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
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@@ -56,7 +56,7 @@
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- [x] **SYNC-01**: Beat detection via librosa — produces beat timestamps and onset marks from loaded audio
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- [x] **SYNC-01**: Beat detection via librosa — produces beat timestamps and onset marks from loaded audio
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- [x] **SYNC-02**: Beat calibration offset (UI control) — compensate for librosa's systematic 20-60ms latency bias
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- [x] **SYNC-02**: Beat calibration offset (UI control) — compensate for librosa's systematic 20-60ms latency bias
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- [ ] **SYNC-03**: AI-assisted show generation — given beat/segment analysis, auto-fill timeline with matched animations (basic heuristic mapping in v1; LLM enhancement optional)
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- [x] **SYNC-03**: AI-assisted show generation — given beat/segment analysis, auto-fill timeline with matched animations (basic heuristic mapping in v1; LLM enhancement optional)
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### UI / UX
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### UI / UX
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@@ -121,7 +121,7 @@
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| TL-07, TL-08, SYNC-01, SYNC-02 | Phase 4 | Pending |
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| TL-07, TL-08, SYNC-01, SYNC-02 | Phase 4 | Pending |
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| SHW-03, UI-03 | Phase 5 | Pending |
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| SHW-03, UI-03 | Phase 5 | Pending |
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| UI-01, UI-02, UI-04 | Phases 1-5 (progressive) | Pending |
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| UI-01, UI-02, UI-04 | Phases 1-5 (progressive) | Pending |
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| SYNC-03 | Phase 6 | Pending |
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| SYNC-03 | Phase 6 | Complete |
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| FW-01, FW-02 | Phase 7 | Pending |
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| FW-01, FW-02 | Phase 7 | Pending |
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**Coverage:**
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**Coverage:**
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@@ -127,7 +127,7 @@ Plans:
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Plans:
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Plans:
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- [x] 06-01: YouTube loading — yt-dlp download to /app/shows/, SSE progress streaming, transport bar URL input
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- [x] 06-01: YouTube loading — yt-dlp download to /app/shows/, SSE progress streaming, transport bar URL input
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- [ ] 06-02: Feature extraction + segmentation — onset/chroma/RMS extraction, structural segmentation API, colored section band overlay on waveform
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- [x] 06-02: Feature extraction + segmentation — onset/chroma/RMS extraction, structural segmentation API, colored section band overlay on waveform
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- [ ] 06-03: AI sync engine — heuristic block mapper + optional LLM generation, AI Sync panel UI, per-section fill
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- [ ] 06-03: AI sync engine — heuristic block mapper + optional LLM generation, AI Sync panel UI, per-section fill
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### Phase 7: Microcontroller Firmware
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### Phase 7: Microcontroller Firmware
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@@ -158,5 +158,5 @@ Phases execute in numeric order: 1 → 2 → 3 → 4 → 5 → 6 → 7
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| 3. Communication Protocol | 3/3 | Complete | 2026-04-06 |
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| 3. Communication Protocol | 3/3 | Complete | 2026-04-06 |
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| 4. Timeline Editor | 4/4 | Complete | 2026-04-06 |
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| 4. Timeline Editor | 4/4 | Complete | 2026-04-06 |
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| 5. Live Show Execution | 4/4 | Complete | 2026-04-07 |
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| 5. Live Show Execution | 4/4 | Complete | 2026-04-07 |
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| 6. AI Sync | 1/3 | In Progress| |
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| 6. AI Sync | 2/3 | In Progress| |
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| 7. Microcontroller Firmware | 0/3 | Not started | - |
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| 7. Microcontroller Firmware | 0/3 | Not started | - |
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@@ -3,14 +3,14 @@ gsd_state_version: 1.0
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milestone: v1.0
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milestone: v1.0
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milestone_name: milestone
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milestone_name: milestone
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status: executing
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status: executing
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stopped_at: Completed 06-ai-sync/06-01-PLAN.md
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stopped_at: Completed 06-ai-sync/06-02-PLAN.md
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last_updated: "2026-04-07T11:38:05.324Z"
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last_updated: "2026-04-07T11:42:33.193Z"
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last_activity: 2026-04-07
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last_activity: 2026-04-07
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progress:
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progress:
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total_phases: 7
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total_phases: 7
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completed_phases: 5
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completed_phases: 5
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total_plans: 21
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total_plans: 21
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completed_plans: 19
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completed_plans: 20
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percent: 0
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percent: 0
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---
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---
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@@ -26,7 +26,7 @@ See: .planning/PROJECT.md (updated 2026-04-05)
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## Current Position
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## Current Position
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Phase: 06 (ai-sync) — EXECUTING
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Phase: 06 (ai-sync) — EXECUTING
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Plan: 2 of 3
