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⚡ Bolt: replace O(4N) multi-pass loops with O(N) hash map grouping #108

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⚡ Bolt: replace O(4N) multi-pass loops with O(N) hash map grouping #108

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14 changes: 8 additions & 6 deletions training/ready_packages/pipelines/integrated/process_all_datasets.py
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Original file line number Diff line number Diff line change
Expand Up @@ -140,15 +140,17 @@ def process_all_datasets(self) -> Dict[str, Any]:

def generate_processing_report(self) -> Dict[str, Any]:
"""Generate processing report"""
# ⚡ Bolt: Replaced O(N*4) multi-pass loops with a single O(N) hash map grouping
by_stage = {STAGE1_ID: 0, STAGE2_ID: 0, STAGE3_ID: 0, STAGE4_ID: 0}
for d in self.processed_datasets:
stage = d.get("stage")
if stage in by_stage:
by_stage[stage] += 1

return {
"timestamp": datetime.now().isoformat(),
"processed_datasets": len(self.processed_datasets),
"by_stage": {
STAGE1_ID: sum(1 for d in self.processed_datasets if d.get("stage") == STAGE1_ID),
STAGE2_ID: sum(1 for d in self.processed_datasets if d.get("stage") == STAGE2_ID),
STAGE3_ID: sum(1 for d in self.processed_datasets if d.get("stage") == STAGE3_ID),
STAGE4_ID: sum(1 for d in self.processed_datasets if d.get("stage") == STAGE4_ID),
},
"by_stage": by_stage,
"datasets": self.processed_datasets,
}

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