distributed / README.md
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---
license: mit
language:
- en
pretty_name: minimal-distribution
---
# Run distributed programs on the HF infra
This is a collection of scripts that showcase minimal examples of distributed programming. All the scripts are taken from [The Ultra-Scale Playbook](https://huggingface.co/spaces/nanotron/ultrascale-playbook)
## Run the scripts
To run an example on HF's infra use the following:
```
hf jobs run --detach --flavor l4x4 ghcr.io/astral-sh/uv:debian /bin/bash -c \
"uv venv .venv --python 3.12 && \
source .venv/bin/activate && \
uv pip install --upgrade torch numpy && \
wget https://huggingface.co/datasets/ariG23498/distributed/raw/main/<SCRIPT_NAME> && \
torchrun --nproc-per-node=4 <SCRIPT_NAME>"
```
Rememeber to replace the `<SCRIPT_NAME>` with the script that you want to run.
You would need a Pro account to run the script on Hugging Face's Infra. To know more: https://huggingface.co/docs/huggingface_hub/guides/jobs