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 hundreds of times faster (100x to 1000x depending on your file size) 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.
And a document is also available. Not complete though.
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 (currentlytick
andquarter
) - The tempo attribute in the tempo event represents quarter per minute (qpm)
- We offer some batch operation functions for both
Score
andTrack
class:- 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
pickle
is now supported .numpy()
method for getting SoA data.filter(func, inplace)
method for filtering objets in all the "List" in symusic- A new synthesizer is now available! It comes from our another project prestosynth. Find usages in our document. Note that we will support more features of soundfont for synthesizing in the future.
Known Bugs
Potential Dangling Pointer
The memory management logic for vectors in c++ is not the same as for python lists, so currently holding a reference to an element (e.g. a Note) inside a Score for an extended period of time poses a potential dangling pointer risk. Find more information here.
I'm trying to implement a container that is different from a c++
std::vector
to solve this problem, which would be similar to the stable_vector
in boost
.
Strange Noise at the End of Synthesized Audio
Currently, synthesizing audio with symusic on linux gives a probability of hearing strange noise at the end of the audio. This phenomenon cannot be reproduced consistently and does not occur on windows.
You can temporarily fix this by adding a few seconds of notes at the end and removing those seconds of audio at the end.
It is important to note that the audio synthesis functionality was implemented by us rather than using an off-the-shelf project, and it is still experimental at this time. Feel free to give us feedback on any bugs you find.
Installation
Use pre-compiled version
pip install symusic
Build from source
Make sure that your system has cmake and c++ compilers
You could clone from github and install it by pip
git clone --recursive https://github.com/Yikai-Liao/symusic
pip install ./symusic
Or you could install the source distribution from pypi
pip install symusic --no-binary symusic
For debugging purpose, you could pass -Ccmake.define.MEM_LEAK_WARNING=True
to pip install
to enable the memory leak warning from nanobind
.
pip install -Ccmake.define.MEM_LEAK_WARNING=True ./symusic
Benchmark
Parsing MIDI
- test using mahler.mid from minimidi/example on my laptop (i7-10875H, 32GB 2666MHz DDR4 RAM, Linux 6.1.69-1-lts)
- Note that mahler.mid is quite a large midi file. So this benchmark mainly reelects the
parsing time
(the percentage of time of loading file gets more significant when file is smaller) midifile
is writen in cpp, and could parse midi files to bothevent level
andnote level
. It is slow mostly because ofiostream
.mido
is writen in pure python, and only parses midi files toevent level
pretty_midi
andmiditoolkit
is based onmido
, and parse midi files tonote level
- For libraries written in python or with python bindings, we use
timeit
to measure the time cost of parsing the midi file.nanobench
for cpp libraries andBenchmarkTools
for julia libraries.
library | level | absolute time | relative time |
---|---|---|---|
minimidi | event | 2.86 ms | 1.0x |
symusic | note | 3.47 ms ± 113 µs | 1.2x |
midifile | event | 44.0 ms | 15.4x |
midifile | note | 45.6 ms | 15.9x |
MIDI.jl | note | 109.707 ms | 38.4x |
mido | event | 2.92 s ± 42.7 ms | 1021.0x |
miditoolkit | note | 3.15 s ± 38.2 ms | 1101.4x |
pretty_midi | note | 3.16 s ± 9.56 ms | 1104.9x |
music21 | note | 4.23 s ± 34.5 ms | 1479.0x |
Acknowledgement
- minimidi : A fast and lightweight midi parsing library written in cpp, which is the foundation of this project.
- prestosynth : A new fast soundfont synthesizer written in cpp, which is the foundation of the synthesizer in this project.
- nanobind : A efficient and lightweight library for binding C++ to Python, which is significantly faster than pybind11.
- 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.
