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[CI] Fix Rust Docs Build #7744

@tqchen

Description

@tqchen

see #7743

The recent outrages coulde due to multiple folds of reasons:

  • The lack of environment variable updates as in task_rust.sh (LLVM_CONFIG_PATH) vs the task_python_docs
  • Change of cargo behavior due to updates? (more likely below)
  • The cargo might caches previous docs build if files does not change (the recent PR of Device refactor triggers a rebuild).

Possible steps:

  • Fix the rust docs build script to make sure it always build correctly
  • Consider some option like force rebuild that always rebuilds the docs(assuming not taking a lot time) regardless of caching

cc @Mousius @areusch @driazati @gigiblender

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