[Refactor] Non mutable default argument.

[ChiahungTai]

🐛 Bug Description

It is not a good way to use dict as default argument.

To Reproduce

Steps to reproduce the behavior:

Expected Behavior

Screenshot

Environment

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• Qlib version:
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Additional Notes