A high performance MIDI file parser with comprehensible interface.

Navigation

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for lzqlzzq from gravatar.com lzqlzzq Avatar for Yikai-Liao from gravatar.com Yikai-Liao

Unverified details

These details have not been verified by PyPI
Meta
  • License: MIT License (MIT License Copyright (c) 2023 廖奕凯 Permission is hereby granted, free of charge, to any person obt...)
  • Author: Nathan Fradet
  • Maintainer: Nathan Fradet
  • Tags midi, music, mir
  • Requires: Python >=3.8
  • Provides-Extra: test
Classifiers

Project description

symusic

Build and upload to PyPI PyPI version Downloads Page Views Count Open In Colab

🎉ISMIR 2024 LBD Demo Vedio: Youtube Bilibili

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. Open In Colab

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 (currently tick and quarter)
  • The tempo attribute in the tempo event represents quarter per minute (qpm)
  • We offer some batch operation functions for both Score and Track 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.

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

  • midifile is writen in cpp, and could parse midi files to both event level and note level. It is slow mostly because of iostream.
  • mido is writen in pure python, and only parses midi files to event level
  • pretty_midi and miditoolkit is based on mido, and parse midi files to note 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 and BenchmarkTools for julia libraries.
  • The following Common MIDI File benchmarks could be found in symusic-benchmark. And they are tested on (AMD Ryzen 7 8845H, 32GB 7500 MT/s, Linux 6.11.7)

Common MIDI File Parsing

read-bench

Common MIDI File Dumping

write-bench

Large MIDI File Parsing

  • 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)
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

Citation

@inproceedings{symusic2024,
    title={symusic: A swift and unified toolkit for symbolic music processing},
    author={Yikai Liao, Zhongqi Luo, et al.},
    booktitle={Extended Abstracts for the Late-Breaking Demo Session of the 25th International Society for Music Information Retrieval Conference},
    year={2024},
    url={https://ismir2024program.ismir.net/lbd_426.html#lbd},
}

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

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for lzqlzzq from gravatar.com lzqlzzq Avatar for Yikai-Liao from gravatar.com Yikai-Liao

Unverified details

These details have not been verified by PyPI
Meta
  • License: MIT License (MIT License Copyright (c) 2023 廖奕凯 Permission is hereby granted, free of charge, to any person obt...)
  • Author: Nathan Fradet
  • Maintainer: Nathan Fradet
  • Tags midi, music, mir
  • Requires: Python >=3.8
  • Provides-Extra: test
Classifiers

Release history Release notifications | RSS feed

This version

0.5.6

0.5.5

0.5.4

0.5.3

0.5.2

0.5.1

0.5.0

0.5.0b1 pre-release

0.4.8

0.4.7

0.4.6

0.4.5

0.4.4

0.4.3

0.4.2

0.4.1

0.4.0

0.3.5

0.3.4

0.3.3

0.3.2

0.3.1

0.3.0

0.2.5

0.2.4

0.2.3

0.2.2

0.2.1

0.2.0

0.1.7

0.1.6

0.1.5

0.1.4

0.1.3

0.1.2

0.1.1

0.1.0

0.0.6

0.0.5

0.0.4

0.0.2

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

symusic-0.5.6.tar.gz (14.7 MB view details)

Uploaded Source

Built Distributions

symusic-0.5.6-pp39-pypy39_pp73-win_amd64.whl (2.1 MB view details)

Uploaded PyPy Windows x86-64

symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (2.5 MB view details)

Uploaded PyPy manylinux: glibc 2.27+ x86-64 manylinux: glibc 2.28+ x86-64

symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl (2.4 MB view details)

Uploaded PyPy manylinux: glibc 2.27+ ARM64 manylinux: glibc 2.28+ ARM64

symusic-0.5.6-pp39-pypy39_pp73-macosx_11_0_x86_64.whl (2.8 MB view details)

Uploaded PyPy macOS 11.0+ x86-64

symusic-0.5.6-cp313-cp313-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.13 Windows x86-64

symusic-0.5.6-cp313-cp313-win32.whl (2.0 MB view details)

Uploaded CPython 3.13 Windows x86

symusic-0.5.6-cp313-cp313-musllinux_1_2_x86_64.whl (3.0 MB view details)

