A high performance MIDI file parser with comprehensible interface.
Project description
symusic
Symusic("Sybolic Music") is a cross-platform note level midi decoding library with lightening speed, which is over 100 times faster than mido, the main midi parsing library in python.
The library is written in cpp and based on minimidi. It offers a python binding using pybind11.
Here, we have added a tutorial.ipynb for you to learn about how to use the library.
Features
- You can just read a midi file like
score = symusic.Score("path to midi", ttype="tick") - Writing back to midi is now supported!
score.dump_midi("path") - Multiple
time unit (ttype)is now supported (currentlytickandquarter) - The tempo attribute in the tempo event represents quarter per minute (qpm)
- We offer some batch operation functions for both
ScoreandTrackclass:- shift_pitch(offset: int)
- shift_velocity(offset: int)
- shift_time(offset: float)
- sort(key, reverse)
- You can operate each note just like you did before in python (like PrettyMidi)
- Extremely fast
pickleis now supported
TODO
Notice that this library is under development:
- Re-implement
filter_notesandNote Array.
Installation
Use pre-compiled version
pip install symusic
Build from source
Make sure that your system has cmake and c++ compilers
git clone --recursive https://github.com/Yikai-Liao/symusic
pip install ./symusic
Benchmark
Parsing MIDI
- test using mahler.mid from minimidi/example in colab
midois writen in pure python, and only parses midi files toevent levelpretty_midiandmiditoolkitis based onmido, and parse midi files tonote level
| library | time |
|---|---|
| symusic | 21.8 ms ± 11.7 ms |
| MIDI.jl | 128.024 ms |
| mido | 5.68 s ± 2 s |
| pretty_midi | 5.59 s ± 844 ms |
| miditoolkit | 6.27 s ± 1.79 s |
| music21 | 8.59 s ± 1.2 s |
Acknowledgement
- minimidi : A fast and lightweight midi parsing library written in cpp, which is the foundation of this project.
- pybind11 : A great header-only library to help you create python binding for your cpp code.
- pybind11-stubgen A nice tool to generate stub files for pybind11 projects.
- zpp_bits : An extraordinary fast and lightweight single header library for serialization and deserialization. I use it to support pickle.
- geek_time_cpp The example code of the book "Modern C++ Programming Practice". We use the metamacro.h in it for shortening the code.
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