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⚡ Bolt: Optimize Series iteration in processing.py#29

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erayfirat wants to merge 1 commit intomainfrom
bolt-optimize-series-iteration-16755241575190893426
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⚡ Bolt: Optimize Series iteration in processing.py#29
erayfirat wants to merge 1 commit intomainfrom
bolt-optimize-series-iteration-16755241575190893426

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@erayfirat
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💡 What: Optimized the loop in map_psms_to_spectra in processing.py by converting the Pandas Series to a list before iterating.
🎯 Why: Iterating directly over a Pandas Series incurs significant overhead due to indexing and boxing.
📊 Impact: Measured ~2.3x speedup for the loop operation (benchmark verified).
🔬 Measurement: benchmark_loop.py (removed from PR) showed reduction from ~0.023s to ~0.010s for 100k elements.


PR created automatically by Jules for task 16755241575190893426 started by @erayfirat

- Replaces slow Pandas Series iteration with list iteration in `map_psms_to_spectra`.
- Measures ~2.3x speedup for this operation.
- Updates .gitignore to include __pycache__.
- Updates Bolt's journal.

Co-authored-by: erayfirat <59361860+erayfirat@users.noreply.github.com>
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