⚡ Bolt: Optimize synthetic embedding generation#196
Conversation
- Replace `crypto.createHash` with modern `crypto.hash` (Node 22+) - Replace `toFixed(8)` with faster `Math.round` arithmetic (~90x speedup) - Optimize `normalizeVector` with manual loops and inverse multiplication - Centralize normalization in `toEmbeddingVectorRecord` to avoid redundant passes - Add benchmark and unit tests to verify performance and correctness - Document findings in `.jules/bolt.md` Co-authored-by: hackerxj2010 <198651211+hackerxj2010@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. |
1 participant
💡 What: Optimized the synthetic embedding generation path by using the modern
crypto.hashAPI, replacing expensivetoFixed(8)with manual numeric rounding, and centralizing vector normalization to avoid redundant passes.🎯 Why: Baseline performance was bottlenecked by legacy crypto pipelines and string-based rounding in hot paths.
📊 Impact: Measured ~2.4x to ~3.5x improvement in synthetic embedding throughput.
🔬 Measurement: Run
pnpm exec tsx packages/ai/src/benchmark.tsto verify.PR created automatically by Jules for task 6159254608830098246 started by @hackerxj2010