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@qued qued commented Sep 25, 2025

In-repo duplicate of #4089.

codeflash-ai bot and others added 14 commits August 22, 2025 12:37
The optimization replaces `itertools.groupby` with a simple dictionary-based counting approach in the `_assign_hash_ids` function. 

**Key change:** Instead of creating intermediate lists (`page_numbers` and `page_seq_numbers`) and using `itertools.groupby`, the optimized version uses a dictionary `page_seq_counts` to track sequence numbers for each page in a single pass.

**Why it's faster:**
- **Eliminates list comprehensions:** The original code creates a full `page_numbers` list upfront, then processes it with `groupby`. The optimized version processes elements directly without intermediate collections.
- **Removes `itertools.groupby` overhead:** `groupby` requires sorting/grouping operations that add computational complexity. The dictionary lookup `page_seq_counts.get(page_number, 0)` is O(1) vs the O(n) grouping operations.
- **Single-pass processing:** Instead of two passes (first to collect page numbers, then to generate sequences), the optimization does everything in one loop through the elements.

**Performance characteristics:** The optimization is particularly effective for documents with many pages or elements, as shown in the test results where empty lists see 300%+ speedups. The 34% overall speedup demonstrates the efficiency gain from eliminating the `itertools.groupby` bottleneck, which consumed 19.5% + 6.3% of the original runtime according to the line profiler.
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@qued qued enabled auto-merge September 25, 2025 20:47
@qued qued added this pull request to the merge queue Sep 25, 2025
Merged via the queue into main with commit ef68384 Sep 25, 2025
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@qued qued deleted the codeflash/optimize-_assign_hash_ids-memtfran branch September 25, 2025 21:30
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3 participants