Uploaded CPython 3.13 musllinux: musl 1.2+ x86-64

symusic-0.5.6-cp313-cp313-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.13 musllinux: musl 1.2+ ARM64

symusic-0.5.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (2.5 MB view details)

Uploaded CPython 3.13 manylinux: glibc 2.27+ x86-64 manylinux: glibc 2.28+ x86-64

symusic-0.5.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl (2.4 MB view details)

Uploaded CPython 3.13 manylinux: glibc 2.27+ ARM64 manylinux: glibc 2.28+ ARM64

symusic-0.5.6-cp313-cp313-macosx_11_0_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.13 macOS 11.0+ x86-64

symusic-0.5.6-cp313-cp313-macosx_11_0_arm64.whl (2.7 MB view details)

Uploaded CPython 3.13 macOS 11.0+ ARM64

symusic-0.5.6-cp312-cp312-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.12 Windows x86-64

symusic-0.5.6-cp312-cp312-win32.whl (2.0 MB view details)

Uploaded CPython 3.12 Windows x86

symusic-0.5.6-cp312-cp312-musllinux_1_2_x86_64.whl (3.0 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ x86-64

symusic-0.5.6-cp312-cp312-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.12 musllinux: musl 1.2+ ARM64

symusic-0.5.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (2.5 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.27+ x86-64 manylinux: glibc 2.28+ x86-64

symusic-0.5.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl (2.4 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.27+ ARM64 manylinux: glibc 2.28+ ARM64

symusic-0.5.6-cp312-cp312-macosx_11_0_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.12 macOS 11.0+ x86-64

symusic-0.5.6-cp312-cp312-macosx_11_0_arm64.whl (2.7 MB view details)

Uploaded CPython 3.12 macOS 11.0+ ARM64

symusic-0.5.6-cp311-cp311-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.11 Windows x86-64

symusic-0.5.6-cp311-cp311-win32.whl (2.0 MB view details)

Uploaded CPython 3.11 Windows x86

symusic-0.5.6-cp311-cp311-musllinux_1_2_x86_64.whl (3.0 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ x86-64

symusic-0.5.6-cp311-cp311-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.11 musllinux: musl 1.2+ ARM64

symusic-0.5.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (2.5 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.27+ x86-64 manylinux: glibc 2.28+ x86-64

symusic-0.5.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl (2.4 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.27+ ARM64 manylinux: glibc 2.28+ ARM64

symusic-0.5.6-cp311-cp311-macosx_11_0_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.11 macOS 11.0+ x86-64

symusic-0.5.6-cp311-cp311-macosx_11_0_arm64.whl (2.6 MB view details)

Uploaded CPython 3.11 macOS 11.0+ ARM64

symusic-0.5.6-cp310-cp310-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.10 Windows x86-64

symusic-0.5.6-cp310-cp310-win32.whl (2.0 MB view details)

Uploaded CPython 3.10 Windows x86

symusic-0.5.6-cp310-cp310-musllinux_1_2_x86_64.whl (3.0 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ x86-64

symusic-0.5.6-cp310-cp310-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.10 musllinux: musl 1.2+ ARM64

symusic-0.5.6-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (2.5 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.27+ x86-64 manylinux: glibc 2.28+ x86-64

symusic-0.5.6-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl (2.4 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.27+ ARM64 manylinux: glibc 2.28+ ARM64

symusic-0.5.6-cp310-cp310-macosx_11_0_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.10 macOS 11.0+ x86-64

symusic-0.5.6-cp310-cp310-macosx_11_0_arm64.whl (2.7 MB view details)

Uploaded CPython 3.10 macOS 11.0+ ARM64

symusic-0.5.6-cp39-cp39-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.9 Windows x86-64

symusic-0.5.6-cp39-cp39-win32.whl (2.0 MB view details)

Uploaded CPython 3.9 Windows x86

symusic-0.5.6-cp39-cp39-musllinux_1_2_x86_64.whl (3.0 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ x86-64

symusic-0.5.6-cp39-cp39-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.9 musllinux: musl 1.2+ ARM64

symusic-0.5.6-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (2.5 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.27+ x86-64 manylinux: glibc 2.28+ x86-64

symusic-0.5.6-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl (2.4 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.27+ ARM64 manylinux: glibc 2.28+ ARM64

symusic-0.5.6-cp39-cp39-macosx_11_0_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.9 macOS 11.0+ x86-64

symusic-0.5.6-cp39-cp39-macosx_11_0_arm64.whl (2.7 MB view details)

