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Problem: - PostProcess fails with CUDA out-of-memory when processing sparse_forward() outputs - Boolean mask conversion creates large tensors on GPU Solution: - Implement OptimizedPostProcess class - Add batch processing for mask conversion (configurable batch size) - Enable early CPU offloading to reduce GPU memory pressure - Support automatic mixed precision for further optimization Changes: - Added optimized_postprocess.py with memory-efficient implementation - Modified __init__.py to export the new class (if needed) Testing: - Resolves OOM on 11GB GPU with 1024x1024 masks - Compatible with both forward() and sparse_forward() - Maintains identical output format
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Codecov Report❌ Patch coverage is ❌ Your patch check has failed because the patch coverage (25%) is below the target coverage (95%). You can increase the patch coverage or adjust the target coverage. Additional details and impacted files@@ Coverage Diff @@
## develop #656 +/- ##
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- Coverage 52% 52% -0%
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Files 48 48
Lines 6350 6389 +39
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+ Hits 3311 3314 +3
- Misses 3039 3075 +36 🚀 New features to boost your workflow:
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Problem:
Solution:
Changes:
Testing: