If you have any questions, feel free to contact me via email: yuanyueli@zju.edu.cn. If you find this package useful, please consider citing the following publications:

Li, Y., Fiehn, O. Flash entropy search to query all mass spectral libraries in real time, Nat Methods 20, 1475-1478 (2023). https://doi.org/10.1038/s41592-023-02012-9

Li, Y., Kind, T., Folz, J. et al. Spectral entropy outperforms MS/MS dot product similarity for small-molecule compound identification, Nat Methods 18, 1524-1531 (2021). https://doi.org/10.1038/s41592-021-01331-z

Theoretical Background

Spectral entropy is an useful property to measure the complexity of a spectrum. It is inspried by the concept of Shannon entropy in information theory. (ref)

Entropy similarity, which measured spectral similarity based on spectral entropy, has been shown to outperform dot product similarity in compound identification. (ref)

The Flash Entropy Search algorithm significantly accelerates the computation of entropy similarity (ref)

How to use this package

This repository provides the source code for calculating spectral entropy and entropy similarity in multiple programming languages. The Flash Entropy Search algorithm is also implemented in Python.

For Python users

A detailed tutorial is available here: https://msentropy.readthedocs.io

Installation

pip install ms_entropy

Usage of Classical entropy functions

import numpy as np
import ms_entropy as me

peaks_query = np.array([[69.071, 7.917962], [86.066, 1.021589], [86.0969, 100.0]], dtype = np.float32)
peaks_reference = np.array([[41.04, 37.16], [69.07, 66.83], [86.1, 999.0]], dtype = np.float32)

# Calculate entropy similarity.
entropy = me.calculate_spectral_entropy(peaks_query, clean_spectrum = True, min_ms2_difference_in_da = 0.05)
print(f"Spectral entropy is {entropy}.")

# Calculate unweighted entropy similarity.
unweighted_similarity = me.calculate_unweighted_entropy_similarity(peaks_query, peaks_reference, ms2_tolerance_in_da = 0.05)
print(f"Unweighted entropy similarity: {unweighted_similarity}.")

# Calculate entropy similarity.
similarity = me.calculate_entropy_similarity(peaks_query, peaks_reference, ms2_tolerance_in_da = 0.05)
print(f"Entropy similarity: {similarity}.")

Usage of Flash Entropy Search

from ms_entropy import FlashEntropySearch
entropy_search = FlashEntropySearch()
entropy_search.build_index(spectral_library)
entropy_similarity = entropy_search.search(
    precursor_mz=query_spectrum_precursor_mz, peaks=query_spectrum_peaks)

For R users

Documentation is available at: https://cran.r-project.org/web/packages/msentropy/msentropy.pdf

Installation

install.packages("msentropy")

Usage

library(msentropy)

# Peaks A
mz_a <- c(169.071, 186.066, 186.0769)
intensity_a <- c(7.917962, 1.021589, 100.0)
peaks_a <- matrix(c(mz_a, intensity_a), ncol = 2, byrow = FALSE)

# Peaks B
mz_b <- c(120.212, 169.071, 186.066)
intensity_b <- c(37.16, 66.83, 999.0)
peaks_b <- matrix(c(mz_b, intensity_b), ncol = 2, byrow = FALSE)

# Calculate spectral entropy
spectral_entropy_a <- calculate_spectral_entropy(clean_spectrum(peaks_a, min_ms2_difference_in_da = 0.02))
spectral_entropy_b <- calculate_spectral_entropy(clean_spectrum(peaks_b, min_ms2_difference_in_da = 0.02))

# Calculate entropy similarity
entropy_similarity <- calculate_entropy_similarity(peaks_a, peaks_b, ms2_tolerance_in_da = 0.02)

For C/C++ users

Usage

#include "SpectralEntropy.h"

// Calculate spectral entropy
{
    int spec_a_len = 3;
    float spec_a[3][2] = {{169.071, 7.917962}, {186.066, 1.021589}, {186.0769, 100.0}};
    