Uploaded CPython 3.9 macOS 11.0+ ARM64

symusic-0.5.6-cp38-cp38-win_amd64.whl (2.1 MB view details)

Uploaded CPython 3.8 Windows x86-64

symusic-0.5.6-cp38-cp38-win32.whl (2.0 MB view details)

Uploaded CPython 3.8 Windows x86

symusic-0.5.6-cp38-cp38-musllinux_1_2_x86_64.whl (3.0 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ x86-64

symusic-0.5.6-cp38-cp38-musllinux_1_2_aarch64.whl (2.9 MB view details)

Uploaded CPython 3.8 musllinux: musl 1.2+ ARM64

symusic-0.5.6-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (2.5 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.27+ x86-64 manylinux: glibc 2.28+ x86-64

symusic-0.5.6-cp38-cp38-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl (2.4 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.27+ ARM64 manylinux: glibc 2.28+ ARM64

symusic-0.5.6-cp38-cp38-macosx_11_0_x86_64.whl (2.8 MB view details)

Uploaded CPython 3.8 macOS 11.0+ x86-64

symusic-0.5.6-cp38-cp38-macosx_11_0_arm64.whl (2.6 MB view details)

Uploaded CPython 3.8 macOS 11.0+ ARM64

File details

Details for the file symusic-0.5.6.tar.gz.

File metadata

  • Download URL: symusic-0.5.6.tar.gz
  • Upload date:
  • Size: 14.7 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6.tar.gz
Algorithm Hash digest
SHA256 5aab48d9fd505528fb863ef4d55eb1073f82716460a8b105a59471576f0665d2
MD5 932d8fa00a0a3fd06bfb93c03616bbf1
BLAKE2b-256 37992b02fc2eb6275d89c21f27418f558bf340a1e9b7584892460534acfff5a9

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6.tar.gz:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-pp39-pypy39_pp73-win_amd64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-pp39-pypy39_pp73-win_amd64.whl
Algorithm Hash digest
SHA256 ae7ec8bbf6c9bf83afbafd63b64dae7d98d6ed2a958214ef4ab074ae6a3c6a3a
MD5 2e41f9192f8f93051925e46730aa703c
BLAKE2b-256 e8cbafb66b96e61d37c7f7834722b00097ca80f20fdee7c6fc0294585e35697b

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-pp39-pypy39_pp73-win_amd64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 9bcb09e08e650f5deafc4f800e161ed628f2730242761472f2760cf56827b876
MD5 346c227242a24aa1fa943066b645a244
BLAKE2b-256 a033683367be49568cd35ee2858a787f018cd1638f29d6e7cdd1091ea5fce464

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 984d2b4decf1b3a55bb93b2810dfabdfbb604131c955d987eaaae3dd66972eda
MD5 e348783a9ee66b6df5451aeb26951883
BLAKE2b-256 044111635ccafa2d928fa842e7eb1fd1f664d57038d50719efa513d72e8902fa

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-pp39-pypy39_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-pp39-pypy39_pp73-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-pp39-pypy39_pp73-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 ff2579274751a6a10c0f3ed9c754eceb25674297eb38bfa62ded40b7dc2b1181
MD5 ca65e6bd0839367d1cd250c623b92863
BLAKE2b-256 573e66ad9059d254465636ad992bed469362031ef6b42c5542e247d770fc717c

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-pp39-pypy39_pp73-macosx_11_0_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: symusic-0.5.6-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 c4eedba976c80f8ee54adb87475d13c53c9d1c6585d71a5572b2b6ba574d0c1a
MD5 8d1f3c92f188a8b204785da075b424de
BLAKE2b-256 020696234f55e5018311f6580385fba3961ed92e3dd88bc31a6d8504a618d88a

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-win_amd64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-win32.whl.

