---
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:"
```