feat: enhance core block picking algo in data synthesis pipeline - #116
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Summary
This pull request enhances the core-block selection logic in the
context_loader.pymodule to improve the quality and relevance of code blocks chosen for behavioral query synthesis. The main changes introduce new heuristics to filter out repetitive, overly large, or trivial code blocks, and use a more sophisticated scoring system that considers block size, connectivity, and type.Core-block selection improvements:
_is_repetitive_blockto detect and filter out blocks that are mostly repetitive mappings, lookup tables, or enum listings, based on the proportion of lines sharing the same leading token._score_core_blockto score candidate blocks by balancing size (char_count), graph connectivity (degree), and node type, with configurable thresholds for minimum and maximum block size.pick_core_blockto use the new scoring and filtering logic, falling back to size-based selection only if all blocks are filtered out, and logging a warning in that case.General codebase update:
mathmodule to support logarithmic scoring in the new selection logic.Changes
Type of Change
Testing
Checklist