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evo-defect-pipeline

End-to-end pipeline that reads test center log CSVs and product codebook files, orchestrates text normalization and fuzzy matching, and produces structured solution.json output.

tasks-evolved/manufacturing-codebook-normalization/environment/skills/evo-defect-pipeline/SKILL.md

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# evo-defect-pipeline

Orchestration pipeline for defect text normalization.

## Key Functions

- `safe_read_csv(file_path)` - Read CSV with encoding fallbacks (utf-8, gbk, replace)
- `discover_codebooks(directory)` - Find codebook CSVs, map product_id to filepath
- `build_codebook_mapping(codebook_df)` - Build preprocessed label -> code dict
- `process_record(row, codebook_dict, standard_texts, threshold)` - Process single record
- `export_results_to_json(records, output_path)` - Write JSON with numpy-safe encoding
- `run_pipeline(data_dir, output_path, threshold)` - Full end-to-end pipeline

## Usage