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goos: darwin
goarch: arm64
pkg: github.com/moov-io/watchman/internal/ingest
cpu: Apple M4 Max

                     │   before.txt   │            after.txt            │
                     │     sec/op     │    sec/op     vs base           │
_Person12_09_2025-16   22736.5m ± ∞ ¹   411.6m ± ∞ ¹  ~ (p=1.000 n=1) ²

                     │   before.txt   │            after.txt             │
                     │      B/op      │     B/op       vs base           │
_Person12_09_2025-16   2903.0Mi ± ∞ ¹   123.9Mi ± ∞ ¹  ~ (p=1.000 n=1) ²

                     │  before.txt   │            after.txt            │
                     │   allocs/op   │  allocs/op    vs base           │
_Person12_09_2025-16   22.480M ± ∞ ¹   2.073M ± ∞ ¹  ~ (p=1.000 n=1) ²

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Summary of Changes

Hello @adamdecaf, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on enhancing the performance of the entity ingestion pipeline by optimizing the merging and deduplication of entities. The primary change involves a complete overhaul of the merging algorithm, which now employs a custom, more efficient approach for grouping and combining entities. This refactoring has led to substantial improvements in processing speed and reduced memory footprint. Additionally, the PR includes updates to Go module dependencies and the introduction of a new testing utility to ensure the accuracy and maintainability of the revised merging logic.

Highlights

  • Performance Improvement: The pull request significantly speeds up the entity merging and deduplication process, as demonstrated by benchmarks showing drastic reductions in execution time, memory usage, and allocations.
  • Refactored Merge Logic: The core entity merging functionality in pkg/search/merge.go has been rewritten to use a custom, optimized grouping and iterative merging strategy, moving away from a generic merge library.
  • New Testing Utility: A new entitytest.Equal helper function has been introduced to provide robust, deep equality comparisons for search.Entity types, improving the reliability of merge tests.
  • Dependency Updates: Key Go module dependencies, including github.com/adamdecaf/merge and golang.org/x/exp, have been updated to their latest versions.
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Code Review

This pull request significantly improves the performance of entity merging and deduplication by replacing a generic library with a specialized implementation. The benchmarks show impressive gains in speed and reductions in memory usage. The changes also include better error wrapping and more robust tests. I've identified an issue where several fields (Affiliations, HistoricalInfo, SanctionsInfo) are not being merged correctly, which could lead to data loss. I've provided a detailed comment with a suggested fix for this. Overall, this is a very positive change.

@adamdecaf adamdecaf merged commit aa6c493 into master Dec 11, 2025
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