- utfcpp An easy to use and portable library for handling utf8 string in C++.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distributions
Built Distributions
Hashes for symusic-0.5.1-pp39-pypy39_pp73-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 319ecf280cd6b63a876048efe7bc93a8ae5f0608c2e8221ed037970a70bea879 |
|
MD5 | 2bba3ec7b1e90bae2d46619468d5c382 |
|
BLAKE2b-256 | 49987bf2edfa96c2dcd7157ae95003f75ceb24e7e87385a2325a0d8d81eaa9c3 |
Hashes for symusic-0.5.1-pp39-pypy39_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 9442e999576f5382be7c0afff4f483eae3aea7c6a4885115452de1a22bea5105 |
|
MD5 | dc9350e847646794bfbce704961caa91 |
|
BLAKE2b-256 | 48ae2cfc9519116b6b7a9d6bd5466886023760fe8f79fb476c25c7ad7cb4e3f3 |
Hashes for symusic-0.5.1-pp39-pypy39_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a3892ebd5d254d736ae2ecb2af78f0f8cc82de47dff87ae9a67b106fb5b3ec0e |
|
MD5 | f4fa4f6da5aad1f0a41d02a4dbe3e77a |
|
BLAKE2b-256 | 099fd7daa84b4ec5b2ea2744bb34028e75d1003756fa6fd5c552a882e7def6bd |
Hashes for symusic-0.5.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c515d9954781595b4d58813267620ea17a183a06186f17433daf861a57f03653 |
|
MD5 | cf3a425f3fd6959e62b6e8aceb55135d |
|
BLAKE2b-256 | 5de3267c21a2b0542b42947b53d5b8bf8e7a0df942eaa43ba34a61428c2b7f9b |
Hashes for symusic-0.5.1-cp312-cp312-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | de3f911b3d00de8fcf65a5e64c27d7acf7d5eb7190ba7d1422f8e35c41123c4d |
|
MD5 | 3b774e3945130d52c9904e6053ac505f |
|
BLAKE2b-256 | a78d54e33c66a9899d28947de07be1125a5edecd3d63b1ef3285ae874ebc204a |
Hashes for symusic-0.5.1-cp312-cp312-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c00ecfccb08b1fe0a92eec8a548b0477c1c8b45a0460ece126378b75e9042e5e |
|
MD5 | 99e0b4607c2d82bc4c989482a7cd43d5 |
|
BLAKE2b-256 | 63abc6156b43d04f943b26a70a36cdddaf27f9534f0642aa4a963cc13daa051f |
Hashes for symusic-0.5.1-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b1022be110e145e8076468c48c74c85f7af1f0d75b9e6e74dc8bdf9291a4b093 |
|
MD5 | bb9e57cb97cbebd189df55f5819dc466 |
|
BLAKE2b-256 | 13d88f9d43642e3eb6e6f619756ed511b4dbaf2f7049f1fd638dd5cdc8575c60 |
Hashes for symusic-0.5.1-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5998d74f160e71aaca2d10a834efc2abb34567d624c70a723b58b8f5b6e7f8ec |
|
MD5 | 933590d14e8d16506adf2ba302d1f70b |
|
BLAKE2b-256 | 0ab00d158bf7c9657441c0f29be40dbb90392340f2d5374b39583cbf3759958c |
Hashes for symusic-0.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c04374b30276033bde55c032f5cfee8668a380a720e35d1cd69e166bc3401056 |
|
MD5 | 4db65f1d469f582ec16811e4b5f2cd67 |
|
BLAKE2b-256 | 2a6912a8e74002d16f3503d066facc50458cbf4b35b8f1a6b868526779a87c67 |
Hashes for symusic-0.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c35162a6e26f46bb386d84a77154e429f862d4fd45dc2c320b239db3f9115003 |
|
MD5 | ce545b06137b2f9a30ba18b116c5cdba |
|
BLAKE2b-256 | 924ecf3e07f5bca478550b1fc489a188c2d790da88bc13447d7d52a06fc68063 |
Hashes for symusic-0.5.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 03b9a020e838a1bd4f39d3dea8b6e7efc59c2971a3451c4748e44e86118709c7 |
