co/rustformers/mpt-7b-ggml/blob/main/mpt-7b-storywriter-q5_1-ggjt.bin) | [mosaicml/mpt-7b-storywriter](https://huggingface.co/mosaicml/mpt-7b-storywriter) | Q5_1 | GGJT | V3 | |
|
|
|
⚠️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` |
|
|
|
#### Run inference |
|
```python |
|
from llm_rs import AutoModel |
|
|
|
#Load the model, define any model you like from the list above as the `model_file` |
|
model = AutoModel.from_pretrained("rustformers/mpt-7b-ggml",model_file="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 https://github.com/rustformers/llm.git |
|
cd llm |
|
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" |
|
``` |