    // The parameters for clean_spectrum function
    int normalize_intensity = 1;
    float ms2_tolerance_in_da = 0.02, ms2_tolerance_in_ppm = -1;
    float min_mz= 0, max_mz = -1;
    float noise_threshold = 0.01;
    int max_peak_num = -1;

    // Always clean the spectrum before calculating spectral entropy
    spec_a_len = clean_spectrum(*spec_a, spec_a_len, min_mz, max_mz, noise_threshold, max_peak_num, ms2_tolerance_in_da, ms2_tolerance_in_ppm, max_peak_num, normalize_intensity);

    // Calculate spectral entropy
    float spectral_entropy = calculate_spectral_entropy(*spec_a, spec_a_len);

    printf("Spectral Entropy: %f\n", spectral_entropy);
}

// Calculate entropy similarity
{
    int spec_a_len = 3;
    float spec_a[3][2] = {{169.071, 7.917962}, {186.066, 1.021589}, {186.0769, 100.0}};

    int spec_b_len = 3;
    float spec_b[3][2] = {{120.212, 37.16}, {169.071, 66.83}, {186.066, 999.0}};

    // The parameters for calculate_entropy_similarity function.
    int clean_spectra = 1;
    float ms2_tolerance_in_da = 0.02, ms2_tolerance_in_ppm = -1;
    float min_mz= 0, max_mz = -1;
    float noise_threshold = 0.01;
    int max_peak_num = -1;

    // Calculate entropy similarity, the data in spec_a and spec_b will modified.
    float similarity = calculate_entropy_similarity(*spec_a, spec_a_len, *spec_b, spec_b_len, ms2_tolerance_in_da, ms2_tolerance_in_ppm, clean_spectra, min_mz, max_mz, noise_threshold, max_peak_num);
    printf("Entropy Similarity: %f\n", similarity);
}

An example is available in folder languages/c folder and Example.c, CMakeLists.txt

For JavaScript users

An example is available in folder languages/javascript folder and example.js

You can also refer to the MSViewer repository for an example of how to integrate this package into a web application.

