| --- |
| 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:" |
| ``` |
