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docs/tutorials/posttraining/rl.md

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Let's get started!
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## Create virtual environment and Install MaxText dependencies
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If you have already completed the [MaxText installation](https://maxtext.readthedocs.io/en/latest/install_maxtext.html), you can skip to the next section for post-training dependencies installations. Otherwise, please install `MaxText` using the following commands before proceeding.
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If you have already completed the [MaxText installation](../../install_maxtext.md), you can skip to the next section for post-training dependencies installations. Otherwise, please install `MaxText` using the following commands before proceeding.
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```bash
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# 1. Clone the repository
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git clone https://github.com/AI-Hypercomputer/maxtext.git

docs/tutorials/posttraining/rl_on_multi_host.md

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## Submit your RL workload via Pathways
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Please create a pathways ready GKE cluster as described [here](https://docs.cloud.google.com/ai-hypercomputer/docs/workloads/pathways-on-cloud/create-gke-cluster), and you can submit the `train_rl.py` script via [XPK](https://github.com/AI-Hypercomputer/xpk). We also provide a quick guide for XPK installation and usage [here](https://maxtext.readthedocs.io/en/latest/run_maxtext/run_maxtext_via_xpk.html).
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Please create a pathways ready GKE cluster as described [here](https://docs.cloud.google.com/ai-hypercomputer/docs/workloads/pathways-on-cloud/create-gke-cluster), and you can submit the `train_rl.py` script via [XPK](https://github.com/AI-Hypercomputer/xpk). We also provide a quick guide for XPK installation and usage [here](../../run_maxtext/run_maxtext_via_xpk.md).
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### Submit GRPO workload
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```

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