|
MD5 | 56869f5634eb1226224cb273f633b6f0 |
|
BLAKE2b-256 | 68c8a65b8af5ab075d0d92884094528bb0230edda3f6654102370ad8a1a1220a |
Hashes for symusic-0.5.1-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ff238fe0f5ec43c76650ed71e03e0fde40206a9fef00f0fb8fce9be91d9a9950 |
|
MD5 | 740c54266804e963de915a8bdf26d9ba |
|
BLAKE2b-256 | ef9717ee87bf4d25339e9bc1ea37fb15f35e11e069e19594f3f18854a97680be |
Hashes for symusic-0.5.1-cp311-cp311-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 499c5285adb8b0e9e778ac5b33ab0f8af681818a24c108d44d0b54fe9d157884 |
|
MD5 | 0383e3d43f82ed09a8f49b97c1a71fef |
|
BLAKE2b-256 | 3aebb65d4c6edd01678bf53c51d37e94ef32751fc8839045bdd8a220bd866736 |
Hashes for symusic-0.5.1-cp311-cp311-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 9b9a42ff9fdd92ccf7a90bd65919c920e3c85453348e169994d53a1c96fc96af |
|
MD5 | 1b1ea300e36a2d9d8b0fad61f82f703f |
|
BLAKE2b-256 | ff12863e6d977a7f558b652f2fc0df66eb34cfcd6d5fb232f339de69575c9f60 |
Hashes for symusic-0.5.1-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 009e4f98ee17b14ccdd41a4942b6b5f08f745e64a7e1654300f07b69ac934532 |
|
MD5 | c86d9be39f38dafd06aa93abcf2f8964 |
|
BLAKE2b-256 | b010d5baeeeb4051dd9841867c245636c12eec3e9fb10f9615b0d1dd46b467d2 |
Hashes for symusic-0.5.1-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ab91f4eabc342d9ba664c7282592a250f6ba157232eab8f4aad7210f56242b7b |
|
MD5 | d0c6319b61b46764a43bf21dbeee5077 |
|
BLAKE2b-256 | 132650fa42e6c6c452c9b039bca360b86b4a8473644a5431c465efa681f38b35 |
Hashes for symusic-0.5.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 68211ae8ba7c9b0332da88fed895e38f1e643a4f685f14dc07a3b0d4ed79f7d4 |
|
MD5 | 845f790580162d19e616517a3bdb33bb |
|
BLAKE2b-256 | 6a4a3f8b5d3d42154f1640a8c118dbc3d9a30be74abe69e79ab0437569e9441f |
Hashes for symusic-0.5.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 78494decb438ed432e9fabbe2a2eee7a83c836b90a1008e61601016f182f9561 |
|
MD5 | 4d9766fb194cded22e32fde8b2b398ec |
|
BLAKE2b-256 | 593eb9528be27e2eaa9cc47b796bebda01d23253c6787b0a20d1591596c319f8 |
Hashes for symusic-0.5.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b069781e5af8071341404263e6c677a386fcfec074a5b3fea5b4e43583f88a62 |
|
MD5 | 921a98821bbd9f8768789d1eb6054f20 |
|
BLAKE2b-256 | afd31205d4123f864047620763062ec9151734039f7694ee0579ca88f1d4a3b3 |
Hashes for symusic-0.5.1-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e15d3fa5cdc15e9141d6703d82c3080c89d54cb5522cf5adb9c0169014a32120 |
|
MD5 | c6c0ae286f1244293547eef706979cf9 |
|
BLAKE2b-256 | 33986ef173e8578ef8a9eb087d0f590eade766d0fbe3edb2c70f43ef1c204b43 |
Hashes for symusic-0.5.1-cp310-cp310-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a4e53c16d25f563bac2eca06f2b75e22252d13f3ead279f2efc52df2ac7a65e3 |
|
MD5 | 2a84b8b139511768071e322e1d52be31 |
|
BLAKE2b-256 | 4d44e90425e04e3a0cf26704dd2060e129fc0eb5bf7ea4bf3718ea0e04f96bcf |
Hashes for symusic-0.5.1-cp310-cp310-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a44086848ea6965980bff68bcc84d089030b28b937a6179a6a0425d73fd3b189 |
|
MD5 | 46bf536b32e6f4937883bbfa834ffe76 |
|
