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Docs: add instructions to 1-click launching on public clouds #862

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Nov 15, 2023
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Docs: add instructions to 1-click launching on public clouds #862

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Update README.md
concretevitamin Nov 15, 2023
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Update ToC
concretevitamin Nov 15, 2023
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24 changes: 24 additions & 0 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -25,8 +25,10 @@ Features:
- [Installation](#installation)
- [Docker](#docker)
- [Conda/Pip venv](#condapip-venv)
- [Runpod](#runpod)
- [LambdaLabs](#lambdalabs)
- [Windows](#windows)
- [Launching on public clouds via SkyPilot](#launching-on-public-clouds-via-skypilot)
- [Dataset](#dataset)
- [How to Add Custom Prompts](#how-to-add-custom-prompts)
- [How to Use Custom Pretokenized Dataset](#how-to-use-your-custom-pretokenized-dataset)
Expand Down Expand Up @@ -204,6 +206,28 @@ Use `winglian/axolotl-runpod:main-latest` or use this [direct link](https://runp
#### Windows
Please use WSL or Docker!


#### Launching on public clouds via SkyPilot
To launch on GPU instances (both on-demand and spot instances) on 7+ clouds (GCP, AWS, Azure, OCI, and more), you can use [SkyPilot](https://skypilot.readthedocs.io/en/latest/index.html):
```bash
pip install "skypilot-nightly[gcp,aws,azure,oci,lambda,kubernetes,ibm,scp]" # choose your clouds
sky check
```
Get the [example YAMLs](https://github.com/skypilot-org/skypilot/tree/master/llm/axolotl) of using Axolotl to finetune `mistralai/Mistral-7B-v0.1`:
```
git clone https://github.com/skypilot-org/skypilot.git
cd skypilot/llm/axolotl
```
Use one command to launch:
```bash
# On-demand
HF_TOKEN=xx sky launch axolotl.yaml --env HF_TOKEN

# Managed spot (auto-recovery on preemption)
HF_TOKEN=xx BUCKET=<unique-name> sky spot launch axolotl-spot.yaml --env HF_TOKEN --env BUCKET
```


### Dataset

Axolotl supports a variety of dataset formats. Below are some of the formats you can use.
Expand Down