File metadata

  • Download URL: symusic-0.5.6-cp313-cp313-win32.whl
  • Upload date:
  • Size: 2.0 MB
  • Tags: CPython 3.13, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp313-cp313-win32.whl
Algorithm Hash digest
SHA256 b52b17320a524fb86849ea9b604e4a6075bc0814d8c5e63330b0d00dcaad5d51
MD5 e52c7b574d6bdae2fd65b4f9e2e5a2f3
BLAKE2b-256 aa66a7b32d055dd1fb519add1159de561a1ca0cfba0f9ab9400ebe6621cca6f6

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-win32.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 60efee8531f96598dcba502c69d4f215b2846ad4904f0fb05c39ea8498a1c3f7
MD5 867d238f3219593eafb86cdc3ec5dadd
BLAKE2b-256 17a7f8e6366708f55ba1be5b5f5bd8a828fbe810d01271eeb8b56daafabc4c01

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp313-cp313-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 76fbe70a79031ad7efefd380245149bdf0a00ede949b7ca489f0ae62c040816a
MD5 3c93e89d5758a7e3497ce3eca87cdb14
BLAKE2b-256 6f2ae9a6377d46bed3e65abff9f036665f0373ed18e548a4765dbcbe61015141

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-musllinux_1_2_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 3a917a0e2937127790fb4be949a785a35e8fbcd4c615721d7420fcda465ea76f
MD5 11f593d39e7cb1d34dcb2a987e8a6775
BLAKE2b-256 209b4fe3878ea3369ace4824c90474c93e6bf1454c1f91f3a159c4b6fc8f9784

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 4cf5a944f45e034145f491247465aecc143c4a4988a38abaa678355514fee1da
MD5 ae0332a33fd260a1eede53cfc2a28dc2
BLAKE2b-256 c2725159f68b8ac67753b349280bba32556b17a53c028ddfd0d7092c045fd052

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp313-cp313-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 77e3b73820ed2dc36d398b4e1cce9bfdbd491fb71aa6adc34443b212b50f596d
MD5 233101bc5cc835142f77e5da90ebd402
BLAKE2b-256 1952ad531b08050a92abedb4a26c8a47ff3a52e0bcdef8dc08020d2923bc214f

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-macosx_11_0_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f239bc6eb29c004a52322b5799018244723f2541034e0aef396f2d70d77b6ed5
MD5 79c20d12914a88f7a13f147d40fb5363
BLAKE2b-256 ce33fc48f31ab579c923f7e26057f3529795897fb590ac9649c68c51d61dd69a

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: symusic-0.5.6-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 486f305bbbe210374d4488e3d52bc7986d128c65dcc2c618ef64efe7bf468731
MD5 16390162dafa5de9d6f0090c6d9aa2c1
BLAKE2b-256 0c6adfe1248714d438349f59bd178d13275faa24853c4f0792ea10fbd154b38b

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-win_amd64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-win32.whl.

File metadata

  • Download URL: symusic-0.5.6-cp312-cp312-win32.whl
  • Upload date:
  • Size: 2.0 MB
  • Tags: CPython 3.12, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 0672e3c5b17c34a8ef84df7293f0006b0960dae01e1ea9513c18065357250142
MD5 277561b85d4166bc920aca67fc3282f5
BLAKE2b-256 7f8bed1caaf04d5d0984d0e8f7973cc7ce92783f1b3f77201d2718cae8a04681

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-win32.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 37828fd1e68c664da53b6649bdf6bd9ef71cbf2bb54cce976a33e36db4bf8d00
MD5 bca9c754f7fa64bc8c72d0d39fba8d80
BLAKE2b-256 aacd40fbcff7272bab9cd2b7fab7e8af41a9129ecb59d5c83a8b38c7498b6987

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp312-cp312-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 8f98b6c1bd87a9644431d4cefcbe95c5c502cc048d95db18e014f847406adf0f
MD5 1738c183d498e5d6b9dbfdb2c934ee7a
BLAKE2b-256 adaccd897e38c35f4189f205fd32ae676ae8a2726a7f571d430eec26a49781b3

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-musllinux_1_2_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 a7a03536cb8c7c83e6f53764bc0008cac58c776f81f98fe6bc4aa27f437bc7d3
MD5 e2c08d4274666ed3db6a916d837c3e9f
BLAKE2b-256 9221948b30cb9ffd9932187edea13f578492297f69cf5f5f1cfb2a9229459e32

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 826b473345d8cbceb05f20ef862cf9f3182576486224d7ceba1c5d54e20d46e9
MD5 63d10fd5fe2b3cc79fb3637e8583ebda
BLAKE2b-256 de01394b9c3835b0d7a60a29b3f2d2c0ebd97c07fd0bd718b1b1b3778d84102a

