| ~~# Axolotl | |
| #### You know you're going to axolotl questions | |
| ## Getting Started | |
| - Point the config you are using to a huggingface hub dataset (see [configs/llama_7B_4bit.yml](https://github.com/winglian/axolotl/blob/main/configs/llama_7B_4bit.yml#L6-L8)) | |
| ```yaml | |
| datasets: | |
| - path: vicgalle/alpaca-gpt4 | |
| type: alpaca | |
| ``` | |
| - Optionally Download some datasets, see [data/README.md](data/README.md) | |
| - Create a new or update the existing YAML config [config/pythia_1_2B_alpaca.yml](config/pythia_1_2B_alpaca.yml) | |
| - Install python dependencies with ONE of the following: | |
| - `pip3 install -e .[int4]` (recommended) | |
| - `pip3 install -e .[int4_triton]` | |
| - `pip3 install -e .` | |
| - | |
| - If not using `int4` or `int4_triton`, run `pip install "peft @ git+https://github.com/huggingface/peft.git"` | |
| - Configure accelerate `accelerate config` or update `~/.cache/huggingface/accelerate/default_config.yaml` | |
| ```yaml | |
| compute_environment: LOCAL_MACHINE | |
| distributed_type: MULTI_GPU | |
| downcast_bf16: 'no' | |
| gpu_ids: all | |
| machine_rank: 0 | |
| main_training_function: main | |
| mixed_precision: bf16 | |
| num_machines: 1 | |
| num_processes: 4 | |
| rdzv_backend: static | |
| same_network: true | |
| tpu_env: [] | |
| tpu_use_cluster: false | |
| tpu_use_sudo: false | |
| use_cpu: false | |
| ``` | |
| - Train! `accelerate launch scripts/finetune.py`, make sure to choose the correct YAML config file | |
| - Alternatively you can pass in the config file like: `accelerate launch scripts/finetune.py configs/llama_7B_alpaca.yml`~~ | |