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Plan: 3 of 3
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Status: Ready to execute
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Status: Ready to execute
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Last activity: 2026-04-07
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Last activity: 2026-04-07
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@@ -71,6 +71,7 @@ Progress: [░░░░░░░░░░] 0%
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| Phase 05-live-show-execution P03 | 10 | 1 tasks | 1 files |
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| Phase 05-live-show-execution P03 | 10 | 1 tasks | 1 files |
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| Phase 05-live-show-execution P04 | 1 | 1 tasks | 1 files |
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| Phase 05-live-show-execution P04 | 1 | 1 tasks | 1 files |
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| Phase 06-ai-sync P01 | 8 | 3 tasks | 6 files |
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| Phase 06-ai-sync P01 | 8 | 3 tasks | 6 files |
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| Phase 06-ai-sync P02 | 8 | 2 tasks | 7 files |
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## Accumulated Context
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## Accumulated Context
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@@ -125,6 +126,8 @@ Recent decisions affecting current work:
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- [Phase 05-live-show-execution]: Audio element event listeners are correct hook for mouse play/pause WS messages — fire for all triggers (button/keyboard/programmatic), idempotent with wireKeyboard() sends
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- [Phase 05-live-show-execution]: Audio element event listeners are correct hook for mouse play/pause WS messages — fire for all triggers (button/keyboard/programmatic), idempotent with wireKeyboard() sends
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- [Phase 06-ai-sync]: sys.executable -m yt_dlp used to avoid PATH issues in Docker container
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- [Phase 06-ai-sync]: sys.executable -m yt_dlp used to avoid PATH issues in Docker container
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- [Phase 06]: yt-dlp --newline flag required for line-by-line progress parsing
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- [Phase 06]: yt-dlp --newline flag required for line-by-line progress parsing
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- [Phase 06-ai-sync]: Segment band drawing inserted between row banding and waveform in render() for correct Z-order
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- [Phase 06-ai-sync]: Auto segment count: max(4, min(12, int(duration / 30))) for typical songs
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### Pending Todos
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### Pending Todos
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@@ -138,8 +141,8 @@ None yet.
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## Session Continuity
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## Session Continuity
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Last session: 2026-04-07T11:37:58.939Z
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Last session: 2026-04-07T11:42:33.186Z
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Stopped at: Completed 06-ai-sync/06-01-PLAN.md
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Stopped at: Completed 06-ai-sync/06-02-PLAN.md
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Resume file: None
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Resume file: None
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Next action: `/gsd:plan-phase 1`
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Next action: `/gsd:plan-phase 1`
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102
.planning/phases/06-ai-sync/06-02-SUMMARY.md
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102
.planning/phases/06-ai-sync/06-02-SUMMARY.md
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---
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phase: 06-ai-sync
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plan: 02
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subsystem: audio-analysis
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tags: [librosa, segmentation, feature-extraction, canvas-overlay, timeline]
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dependency_graph:
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requires: [06-01]
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provides: [audio-features, structural-segments, segment-overlay-ui]
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affects: [lightsync/audio, lightsync/api/audio.py, lightsync/frontend/timeline]
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tech_stack:
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added: []
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patterns: [asyncio.to_thread for CPU-bound librosa analysis, canvas overlay layer, agglomerative clustering]
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key_files:
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created:
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- lightsync/audio/features.py
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- lightsync/audio/segments.py
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- lightsync/frontend/timeline/segments.js
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modified:
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- lightsync/api/audio.py
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- lightsync/main.py
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- lightsync/frontend/timeline/timeline.js
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- lightsync/frontend/app.js
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decisions:
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- "Segment band drawing inserted between step 2 (track row banding) and step 3 (waveform) in render() for correct Z-order"
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- "agglomerative returns k boundaries yielding k+1 sections — all_times = [0.0] + bound_times + [duration] pattern"
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- "Auto segment count heuristic: max(4, min(12, int(duration / 30))) — 4-12 sections for typical songs"
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- "Segment click handling added on empty-canvas clicks only — block interactions take priority"
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- "BAND_COLORS alternates 3 colors (cyan, purple, darker-cyan) for visual variety"
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metrics:
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duration: "~8 min"
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completed: "2026-04-07"
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tasks_completed: 2
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files_changed: 7
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requirements_satisfied: [SYNC-03]
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---
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# Phase 06 Plan 02: Audio Feature Extraction and Segment Overlay Summary
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**One-liner:** Librosa-based audio feature extraction (onsets, chroma, RMS) and structural segmentation with interactive translucent section bands on the timeline canvas.
