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[SPARK-58388][INFRA] Clean up the dependency list for lint/docs/gen-protos docker image - #57581

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[SPARK-58388][INFRA] Clean up the dependency list for lint/docs/gen-protos docker image#57581
gaogaotiantian wants to merge 3 commits into
apache:masterfrom
gaogaotiantian:lint-doc-docker-image

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What changes were proposed in this pull request?

Move the dependency list of 3 individual docker images to pyproject.toml.

Also cleaned up some unused packages in those images. The dependencies are now clearer - why those are needed. docs and lint images share some packages just because they were copied/pasted.

gen-proto image now installs more packages than before, sharing the same dependency group with lint. This provides all necessary packages to gen-proto. This unification makes CI easier to understand. Notice that this docker image is not used by our CI. It's dev-only and I updated the README file about how to use it.

Why are the changes needed?

We want to manage our Python dependencies in a single file.

Does this PR introduce any user-facing change?

No.

How was this patch tested?

CI.

Was this patch authored or co-authored using generative AI tooling?

No.

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