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---
license: cc-by-sa-4.0
language:
- en
tags:
- llm-rs
- ggml
pipeline_tag: text-generation
---
# GGML converted version of [StabilityAI](https://huggingface.co/stabilityai)'s StableLM models
## Description
`StableLM-Base-Alpha` is a suite of 3B and 7B parameter decoder-only language models pre-trained on a diverse collection of English and Code datasets with a sequence length of 4096 to push beyond the context window limitations of existing open-source language models.
## Converted Models
| Name | Based on | Type | Container | GGML Version |
|:------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------|:-------|:------------|:---------------|
| [stablelm-base-alpha-3b-f16.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-3b-f16.bin) | [stabilityai/stablelm-base-alpha-3b](https://huggingface.co/stabilityai/stablelm-base-alpha-3b) | F16 | GGML | V3 |
| [stablelm-base-alpha-3b-q4_0.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-3b-q4_0.bin) | [stabilityai/stablelm-base-alpha-3b](https://huggingface.co/stabilityai/stablelm-base-alpha-3b) | Q4_0 | GGML | V3 |
| [stablelm-base-alpha-3b-q4_0-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-3b-q4_0-ggjt.bin) | [stabilityai/stablelm-base-alpha-3b](https://huggingface.co/stabilityai/stablelm-base-alpha-3b) | Q4_0 | GGJT | V3 |
| [stablelm-base-alpha-3b-q5_1.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-3b-q5_1.bin) | [stabilityai/stablelm-base-alpha-3b](https://huggingface.co/stabilityai/stablelm-base-alpha-3b) | Q5_1 | GGML | V3 |
| [stablelm-base-alpha-3b-q5_1-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-3b-q5_1-ggjt.bin) | [stabilityai/stablelm-base-alpha-3b](https://huggingface.co/stabilityai/stablelm-base-alpha-3b) | Q5_1 | GGJT | V3 |
| [stablelm-base-alpha-7b-f16.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-7b-f16.bin) | [stabilityai/stablelm-base-alpha-7b](https://huggingface.co/stabilityai/stablelm-base-alpha-7b) | F16 | GGML | V3 |
| [stablelm-base-alpha-7b-q4_0.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-7b-q4_0.bin) | [stabilityai/stablelm-base-alpha-7b](https://huggingface.co/stabilityai/stablelm-base-alpha-7b) | Q4_0 | GGML | V3 |
| [stablelm-base-alpha-7b-q4_0-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-7b-q4_0-ggjt.bin) | [stabilityai/stablelm-base-alpha-7b](https://huggingface.co/stabilityai/stablelm-base-alpha-7b) | Q4_0 | GGJT | V3 |
| [stablelm-base-alpha-7b-q5_1.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-7b-q5_1.bin) | [stabilityai/stablelm-base-alpha-7b](https://huggingface.co/stabilityai/stablelm-base-alpha-7b) | Q5_1 | GGML | V3 |
| [stablelm-base-alpha-7b-q5_1-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-base-alpha-7b-q5_1-ggjt.bin) | [stabilityai/stablelm-base-alpha-7b](https://huggingface.co/stabilityai/stablelm-base-alpha-7b) | Q5_1 | GGJT | V3 |
| [stablelm-tuned-alpha-3b-f16.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-3b-f16.bin) | [stabilityai/stablelm-tuned-alpha-3b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-3b) | F16 | GGML | V3 |
| [stablelm-tuned-alpha-3b-q4_0.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-3b-q4_0.bin) | [stabilityai/stablelm-tuned-alpha-3b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-3b) | Q4_0 | GGML | V3 |
| [stablelm-tuned-alpha-3b-q4_0-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-3b-q4_0-ggjt.bin) | [stabilityai/stablelm-tuned-alpha-3b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-3b) | Q4_0 | GGJT | V3 |
| [stablelm-tuned-alpha-3b-q5_1.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-3b-q5_1.bin) | [stabilityai/stablelm-tuned-alpha-3b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-3b) | Q5_1 | GGML | V3 |
| [stablelm-tuned-alpha-3b-q5_1-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-3b-q5_1-ggjt.bin) | [stabilityai/stablelm-tuned-alpha-3b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-3b) | Q5_1 | GGJT | V3 |
| [stablelm-tuned-alpha-7b-f16.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-7b-f16.bin) | [stabilityai/stablelm-tuned-alpha-7b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-7b) | F16 | GGML | V3 |
| [stablelm-tuned-alpha-7b-q4_0.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-7b-q4_0.bin) | [stabilityai/stablelm-tuned-alpha-7b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-7b) | Q4_0 | GGML | V3 |
| [stablelm-tuned-alpha-7b-q4_0-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-7b-q4_0-ggjt.bin) | [stabilityai/stablelm-tuned-alpha-7b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-7b) | Q4_0 | GGJT | V3 |
| [stablelm-tuned-alpha-7b-q5_1.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-7b-q5_1.bin) | [stabilityai/stablelm-tuned-alpha-7b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-7b) | Q5_1 | GGML | V3 |
| [stablelm-tuned-alpha-7b-q5_1-ggjt.bin](https://huggingface.co/rustformers/stablelm-ggml/blob/main/stablelm-tuned-alpha-7b-q5_1-ggjt.bin) | [stabilityai/stablelm-tuned-alpha-7b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-7b) | Q5_1 | GGJT | V3 |
## 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/stablelm-ggml",model_file="stablelm-base-alpha-3b-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 -- gptneox infer -m path/to/model.bin -p "Tell me how cool the Rust programming language is:"
``` |