Zhichang Yu 939e668096
Optimized graphrag again (#5927)
### What problem does this PR solve?

Optimized graphrag again

### Type of change

- [x] Performance Improvement
2025-03-11 18:36:10 +08:00
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2025-03-11 18:36:10 +08:00