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led2/.planning/phases/06-ai-sync/06-02-SUMMARY.md
Claude 2fef43dcc3 docs(06-02): complete audio feature extraction and segment overlay plan
- Create 06-02-SUMMARY.md with full execution record
- Update STATE.md: plan advanced to 3/3, progress 95%, decisions logged
- Update ROADMAP.md: phase 6 now 2/3 summaries
- Mark SYNC-03 complete in REQUIREMENTS.md
2026-04-07 11:42:44 +00:00

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---
phase: 06-ai-sync
plan: 02
subsystem: audio-analysis
tags: [librosa, segmentation, feature-extraction, canvas-overlay, timeline]
dependency_graph:
requires: [06-01]
provides: [audio-features, structural-segments, segment-overlay-ui]
affects: [lightsync/audio, lightsync/api/audio.py, lightsync/frontend/timeline]
tech_stack:
added: []
patterns: [asyncio.to_thread for CPU-bound librosa analysis, canvas overlay layer, agglomerative clustering]
key_files:
created:
- lightsync/audio/features.py
- lightsync/audio/segments.py
- lightsync/frontend/timeline/segments.js
modified:
- lightsync/api/audio.py
- lightsync/main.py
- lightsync/frontend/timeline/timeline.js
- lightsync/frontend/app.js
decisions:
- "Segment band drawing inserted between step 2 (track row banding) and step 3 (waveform) in render() for correct Z-order"
- "agglomerative returns k boundaries yielding k+1 sections — all_times = [0.0] + bound_times + [duration] pattern"
- "Auto segment count heuristic: max(4, min(12, int(duration / 30))) — 4-12 sections for typical songs"
- "Segment click handling added on empty-canvas clicks only — block interactions take priority"
- "BAND_COLORS alternates 3 colors (cyan, purple, darker-cyan) for visual variety"
metrics:
duration: "~8 min"
completed: "2026-04-07"
tasks_completed: 2
files_changed: 7
requirements_satisfied: [SYNC-03]
---
# Phase 06 Plan 02: Audio Feature Extraction and Segment Overlay Summary
**One-liner:** Librosa-based audio feature extraction (onsets, chroma, RMS) and structural segmentation with interactive translucent section bands on the timeline canvas.
## What Was Built
Added structural audio analysis foundation for the AI sync engine and visible segment overlay UI:
1. **Feature extraction backend (Task 1, partial):** New `lightsync/audio/features.py` module:
- `extract_features(path)` extracts onset_times, rms_1s, chroma_1s, duration, sr
- Uses librosa onset detection, chroma_cqt, and RMS energy; reduces to 1s resolution
- `extract_features_async` wraps in asyncio.to_thread
2. **Segmentation backend (Task 1, partial):** New `lightsync/audio/segments.py` module:
- `detect_segments(path, n_segments=None)` uses chroma + recurrence matrix + agglomerative clustering
- Auto segment count heuristic: `max(4, min(12, int(duration / 30)))` for 4-12 sections
- Returns `[{"start": float, "end": float, "label": "SEC N"}, ...]`
- `detect_segments_async` wraps in asyncio.to_thread
3. **API endpoints (Task 1, partial):**
- `GET /api/audio/segments?path=...` — returns cached structural segments
- `GET /api/audio/features?path=...` — returns onsets, chroma, RMS
- Both endpoints added to `lightsync/api/audio.py`
- `app.state.segments = {}` cache initialized in `main.py` lifespan
4. **Segment overlay UI (Task 2):** New `lightsync/frontend/timeline/segments.js`:
- `SegmentOverlay` class manages segment data, drawing, and click interaction
- `draw()` renders translucent colored bands using BAND_COLORS (cyan/purple alternation)
- `handleClick(time)` selects segment containing that time, deselects on empty click
- `getSelected()` returns currently selected segment or null
- Labels render as `SEC 1`, `SEC 2`, etc. in 9px monospace at top-left of each band
- Selected band highlighted with 1px `rgba(0,255,255,1.0)` border
5. **Timeline integration (Task 2):**
- `import { SegmentOverlay }` added to `timeline.js`
- `this.segmentOverlay = new SegmentOverlay()` in constructor
- `segmentOverlay.draw()` inserted between step 2 (row banding) and step 3 (waveform) in render()
- `async loadSegments(audioPath)` method added to TimelineCanvas
- Segment click handling in mousedown: empty-canvas clicks update segment selection
- `timeline.loadSegments(path)` called in `app.js` loadedmetadata handler
## Commits
| Task | Commit | Description |
|------|--------|-------------|
| 1 | `d339ba5` | feat(06-02): add feature extraction and segmentation backend modules + API |
| 2 | `48e15ee` | feat(06-02): add segment overlay canvas rendering and click interaction |
## Deviations from Plan
None - plan executed exactly as written.
## Known Stubs
None - all functionality is fully wired.
## Self-Check: PASSED
- `lightsync/audio/features.py` exists: contains `def extract_features`, `async def extract_features_async`, `librosa.onset.onset_detect`, `librosa.feature.chroma_cqt`, `librosa.feature.rms`, returns keys `onset_times`, `rms_1s`, `chroma_1s`, `duration`, `sr`
- `lightsync/audio/segments.py` exists: contains `def detect_segments`, `async def detect_segments_async`, `librosa.segment.agglomerative`, `librosa.segment.recurrence_matrix`, `SEC {i + 1}`, `max(4, min(12,`
- `lightsync/api/audio.py` contains `async def get_segments`, `async def get_features`, `from lightsync.audio.segments import detect_segments_async`, `from lightsync.audio.features import extract_features_async`
- `lightsync/main.py` contains `app.state.segments = {}`
- `lightsync/frontend/timeline/segments.js` exists: contains `class SegmentOverlay`, `export { SegmentOverlay }`, `BAND_COLORS`, `rgba(0,255,255,0.15)`, `rgba(180,0,255,0.15)`, `handleClick`, `getSelected`, `seg.label`, `9px monospace`
- `lightsync/frontend/timeline/timeline.js` contains `import { SegmentOverlay }`, `this.segmentOverlay = new SegmentOverlay()`, `segmentOverlay.draw(`, `async loadSegments(audioPath)`
- `lightsync/frontend/app.js` contains `loadSegments(path)` in loadedmetadata handler
- All task commits exist: `d339ba5`, `48e15ee`