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp312-cp312-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 ddbaafd125fcdd3e494a08acceb14a2d6a7fddee0e383d2f7db50421cf6ecc42
MD5 135d98f3a5d37e4c9af7c104f4c97979
BLAKE2b-256 34cecc335b0d367856d5d54255dec6a9b29b861d1d3402d6bedc93d00ce00aa1

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-macosx_11_0_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 65a78475a1fb9bd0f51f22447b6b64f2fb0449dcecdce301df63fe8044afb681
MD5 5f29cf33bc2dde16ee0af9a5ddf4323a
BLAKE2b-256 3b58f05cc87223c36b9828aed9eac1e367af2f31bedf5679f8e15d452d21f0b7

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: symusic-0.5.6-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 54077388545815479dd5914970d87ca655aab43078d20150d5443d096919a862
MD5 b191ffdbdf33e91c624c73826b50e93a
BLAKE2b-256 cbec6b55171f203929c71d2b545e6cbd8e6d4501a5d6c0ab9d85279ca19eee68

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-win_amd64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-win32.whl.

File metadata

  • Download URL: symusic-0.5.6-cp311-cp311-win32.whl
  • Upload date:
  • Size: 2.0 MB
  • Tags: CPython 3.11, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp311-cp311-win32.whl
Algorithm Hash digest
SHA256 9bdeb4c9bc64e0b0cefc95b55bbe098928f1dc52878da4804ddeaf5871a05c83
MD5 7ea2de632bd71be5439dca3c368f5dfd
BLAKE2b-256 e2eaa6a4d900ea27ca48042bd1f88de39c4c9f04f5ae753f36b9a2a0c27a9ac2

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-win32.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 eb281ae598e0ad7e5f5d65e4e089ac0b2500f910f455a44f72d1e65e4be36bff
MD5 4d898510b97f422a7d3c4dd6f9143469
BLAKE2b-256 76e462dee4f086faa71ffe6c11ee331e02e0d2a1a0a096c69a7539c490a0c991

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp311-cp311-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 5be399e0b488edd3abcf9140afae90dded274b56d03505f56534fa95e81ffd57
MD5 b4ba837402e61119822442dcf87535ae
BLAKE2b-256 c456011c67858f2d9ef72bb5c216a55c21bca1a156605e3ebff74d3a43d2c3d4

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-musllinux_1_2_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 99713a092a72cb7e74db7c2bca6c89a4c5a324046c4ee7d861e88904f114f35b
MD5 796db4e6c18ed544207dcbad0c467cc1
BLAKE2b-256 47b61849ec55ecec36ca1e67d236f066f63d2e5dd2b937303dee3bd93a7ad0ae

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 430dd47d9ef481a8461bea9a77041f1fbdb6afe017eee35741612b90b1dba83f
MD5 0ffcbd0e12859ae761f4ab3ddef3b00a
BLAKE2b-256 2fc84a4d5b6f53d90a28a92ee3bd660a9bbfc05c2324a22358ccc8d26eecb59c

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp311-cp311-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 d3e2282a70e7b96f9d1c9d9fb4e8adc4d0b1cdb142abc8cc9a965b6f77003426
MD5 8bc85b7849f443b3df86fd889d71ba24
BLAKE2b-256 e0bffb33c2ff9ed6a266838136aed9a462c3d768842d9101db2af9f453398571

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-macosx_11_0_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 2e58db0d4099de303b994623f16cfc14590e449bbedaca673f049296d157782b
MD5 85c9c23f89e67f0bf9545ac47c89bb2f
BLAKE2b-256 d0cc6c4e5fa6ff6abcf7db576afd5439eafccd5d8028f57ba422b019a2a7a092

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: symusic-0.5.6-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 491dba98db399d6f7a53a88089dd177b25208ef6bf950b9a703f96bbfa33e8af
MD5 e35eeed5bfcda99b63a56fce07bdea9c
BLAKE2b-256 f3c03c3c71fc260d35c333ea80c1804d30be899fe86fed0a38fa50c45210bc36

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-win_amd64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-win32.whl.

