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  pretty_name: minimal-distribution
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  ---
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  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)
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  To run an example on HF's infra use the following:
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  ```
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  hf jobs run --detach --flavor l4x4 ghcr.io/astral-sh/uv:debian /bin/bash -c \
 
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  pretty_name: minimal-distribution
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  ---
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+ # Run distributed programs on the HF infra
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+
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  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)
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+ ## Run the scripts
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+
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  To run an example on HF's infra use the following:
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  ```
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  hf jobs run --detach --flavor l4x4 ghcr.io/astral-sh/uv:debian /bin/bash -c \