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Pull request overview
This pull request implements version 0.1.2 of mlx_stft, adding inverse STFT (iSTFT) functionality and performance optimizations to the existing STFT implementation.
Changes:
- Added ISTFT and CompiledISTFT classes for inverse short-time Fourier transform with perfect reconstruction capability
- Introduced dual backend support (FFT and Conv) for both STFT and ISTFT with automatic selection based on n_fft size
- Added comprehensive test suite covering perfect reconstruction, backend consistency, and various parameter combinations
- Added benchmark script for performance testing across different configurations
- Optimized various utility functions (blackman_window, pad_signal, AmpToDB, norm)
Reviewed changes
Copilot reviewed 9 out of 10 changed files in this pull request and generated 4 comments.
Show a summary per file
| File | Description |
|---|---|
| setup.py | Version bump from 0.1.1 to 0.1.2 |
| tests/test_mlx_stft.py | Extensive new test suite for STFT/ISTFT with backend tests and reconstruction tests |
| scripts/benchmark.py | New comprehensive benchmark script for performance profiling |
| requirements-dev.txt | Added pytest for testing |
| mlx_stft/windows.py | Optimized blackman_window computation to reduce redundant operations |
| mlx_stft/utils.py | Major additions: overlap_add, compute_window_norm, frame_signal, precompute_inverse_fourier_basis functions; optimizations to pad_signal, norm, AmpToDB |
| mlx_stft/transforms.py | Major refactoring: added ISTFT, CompiledSTFT, CompiledISTFT; refactored STFT to support dual backends |
| mlx_stft/init.py | Updated exports to include new ISTFT and compiled classes |
| README.md | Updated documentation with ISTFT usage examples, features, arguments, and performance benchmarks |
| .gitignore | Expanded to include comprehensive Python and IDE patterns |
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