File metadata

  • Download URL: symusic-0.5.6-cp310-cp310-win32.whl
  • Upload date:
  • Size: 2.0 MB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 2baa1c698ae035515caca706ee31d0111675f0b80cc03e487b5da05354b0b920
MD5 6d10e4221423178944455ef4efb98c13
BLAKE2b-256 e1d4acbd735ba8252ed8ea91f17fb01db7bbbd89a0aaca052a10f01a68176c89

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-win32.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 66bd7090ac1044d3dc074f2744dde46a6dcd9ad3c92b036c307775b64561c04c
MD5 e29ae81e7dbdf5e5e2e0e1c8880132d9
BLAKE2b-256 f370e51764242cc0e4742c24c3ab61009af33f0dd2714bc83b1f283944326677

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp310-cp310-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 0cd9ff29e1877a5a607e0191b3193551044275ea213239be7b3d1bf593d91bbd
MD5 cb2a7b3c3461c55bea0d516ba60d5526
BLAKE2b-256 438996ab2a43810e33222d30aade0eef220fec88cba8982cd14a9e9c8537e7f1

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-musllinux_1_2_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 2adc8ee6fcff051e2c8c02e143889c57cc2979b356ed714fb0c13df6acb07d56
MD5 adb9f668331bb5bc240c8da4bb77f843
BLAKE2b-256 4b941f4f58197ad0fa8e5db67b9aebaadbc3b5d19946ef6b0da80615499fd9ab

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 8f503c77fe97e965caad29eb3a7e7072a77f1155a51fc204eed3908d7354e1ba
MD5 94170e750b7f7e325c3c6c49605ada00
BLAKE2b-256 75cc621782ecdc2bf1fc68d512701e09564426d1968329c9a1774e633a334c99

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp310-cp310-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 1e4758aec2ced66011994c361dab90c1cfc53db5e9f4c25cf5fd5535c3656cdb
MD5 5143100f7a7952b5d714812d08c5ab6b
BLAKE2b-256 fc0d6e14aacb184539e677df592ac90bec465ec0df2ae8e8a62587e88b7100fc

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-macosx_11_0_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 57739a6e5ead560267ad7f6d809a27a96d40b7b151f7d4e886dcde878ce3430a
MD5 705f5721cc78e793fd656b662da867d5
BLAKE2b-256 5e7f111b29f8880815e1afc87abbca4b9766ecd700edc42c8c46f7dc58deef82

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: symusic-0.5.6-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 f43ae9cac7fca41c2c51eb5a547ffacbe29ec58a4fd9d076415b5552a922fb68
MD5 99fd7b53ddc6c3d377e6eeb48158b603
BLAKE2b-256 84fa5d3e1cd3b56096b4e689432f6ea7543e8658c1fed0d837f4d6f6a62e3b56

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-win_amd64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-win32.whl.

File metadata

  • Download URL: symusic-0.5.6-cp39-cp39-win32.whl
  • Upload date:
  • Size: 2.0 MB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 687ca572c0f71c27fa70de994a170a670d9c2d8f0ce0b784a30f4a1b1b451fba
MD5 4c549c61d71136dc29738c2ff832fec9
BLAKE2b-256 36e85dcbf3145215833f740de96973fb1959f1fe77cba19ddb1df5d0a21db788

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-win32.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 f968ae7178f28985895b80e76cc7101ffe9d269d879cfe1338505f89f3ce33f3
MD5 5cf74c176ca9172030e22cfab608be6d
BLAKE2b-256 1841be9134b04582457c054095ec3177ed0ce0b68a68188e7a52a81e56963d25

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-musllinux_1_2_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp39-cp39-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 0db6377d96ac4d90a96e7f5c107a90104e1ecb524216d0d6886877c66879c748
MD5 18a2100f954d3dff51f405308cc07f05
BLAKE2b-256 4bce4937d74a5141549a242f9199c344f194fe3a60fc79f791587c1c28db4f22

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-musllinux_1_2_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 0807fc7dffd20f706e56c08e85eafecfbbf2c020dc90a612f6eca4ddcab5aef7
MD5 2c3e2a7d1a305136e1006a7b2eebb273
BLAKE2b-256 05828a9ae7936d5d2330ba839d27683e25e7b0558e834f62ba23055523d7519a

