Fix dockerfile and triton cache manager

[hnyls2002]

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Motivation

Fix #548

Modification

Add a custom cache manager.

Checklist

1. Ensure pre-commit pre-commit run --all-files or other linting tools are used to fix potential lint issues.
2. Confirm that modifications are covered by complete unit tests. If not, please add more unit tests for correctness.
3. Modify documentation as needed, such as docstrings or example tutorials.

[hnyls2002]

@Ying1123 This PR temporarily fixes #548, and we do not need the triton nightly installed now.