BLAKE2b-256 | 8393e788e56032e56c6d53d5e066943a417ac6add11b69c892484c26411a5f1e |
Hashes for symusic-0.5.1-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | de51f9360cbd46e7ca72374ec4e23c04032be17a94cd8163a94f7bf68727fad2 |
|
MD5 | de418c84336c252e1dbf892d3030925e |
|
BLAKE2b-256 | 7960a61ff854472de4fc95c80920f88f80d9881ad497e6956cbfc39a90086b32 |
Hashes for symusic-0.5.1-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1902cb4b0b492bc7e3ec73d33bffdcb8e1979ad0b10a44140fef096b87a80cd4 |
|
MD5 | 732a8098a416d1ce5d59ea171eb408f0 |
|
BLAKE2b-256 | 74821989e7a5cd6f96ac8ffefaa1556f3f7e4082c55a3b175797349a3339c978 |
Hashes for symusic-0.5.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d222fbe269a540fbf4fc400be0def1f31ae0665b896b0555a67743fe74e2dc32 |
|
MD5 | 341284379d51d08673686a12c593a585 |
|
BLAKE2b-256 | f845c2183b40d7429e369b99eeb61e667234747cc4fc21a6b0aafe00fc45078a |
Hashes for symusic-0.5.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5eb4a3324c501e60cb6dcd8f4530bdae40b77c12fc66300fd3a377683785ae3c |
|
MD5 | dc981509bcb205b142b569dcfc32c76e |
|
BLAKE2b-256 | 0071fae61c92af22654dd8f3dc9ea80e605aac2519289a6bb52dad6037433c12 |
Hashes for symusic-0.5.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f269fb696dcc89622d1e5998570deb7f191b13dbf246c02f9baab7e0e7f2f80b |
|
MD5 | 61b70deb7c89b81eaee138a1b31b8ddd |
|
BLAKE2b-256 | b240d40498a3f17acd81b4e3e29c4b79cb022575d71987053da3fc40227d6bb1 |
Hashes for symusic-0.5.1-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 700691d4f9774a4f518e3d8a87e01a6a0c2273c2918966c5aa73f622c3be6c88 |
|
MD5 | 71f76feb4d7557e331b5fe489637134e |
|
BLAKE2b-256 | 1b24589c56f05971ee6d481bf826895ef53c25e67877b2f29b8fba7c17a542ef |
Hashes for symusic-0.5.1-cp39-cp39-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 78c6c238b1b73e8aeb6221db0c59b49a5422abf6bd15548bb321a31251df3bfe |
|
MD5 | ccb3be8c8ac177649ad3f46e0ab2bd91 |
|
BLAKE2b-256 | 0d66b40b9d5932332216def270e0127f55864df67c875f9fc496e7e5dd4d9ac4 |
Hashes for symusic-0.5.1-cp39-cp39-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6430a5e32b88878e4bb454bf8dd9af6a1aac551c00dfcc39e4c64732bbe5e878 |
|
MD5 | a2df92620cb5696a0cd138c5af479f85 |
|
BLAKE2b-256 | 3b65f94fb2570860c74bea6b94b416769514cee2202d4e7b248b95b4bbca0374 |
Hashes for symusic-0.5.1-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c1490fddc61ee27f22a1395c0d130cfdd8cb1b310ac0c8f30b78e00c4bb4101d |
|
MD5 | 579923fa4712fdb998576b21420a9b8e |
|
BLAKE2b-256 | 444b1238432fc7ce4f490b7b80d54af01fccc53fea064018ac6e032b17d2a0e0 |
Hashes for symusic-0.5.1-cp39-cp39-musllinux_1_2_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 60d7beb089ff0d8e2e9fc3a093c643b81e248792eed30351bfab112eac5956d0 |
|
MD5 | c248b69efa4c89e1811ea5e9d0a73b36 |
|
BLAKE2b-256 | a0e1b1f095ea09af237bd00553aad03a7d6a079c099ee9d8a6fe4ae357b850d3 |
Hashes for symusic-0.5.1-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 95a78c2d4b8059b63ee3e4e5df80862c7d15a0b68ec8ded44ca671999d7885aa |
|
MD5 | 2411439847b60bb3bec4d43e00636bd0 |
|
BLAKE2b-256 | 6e17e2f50547376277957ec70fb234215852122ae1c5b271f3ab7207de12283d |
