| | --- |
| | license: mit |
| | language: |
| | - en |
| | tags: |
| | - llm-rs |
| | - ggml |
| | pipeline_tag: text-generation |
| | datasets: |
| | - databricks/databricks-dolly-15k |
| | --- |
| | |
| | # GGML converted version of [Databricks](https://huggingface.co/databricks) Dolly-V2 models |
| |
|
| | ## Description |
| |
|
| | Dolly is trained on ~15k instruction/response fine tuning records databricks-dolly-15k generated by Databricks employees in capability domains from the InstructGPT paper, including brainstorming, classification, closed QA, generation, information extraction, open QA and summarization. |
| |
|
| |
|
| | ## Converted Models |
| | | Name | Based on | Type | Container | GGML Version | |
| | |:--------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------|:-------|:------------|:---------------| |
| | | [dolly-v2-12b-f16.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-12b-f16.bin) | [databricks/dolly-v2-12b](https://huggingface.co/databricks/dolly-v2-12b) | F16 | GGML | V3 | |
| | | [dolly-v2-12b-q4_0.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-12b-q4_0.bin) | [databricks/dolly-v2-12b](https://huggingface.co/databricks/dolly-v2-12b) | Q4_0 | GGML | V3 | |
| | | [dolly-v2-12b-q4_0-ggjt.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-12b-q4_0-ggjt.bin) | [databricks/dolly-v2-12b](https://huggingface.co/databricks/dolly-v2-12b) | Q4_0 | GGJT | V3 | |
| | | [dolly-v2-3b-f16.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-3b-f16.bin) | [databricks/dolly-v2-3b](https://huggingface.co/databricks/dolly-v2-3b) | F16 | GGML | V3 | |
| | | [dolly-v2-3b-q4_0.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-3b-q4_0.bin) | [databricks/dolly-v2-3b](https://huggingface.co/databricks/dolly-v2-3b) | Q4_0 | GGML | V3 | |
| | | [dolly-v2-3b-q4_0-ggjt.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-3b-q4_0-ggjt.bin) | [databricks/dolly-v2-3b](https://huggingface.co/databricks/dolly-v2-3b) | Q4_0 | GGJT | V3 | |
| | | [dolly-v2-3b-q5_1.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-3b-q5_1.bin) | [databricks/dolly-v2-3b](https://huggingface.co/databricks/dolly-v2-3b) | Q5_1 | GGML | V3 | |
| | | [dolly-v2-3b-q5_1-ggjt.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-3b-q5_1-ggjt.bin) | [databricks/dolly-v2-3b](https://huggingface.co/databricks/dolly-v2-3b) | Q5_1 | GGJT | V3 | |
| | | [dolly-v2-7b-f16.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-7b-f16.bin) | [databricks/dolly-v2-7b](https://huggingface.co/databricks/dolly-v2-7b) | F16 | GGML | V3 | |
| | | [dolly-v2-7b-q4_0.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-7b-q4_0.bin) | [databricks/dolly-v2-7b](https://huggingface.co/databricks/dolly-v2-7b) | Q4_0 | GGML | V3 | |
| | | [dolly-v2-7b-q4_0-ggjt.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-7b-q4_0-ggjt.bin) | [databricks/dolly-v2-7b](https://huggingface.co/databricks/dolly-v2-7b) | Q4_0 | GGJT | V3 | |
| | | [dolly-v2-7b-q5_1.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-7b-q5_1.bin) | [databricks/dolly-v2-7b](https://huggingface.co/databricks/dolly-v2-7b) | Q5_1 | GGML | V3 | |
| | | [dolly-v2-7b-q5_1-ggjt.bin](https://huggingface.co/rustformers/dolly-v2-ggml/blob/main/dolly-v2-7b-q5_1-ggjt.bin) | [databricks/dolly-v2-7b](https://huggingface.co/databricks/dolly-v2-7b) | 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/dolly-v2-ggml",model_file="dolly-v2-12b-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:" |
| | ``` |
