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Results: C-MAPSS Full Benchmark (100 epochs)
- Mamba SSM: RMSE 21.80, C-MAPSS Score 906 - Legacy SSM: RMSE 46.24, C-MAPSS Score 10,806 - Mamba achieves 53% lower RMSE and 92% lower Score - Updated benchmark_cmapss.py: REDUCED_MODE=False, 100 epochs
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experiments/benchmark_cmapss.py

Lines changed: 2 additions & 2 deletions
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MAX_RUL = 125
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# Reduced mode for pipeline validation
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REDUCED_MODE = True
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REDUCED_MODE = False
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def download_cmapss(data_dir: Path) -> Dict[str, Path]:
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print()
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# Run benchmarks
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num_epochs = 5 if REDUCED_MODE else 30
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num_epochs = 5 if REDUCED_MODE else 100
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if REDUCED_MODE:
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print(f"!!! REDUCED MODE ENABLED: Running {num_epochs} epochs for validation !!!")
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