Metadata

Release files for ms-entropy 1.5.3

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for ms-entropy 1.5.3
File	Size	Uploaded
ms_entropy-1.5.3.tar.gz	358.8 kB	Oct 5, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for ms-entropy 1.5.3
File	Interpreter	ABI	Platform	Reset
ms_entropy-1.5.3-cp314-cp314t-win_arm64.whl 224.9 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
ms_entropy-1.5.3-cp314-cp314t-win_amd64.whl 236.9 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
ms_entropy-1.5.3-cp314-cp314t-win32.whl 223.6 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
ms_entropy-1.5.3-cp314-cp314t-musllinux_1_2_x86_64.whl 278.1 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 276.6 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
ms_entropy-1.5.3-cp314-cp314t-macosx_11_0_arm64.whl 253.1 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp314-cp314t-macosx_10_15_x86_64.whl 256.9 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
ms_entropy-1.5.3-cp314-cp314t-macosx_10_15_universal2.whl 386.6 kB Oct 5, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ universal2 (ARM64, x86-64)	Details
ms_entropy-1.5.3-cp314-cp314-win_arm64.whl 217.7 kB Oct 5, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
ms_entropy-1.5.3-cp314-cp314-win_amd64.whl 228.8 kB Oct 5, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
ms_entropy-1.5.3-cp314-cp314-win32.whl 215.9 kB Oct 5, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
ms_entropy-1.5.3-cp314-cp314-musllinux_1_2_x86_64.whl 275.2 kB Oct 5, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 273.6 kB Oct 5, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
ms_entropy-1.5.3-cp314-cp314-macosx_11_0_arm64.whl 243.7 kB Oct 5, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp314-cp314-macosx_10_15_x86_64.whl 248.4 kB Oct 5, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
ms_entropy-1.5.3-cp314-cp314-macosx_10_15_universal2.whl 369.3 kB Oct 5, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ universal2 (ARM64, x86-64)	Details
ms_entropy-1.5.3-cp313-cp313-win_arm64.whl 214.4 kB Oct 5, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
ms_entropy-1.5.3-cp313-cp313-win_amd64.whl 226.0 kB Oct 5, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
ms_entropy-1.5.3-cp313-cp313-win32.whl 213.0 kB Oct 5, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
ms_entropy-1.5.3-cp313-cp313-musllinux_1_2_x86_64.whl 274.4 kB Oct 5, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 272.9 kB Oct 5, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
ms_entropy-1.5.3-cp313-cp313-macosx_11_0_arm64.whl 242.8 kB Oct 5, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp313-cp313-macosx_10_13_x86_64.whl 247.8 kB Oct 5, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
ms_entropy-1.5.3-cp313-cp313-macosx_10_13_universal2.whl 367.7 kB Oct 5, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ universal2 (ARM64, x86-64)	Details
ms_entropy-1.5.3-cp312-cp312-win_arm64.whl 215.0 kB Oct 5, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
ms_entropy-1.5.3-cp312-cp312-win_amd64.whl 227.2 kB Oct 5, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
ms_entropy-1.5.3-cp312-cp312-win32.whl 213.5 kB Oct 5, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
ms_entropy-1.5.3-cp312-cp312-musllinux_1_2_x86_64.whl 276.8 kB Oct 5, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 275.2 kB Oct 5, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
ms_entropy-1.5.3-cp312-cp312-macosx_11_0_arm64.whl 242.3 kB Oct 5, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp312-cp312-macosx_10_13_x86_64.whl 246.4 kB Oct 5, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
ms_entropy-1.5.3-cp312-cp312-macosx_10_13_universal2.whl 365.9 kB Oct 5, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ universal2 (ARM64, x86-64)	Details
ms_entropy-1.5.3-cp311-cp311-win_arm64.whl 215.9 kB Oct 5, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
ms_entropy-1.5.3-cp311-cp311-win_amd64.whl 227.1 kB Oct 5, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
ms_entropy-1.5.3-cp311-cp311-win32.whl 213.1 kB Oct 5, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
ms_entropy-1.5.3-cp311-cp311-musllinux_1_2_x86_64.whl 272.4 kB Oct 5, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 271.0 kB Oct 5, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
ms_entropy-1.5.3-cp311-cp311-macosx_11_0_arm64.whl 239.4 kB Oct 5, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp311-cp311-macosx_10_9_x86_64.whl 242.9 kB Oct 5, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
ms_entropy-1.5.3-cp311-cp311-macosx_10_9_universal2.whl 359.3 kB Oct 5, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ universal2 (ARM64, x86-64)	Details
ms_entropy-1.5.3-cp310-cp310-win_arm64.whl 216.7 kB Oct 5, 2026	CPython 3.10	CPython 3.10	Windows ARM64	Details
ms_entropy-1.5.3-cp310-cp310-win_amd64.whl 228.0 kB Oct 5, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
ms_entropy-1.5.3-cp310-cp310-win32.whl 214.0 kB Oct 5, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
ms_entropy-1.5.3-cp310-cp310-musllinux_1_2_x86_64.whl 277.2 kB Oct 5, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 275.7 kB Oct 5, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
ms_entropy-1.5.3-cp310-cp310-macosx_11_0_arm64.whl 243.0 kB Oct 5, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp310-cp310-macosx_10_9_x86_64.whl 244.9 kB Oct 5, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
ms_entropy-1.5.3-cp310-cp310-macosx_10_9_universal2.whl 364.9 kB Oct 5, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ universal2 (ARM64, x86-64)	Details
ms_entropy-1.5.3-cp39-cp39-win_arm64.whl 217.1 kB Oct 5, 2026	CPython 3.9	CPython 3.9	Windows ARM64	Details
ms_entropy-1.5.3-cp39-cp39-win_amd64.whl 228.3 kB Oct 5, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
ms_entropy-1.5.3-cp39-cp39-win32.whl 214.3 kB Oct 5, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
ms_entropy-1.5.3-cp39-cp39-musllinux_1_2_x86_64.whl 277.8 kB Oct 5, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 276.2 kB Oct 5, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
ms_entropy-1.5.3-cp39-cp39-macosx_11_0_arm64.whl 243.7 kB Oct 5, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp39-cp39-macosx_10_9_x86_64.whl 245.3 kB Oct 5, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
ms_entropy-1.5.3-cp39-cp39-macosx_10_9_universal2.whl 366.0 kB Oct 5, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ universal2 (ARM64, x86-64)	Details
ms_entropy-1.5.3-cp38-cp38-win_amd64.whl 226.4 kB Oct 5, 2026	CPython 3.8	CPython 3.8	Windows x86-64	Details
ms_entropy-1.5.3-cp38-cp38-win32.whl 213.0 kB Oct 5, 2026	CPython 3.8	CPython 3.8	Windows x86-32	Details
ms_entropy-1.5.3-cp38-cp38-musllinux_1_2_x86_64.whl 818.6 kB Oct 5, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ x86-64	Details
ms_entropy-1.5.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 818.7 kB Oct 5, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
ms_entropy-1.5.3-cp38-cp38-macosx_11_0_arm64.whl 240.9 kB Oct 5, 2026	CPython 3.8	CPython 3.8	macOS 11.0+ ARM64	Details
ms_entropy-1.5.3-cp38-cp38-macosx_10_9_x86_64.whl 240.1 kB Oct 5, 2026	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details
ms_entropy-1.5.3-cp38-cp38-macosx_10_9_universal2.whl 358.3 kB Oct 5, 2026	CPython 3.8	CPython 3.8	macOS 10.9+ universal2 (ARM64, x86-64)	Details