Hashes for symusic-0.5.1-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1f53afb21db8fbd6ad952c4ac35246f379fe7c46286b8aac992bdd1ad5ef6fcc |
|
MD5 | f7a3838b1f99abccd62e09fa5692e41b |
|
BLAKE2b-256 | 1f51e84d2a661dfc2eb87bde1b05a5e517a4ba7a060bf268c5d1d3211b7b8a07 |
Hashes for symusic-0.5.1-cp39-cp39-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 544b41d0368e756d59d04406b26c56f4237034199d36156b4b69afc7a70630e3 |
|
MD5 | aeaf85bbdd7fa0d5635254bde4d630d0 |
|
BLAKE2b-256 | 6ef129f211a5666f19ea6be2933daf70c0fa65137544c8b96f19ac68d232fd5f |
Hashes for symusic-0.5.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | af774869af5e0adb2cdb35495014827663883ef58183917d44732def79737882 |
|
MD5 | 45bbc09cff0b9a7098e64cd786bd949d |
|
BLAKE2b-256 | a1e8e7ba7dc118a2db0832f0dca488e08ac3aecbf02adea4cfe49a6f96eab771 |
Hashes for symusic-0.5.1-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 017cb6d022607461fa07fbfa9fae73f6d604ba454bb39be31397f941cb3e67fa |
|
MD5 | 08ded2214ee4e1816bf92e6fbcf5db32 |
|
BLAKE2b-256 | 4fc9e7e12ba28006e7a8fa77a1d789dbecf75b45346960b45f0a87a17557749e |
Hashes for symusic-0.5.1-cp38-cp38-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e1045761ed929ee59a566eb8fa69fd8f191a578987a8d681b7a34f0c3f44f25f |
|
MD5 | f0dd1d3c838c5d5e6a53c30293f6023c |
|
BLAKE2b-256 | 8279c0136590733114f428579ba7782b6b5dd31dce185a88efea3e29009a621f |
Hashes for symusic-0.5.1-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6d7477da5cbb8d7167e0b29ef006a5df41cc35052aad28e2a0a30f038c7d32a0 |
|
MD5 | 41bc959a2d277800d9df31d3081299b5 |
|
BLAKE2b-256 | 5b3a1495f10b9f7b21cadeba7779f9f1b48d2a769ce8527f0ea845ff50f3b07c |
Hashes for symusic-0.5.1-cp38-cp38-musllinux_1_2_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | d215527f51e5baf0f256d2a8b8374aa84861ffa2c8c95c7fbf6e7c023c07a5b3 |
|
MD5 | e62ef8697cca3eac38650e5925959c29 |
|
BLAKE2b-256 | 3ac6ceccde7ed5e3575749f8a42c0b9043ac4196b773d841397a7ff94af86c8e |
Hashes for symusic-0.5.1-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | ceaed315d0573795277ac1eb074bc75531b755aef34dcf482f4498800946ddd6 |
|
MD5 | 9af99be42014ab3a744dbb2a5b81f79e |
|
BLAKE2b-256 | 33c19a2d6bcc2723c47f577d71fdfa20d21e7c8ae2109759af794c7d1e4d99cc |
Hashes for symusic-0.5.1-cp38-cp38-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e6c2f1659e133bdd6d1f593626fb03cec987bd5b95d0e170ce5c38abdb0eda4f |
|
MD5 | cad3b045bab5f3dacb46dc98f3efcac6 |
|
BLAKE2b-256 | f9b16847a984486d79a96f71f04e4050c835c83063a8edf8599a1aca44bbd8e5 |
Hashes for symusic-0.5.1-cp38-cp38-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e6be579bbd78f7ceb639efb4b1ea7135816fddbda503e15bc7f3592844dcd867 |
|
MD5 | 08c556ff7176ca2233b6c8347536499a |
|
BLAKE2b-256 | fb9aa22ecdaa1e05d64051db0e49a51127cd90cf4b2f256315e71732f0b3fba3 |
Hashes for symusic-0.5.1-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | a1094a5cb449c14457b2f4cd7bcf0fbb1258fe7aa41b5a9d186bbb5419f99d6a |
|
MD5 | 6365e9da6af8d4baceaffc6b7341e322 |
|
BLAKE2b-256 | 0665dd87a44c151b249cc52abbe3656c365f6d6ece26692a4ff8b4e14c2367b8 |