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Update README.md

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@@ -4,7 +4,8 @@ language:
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  - en
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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.
 
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  To run an example on HF's infra use the following:
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  ```
@@ -15,4 +16,6 @@ hf jobs run --detach --flavor l4x4 ghcr.io/astral-sh/uv:debian /bin/bash -c \
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  wget https://huggingface.co/datasets/ariG23498/distributed/raw/main/<SCRIPT_NAME> && \
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  torchrun --nproc-per-node=4 <SCRIPT_NAME>"
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  ```
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- Rememeber to replace the `<SCRIPT_NAME>` with the script that you want to run.
 
 
 
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  - en
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  pretty_name: minimal-distribution
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  ---
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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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  wget https://huggingface.co/datasets/ariG23498/distributed/raw/main/<SCRIPT_NAME> && \
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  torchrun --nproc-per-node=4 <SCRIPT_NAME>"
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  ```
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+ Rememeber to replace the `<SCRIPT_NAME>` with the script that you want to run.
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+
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+ 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