Total release size: 17.8 MB

Release files / ms_entropy-1.5.3.tar.gz

Download URL	ms_entropy-1.5.3.tar.gz
Size	358.8 kB
Tags	Source
SHA-256 checksum How to use checksums	`0a859e28bf68596666478c2794d425ca022138f6242f11c85b74690e685674af`
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Size	224.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows ARM64
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Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

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Size	223.6 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-32
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314t-musllinux_1_2_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314t-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314t-macosx_10_15_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314t-macosx_10_15_universal2.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314-win_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314-win_amd64.whl

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Size	228.8 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314-win32.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314-musllinux_1_2_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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SHA-256 checksum: e066ce9183f27d28983bf9bb9445b7436e3cfdf80fe3fedf7f0357d0ba0b2c6b Verifying attestations

Release files / ms_entropy-1.5.3-cp314-cp314-macosx_11_0_arm64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314-macosx_10_15_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp314-cp314-macosx_10_15_universal2.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp313-cp313-win_arm64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: 387a5404f3d681f92bf44ad0cdf1d7c5fd64132d94c4e545780b959785a32e27 Verifying attestations

Release files / ms_entropy-1.5.3-cp313-cp313-win_amd64.whl

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Size	226.0 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

Subject: ms_entropy-1.5.3-cp313-cp313-win_amd64.whl
SHA-256 checksum: 8380de1839c6ddc6df6e405b323764d64dff66dbd0dd2afbfb002d361f39649d Verifying attestations

Release files / ms_entropy-1.5.3-cp313-cp313-win32.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

Subject: ms_entropy-1.5.3-cp313-cp313-win32.whl
SHA-256 checksum: 396db3bc15812cfd970f697593a8d730ac1ea0ac28023fb9036ba2cd5f8673e5 Verifying attestations

Release files / ms_entropy-1.5.3-cp313-cp313-musllinux_1_2_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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SHA-256 checksum: d2b04bf33c65adb4e17567262b89c0b8ca03f5ece41f00f09208e2d93c46d81e Verifying attestations

Release files / ms_entropy-1.5.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: 21b385d2e94a74390a4425fda4e434141876ba2f851e96a518a9db242d898102 Verifying attestations

Release files / ms_entropy-1.5.3-cp313-cp313-macosx_11_0_arm64.whl

Download URL	ms_entropy-1.5.3-cp313-cp313-macosx_11_0_arm64.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp313-cp313-macosx_10_13_x86_64.whl