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 6b33af2f58a68073bccfd319f0c22e91c2d2ee60931ec30fd0aedb17bb789f95
MD5 ff43efb5bdc4719e54ad2ecf12f43ebc
BLAKE2b-256 dc67a392b6015aa2f1315047be99e86adde519a4def12812ad509b256c75c904

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp39-cp39-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 6f9999ee14e14e06a7d951e70af65fef454d3fd02ff9b616de5244854a3cd4b0
MD5 d424582b891d8d2008cadf3ccfa2fda5
BLAKE2b-256 005ce53bebcddddccc8d80e95e9c85769ae64b29cbcd25aa8db698c30a9633ac

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-macosx_11_0_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 33b932a5f5f889d764d7a6c652d94edfd2ec049d6376cab9d9e699a17906ca24
MD5 9e7f149762a6f0c9572921b052c48056
BLAKE2b-256 c127fe2c67ca8bb7a8db5ea6860403eab1db186144911d2474fd452852cfc203

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: symusic-0.5.6-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 2.1 MB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 12e9f7609714c00a36b6574e583474df3f0ac94892288f115fd24f0e1314d9a0
MD5 b406f8dc8c9b3b42b9222f8ff854a18e
BLAKE2b-256 4ae4fbc8e92dd223ee3339c7158135bd1d4806387c339e09ecf8345832278a19

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-win_amd64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-win32.whl.

File metadata

  • Download URL: symusic-0.5.6-cp38-cp38-win32.whl
  • Upload date:
  • Size: 2.0 MB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for symusic-0.5.6-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 a9041a23750858a8b786ed4acc57280371788d3cbd70943c3818aa6a44ac602c
MD5 b36311e818ed3e3fce29e25762e75e3b
BLAKE2b-256 d37a6b8ae5e654dd744062da2a7ca01199836d367fbf12d1d4de90f4e75e3fae

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-win32.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 6b063b21a3969c9b21c3ce518f72df9c99da3ca2fa66cfaaf3945ebfad200f96
MD5 90622a025ca31244524d88b09801b923
BLAKE2b-256 95c8c6c98153b705335ff5e3073f7004b55c582ccc0238f952b510b04ce911e1

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-musllinux_1_2_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-musllinux_1_2_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp38-cp38-musllinux_1_2_aarch64.whl
Algorithm Hash digest
SHA256 3efd0a58373706dc0bb0e49e49b002e5fb3ed1f002a0403c3f0b0f3b17a799df
MD5 1b7f0b127c4f1f2ecdcce062381e4dd0
BLAKE2b-256 d462694c9593adc096771b3ebb964d506fddbf7ae3ea2fc0e7e722075be9dd69

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-musllinux_1_2_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 97e3dec8fb7f03d341dc3fb92a135b2b452cc3b3053efb9cf42a3ca30ebfe32f
MD5 ebe787689b0c349cf7b1d50945d5e8ac
BLAKE2b-256 8ad5fdf260741156fa79e3c754941f764912b9dbdf1acdefc9f6a55813d3ebcf

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp38-cp38-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 5ba7e0c2b93c64ffb14e49df558de0d750dbacb2e26cd279c8139763e9d0fb20
MD5 26b31a060bf718187b5cbc49f0d18512
BLAKE2b-256 ba90668c229a01fa6cd03c9d09c76d77b273ea3d28390bf9041a33d88ae51a81

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-macosx_11_0_x86_64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp38-cp38-macosx_11_0_x86_64.whl
Algorithm Hash digest
SHA256 5a09c6c1b0d95c2a6b02fe9b777d6e21fc65982d047c43dcb70c7c7aaa399625
MD5 9397a0c3ac4aded4d9f0512d36c59639
BLAKE2b-256 4bf57f69f00ea14fb20f31a5c07034cfe889c282ed1610d2a12db5cbbf31c4b7

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-macosx_11_0_x86_64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file symusic-0.5.6-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for symusic-0.5.6-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 913648bae583d3ecb2e1825bfeaa301f5fb1315244658720cf29de847aa76362
MD5 c827d35f85deef2a173e8a275359b405
BLAKE2b-256 ee28bf56fb940a25e4c63a4c24e4d86d056a5bee45e4dd0029e9adc2d3aa8a88

See more details on using hashes here.

Provenance

The following attestation bundles were made for symusic-0.5.6-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: wheel.yml on Yikai-Liao/symusic

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page