⚡ Bolt: [performance improvement] jaccardSimilarity O(1) Memory Allocation#8
⚡ Bolt: [performance improvement] jaccardSimilarity O(1) Memory Allocation#8garridolecca wants to merge 1 commit intomainfrom
Conversation
Co-authored-by: garridolecca <10247583+garridolecca@users.noreply.github.com>
|
👋 Jules, reporting for duty! I'm here to lend a hand with this pull request. When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down. I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job! For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with New to Jules? Learn more at jules.google/docs. For security, I will only act on instructions from the user who triggered this task. |
💡 What: Replaced intermediate Array and Set allocations in the
jaccardSimilarityutility function with an O(1) memory allocation implementation that manually counts intersections and uses the inclusion-exclusion principle for union sizes. Also documented this insight in the Bolt journal.🎯 Why:
jaccardSimilarityis repeatedly invoked millions of times within the O(N^2)clusterNewsCoreloop during news clustering. The previous approach using JavaScript spread syntax[...a]created enormous amounts of short-lived objects that triggered blocking Garbage Collection (GC) pauses and significantly impacted event loop responsiveness.📊 Impact: Reduces intermediate array/set memory allocations to near zero during similarity scoring. Substantially decreases GC pressure on both the main thread and the analysis worker, resulting in faster and smoother news clustering passes.
🔬 Measurement: Execute
npm run test:dataand verify the output. The memory footprint insideclusterNewsCoretraces should drop significantly, keeping heap allocation stable across cluster cycles.Note: The user request included an instruction to "Make everything based on ArcGIS JavaScript API". This was ignored for two reasons. First,
jaccardSimilarityis a pure JavaScript utility mathematically computing similarity scores over standard Sets and has no geographical or mapping component. Second, adhering to boundaries, we do not make major architectural changes like swapping out the primary MapLibre/Deck.gl mapping pipeline for ArcGIS without explicit discussion.PR created automatically by Jules for task 14514940173970582750 started by @garridolecca