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> **Note:** The `install_maxtext_tpu_github_deps`, `install_maxtext_cuda12_github_dep`, and
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> `install_maxtext_tpu_post_train_extra_deps` commands are temporarily required to install dependencies directly from GitHub
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> **Note:** The `install_tpu_pre_train_extra_deps`, `install_cuda12_pre_train_extra_deps`, and
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> `install_tpu_post_train_extra_deps` commands are temporarily required to install dependencies directly from GitHub
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> that are not yet available on PyPI. As shown above, choose the one that corresponds to your use case.
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> **Note:** The maxtext package contains a comprehensive list of all direct and transitive dependencies, with lower bounds, generated by [seed-env](https://github.com/google-ml-infra/actions/tree/main/python_seed_env). We highly recommend the `--resolution=lowest` flag. It instructs `uv` to install the specific, tested versions of dependencies defined by MaxText, rather than the latest available ones. This ensures a consistent and reproducible environment, which is critical for stable performance and for running benchmarks.
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