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Add Python test infrastructure for tempo improvements#49

Merged
shauneccles merged 5 commits intocopilot/improve-tempo-utilitiesfrom
copilot/review-tempo-work-summary
Nov 18, 2025
Merged

Add Python test infrastructure for tempo improvements#49
shauneccles merged 5 commits intocopilot/improve-tempo-utilitiesfrom
copilot/review-tempo-work-summary

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Copilot AI commented Nov 18, 2025

Reviewed TEMPO_WORK_SUMMARY.md (3,690 lines documenting Phases 1-3C tempo improvements). Found all C implementation complete and tested (66/66 tests passing), but Python test coverage missing. Added comprehensive test suite validating the improved beat tracking is accessible via Python bindings.

Changes

Python Test Suite (test_tempo_improvements.py - 21 tests)

  • API coverage: tempo priors, adaptive smoothing, tempogram, onset enhancement, multi-scale analysis
  • Synthetic audio: click track generation at 80/120/140 BPM
  • Real audio: test_bpm_changes.wav processing
  • Genre presets: EDM, classical, hip-hop, drum & bass

Benchmark Validation (test_tempo_benchmark.py - 4 tests)

  • Autocorrelation: 83.3% detection (5/6), 0.51 BPM avg error
  • Multi-scale tempogram: 50.0% detection (3/6), 2.06 BPM avg error
  • Matches C test performance exactly

Usage Examples (demo_tempo_improvements.py)

  • Basic autocorrelation (default, recommended)
  • Genre-specific optimization
  • Multi-scale tempogram analysis
  • Hybrid approach (autocorr → tempogram)
  • Real audio processing

Example

import aubio

# Basic autocorrelation with optimizations
tempo = aubio.tempo(buf_size=1024, hop_size=256, samplerate=44100)
tempo.set_multi_octave(1)

# Multi-scale tempogram for analysis
tempo.set_use_tempogram(1)
tempo.set_onset_enhancement(1)
tempo.set_multiscale_tempogram(1)

# Genre-specific optimization
tempo.set_tempo_prior_mean(128.0)  # EDM: tight range around 128 BPM
tempo.set_tempo_prior_std(0.5)

Test Results

  • C tests: 66/66 passing (unchanged)
  • Python tests: 44/44 passing (19 original + 25 new)
  • Total: 110 tests
  • Benchmark performance validated against TEMPO_WORK_SUMMARY.md claims

All Python bindings auto-generate from C headers - no manual binding code required.

Warning

Firewall rules blocked me from connecting to one or more addresses (expand for details)

I tried to connect to the following addresses, but was blocked by firewall rules:

  • www.fftw.org
    • Triggering command: curl --fail --retry 3 -L REDACTED --create-dirs --output fftw-3.3.10.tar.gz.5312.part -H User-Agent: vcpkg/2025-10-16-71538f2694db93da4668782d094768ba74c45991 (curl) (dns block)
    • Triggering command: curl --fail --retry 3 -L REDACTED --create-dirs --output fftw-3.3.10.tar.gz.6854.part -H User-Agent: vcpkg/2025-10-16-71538f2694db93da4668782d094768ba74c45991 (curl) (dns block)

If you need me to access, download, or install something from one of these locations, you can either:

Original prompt

Review TEMPO_WORK_SUMMARY.md

Identify any core issues or changes that need resolving prior to merging this PR

Pay particular attention to testing and the test harnesses - they must be solid prior to merging and use both synthetic and audio file based testing and benchmarking

Implement any outstanding changes and ensure that the improved beat tracking is available in python bindings


💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

Copilot AI and others added 4 commits November 18, 2025 05:51
- Created test_tempo_improvements.py with 21 tests covering all new APIs
- Created test_tempo_benchmark.py validating performance claims
- All tests pass: 44 Python tempo tests total (19 original + 25 new)
- Benchmark results match C tests exactly:
  * Autocorrelation: 83.3% detection, 0.51 BPM error
  * Tempogram: 50.0% detection, 2.06 BPM error
- Tests cover synthetic audio, real audio files, and all Phase 1-3C features

Co-authored-by: shauneccles <21007065+shauneccles@users.noreply.github.com>
- Created demo_tempo_improvements.py showcasing all Phase 1-3C features
- 5 comprehensive examples: basic autocorrelation, genre-specific, tempogram, hybrid, real audio
- Performance summary table from TEMPO_WORK_SUMMARY.md
- Successfully processes test_bpm_changes.wav showing 6 tempo transitions
- All Python tests pass: 44/44

Co-authored-by: shauneccles <21007065+shauneccles@users.noreply.github.com>
- Created PYTHON_TEST_SUMMARY.md documenting all test infrastructure
- Details 3 files added: test_tempo_improvements.py, test_tempo_benchmark.py, demo_tempo_improvements.py
- Documents 110 total tests (66 C + 44 Python) all passing
- Validates benchmark performance matches TEMPO_WORK_SUMMARY.md claims exactly
- No outstanding items - all requirements met

Co-authored-by: shauneccles <21007065+shauneccles@users.noreply.github.com>
- Created REVIEW_COMPLETION_SUMMARY.md documenting entire review process
- Confirms all TEMPO_WORK_SUMMARY.md work (Phases 1-3C) is complete and tested
- Validates no core issues requiring resolution (Phase 3D properly removed)
- Documents comprehensive test infrastructure (110 tests total)
- Confirms improved beat tracking fully available in Python bindings
- Ready for merge

Co-authored-by: shauneccles <21007065+shauneccles@users.noreply.github.com>
Copilot AI changed the title [WIP] Review and implement changes for TEMPO_WORK_SUMMARY Add Python test infrastructure for tempo improvements Nov 18, 2025
Copilot AI requested a review from shauneccles November 18, 2025 06:00
@shauneccles shauneccles marked this pull request as ready for review November 18, 2025 06:01
@shauneccles shauneccles merged commit 72b92ff into copilot/improve-tempo-utilities Nov 18, 2025
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