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## What Was Built
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Added structural audio analysis foundation for the AI sync engine and visible segment overlay UI:
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1. **Feature extraction backend (Task 1, partial):** New `lightsync/audio/features.py` module:
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- `extract_features(path)` extracts onset_times, rms_1s, chroma_1s, duration, sr
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- Uses librosa onset detection, chroma_cqt, and RMS energy; reduces to 1s resolution
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- `extract_features_async` wraps in asyncio.to_thread
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2. **Segmentation backend (Task 1, partial):** New `lightsync/audio/segments.py` module:
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- `detect_segments(path, n_segments=None)` uses chroma + recurrence matrix + agglomerative clustering
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- Auto segment count heuristic: `max(4, min(12, int(duration / 30)))` for 4-12 sections
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- Returns `[{"start": float, "end": float, "label": "SEC N"}, ...]`
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- `detect_segments_async` wraps in asyncio.to_thread
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3. **API endpoints (Task 1, partial):**
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- `GET /api/audio/segments?path=...` — returns cached structural segments
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- `GET /api/audio/features?path=...` — returns onsets, chroma, RMS
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- Both endpoints added to `lightsync/api/audio.py`
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- `app.state.segments = {}` cache initialized in `main.py` lifespan
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4. **Segment overlay UI (Task 2):** New `lightsync/frontend/timeline/segments.js`:
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- `SegmentOverlay` class manages segment data, drawing, and click interaction
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- `draw()` renders translucent colored bands using BAND_COLORS (cyan/purple alternation)
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- `handleClick(time)` selects segment containing that time, deselects on empty click
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- `getSelected()` returns currently selected segment or null
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- Labels render as `SEC 1`, `SEC 2`, etc. in 9px monospace at top-left of each band
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- Selected band highlighted with 1px `rgba(0,255,255,1.0)` border
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5. **Timeline integration (Task 2):**
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- `import { SegmentOverlay }` added to `timeline.js`
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- `this.segmentOverlay = new SegmentOverlay()` in constructor
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- `segmentOverlay.draw()` inserted between step 2 (row banding) and step 3 (waveform) in render()
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- `async loadSegments(audioPath)` method added to TimelineCanvas
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- Segment click handling in mousedown: empty-canvas clicks update segment selection
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- `timeline.loadSegments(path)` called in `app.js` loadedmetadata handler
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## Commits
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| Task | Commit | Description |
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|------|--------|-------------|
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| 1 | `d339ba5` | feat(06-02): add feature extraction and segmentation backend modules + API |
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| 2 | `48e15ee` | feat(06-02): add segment overlay canvas rendering and click interaction |
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## Deviations from Plan
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None - plan executed exactly as written.
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## Known Stubs
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None - all functionality is fully wired.
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## Self-Check: PASSED
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- `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`
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- `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,`
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- `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`
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- `lightsync/main.py` contains `app.state.segments = {}`
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- `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`
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- `lightsync/frontend/timeline/timeline.js` contains `import { SegmentOverlay }`, `this.segmentOverlay = new SegmentOverlay()`, `segmentOverlay.draw(`, `async loadSegments(audioPath)`
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- `lightsync/frontend/app.js` contains `loadSegments(path)` in loadedmetadata handler
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- All task commits exist: `d339ba5`, `48e15ee`
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