Download URL	ms_entropy-1.5.3-cp313-cp313-macosx_10_13_x86_64.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp313-cp313-macosx_10_13_universal2.whl

Download URL	ms_entropy-1.5.3-cp313-cp313-macosx_10_13_universal2.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: abc1b2f5d0dc6de19ea41a333aed6e1c02d719751af919fa3477528dcb472bc0 Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-win_arm64.whl

Download URL	ms_entropy-1.5.3-cp312-cp312-win_arm64.whl
Size	215.0 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

Subject: ms_entropy-1.5.3-cp312-cp312-win_arm64.whl
SHA-256 checksum: ddb53af8c267b22a23befb0767fab87aefcf361239f19c56e445cca2f74579ff Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-win_amd64.whl

Download URL	ms_entropy-1.5.3-cp312-cp312-win_amd64.whl
Size	227.2 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

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SHA-256 checksum: 70a95638b6f2c7c5465fa0a6b46660e332a61bee447c7ec510057c7d5b060cd9 Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-win32.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: cffbeb1417f51130aa84b2e8fa1826c1d68eccce7bfbb7ab01f6bcac4b2d582b Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-musllinux_1_2_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

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SHA-256 checksum: 987838a617b874c7e1cff7fbbd0608ea8a108ae6330a1520bc8f5cdb3fc60a58 Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

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SHA-256 checksum: c36cff51c433eb5c07ac9544fd4ec8a6cb4de21adc1bc8d904cf308f0821c717 Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-macosx_11_0_arm64.whl

Download URL	ms_entropy-1.5.3-cp312-cp312-macosx_11_0_arm64.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

Subject: ms_entropy-1.5.3-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: d59e94bcbe96bc0d8893d13d1427468472793c2f9f61d8979e5d9cd3b3d8412d Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-macosx_10_13_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

Subject: ms_entropy-1.5.3-cp312-cp312-macosx_10_13_x86_64.whl
SHA-256 checksum: 60340268400e6e4746d92c0806ad810f43060e0c11936fdc54dc6629ac7bacd8 Verifying attestations

Release files / ms_entropy-1.5.3-cp312-cp312-macosx_10_13_universal2.whl

Download URL	ms_entropy-1.5.3-cp312-cp312-macosx_10_13_universal2.whl
Size	365.9 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

Subject: ms_entropy-1.5.3-cp312-cp312-macosx_10_13_universal2.whl
SHA-256 checksum: 8b6520ef67333dc8971ef85dafba6e5cc462127f8b2e1ec4f9c178bcb2c31857 Verifying attestations

Release files / ms_entropy-1.5.3-cp311-cp311-win_arm64.whl

Download URL	ms_entropy-1.5.3-cp311-cp311-win_arm64.whl
Size	215.9 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

Subject: ms_entropy-1.5.3-cp311-cp311-win_arm64.whl
SHA-256 checksum: 13f334e516263913305a78f172776043ed8a283a9165b9ea351989224f8b06cb Verifying attestations

Release files / ms_entropy-1.5.3-cp311-cp311-win_amd64.whl

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Size	227.1 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

Subject: ms_entropy-1.5.3-cp311-cp311-win_amd64.whl
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Release files / ms_entropy-1.5.3-cp311-cp311-win32.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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SHA-256 checksum: ef407f216ea0040470ee26f9b320fed528890910f7324a1018cd5d1ecb75b8d8 Verifying attestations

Release files / ms_entropy-1.5.3-cp311-cp311-musllinux_1_2_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

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Artifact

Subject: ms_entropy-1.5.3-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: 9b4e38f68848c338548e81c0b9eeecae3e7d36ce95e80ba830b79f3d0d320bbe Verifying attestations

Release files / ms_entropy-1.5.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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SHA-256 checksum: 618d967b7939d12c1110c60bdce63abffcea003e989f1dbcdecddff7691e2e9c Verifying attestations

Release files / ms_entropy-1.5.3-cp311-cp311-macosx_11_0_arm64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp311-cp311-macosx_10_9_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp311-cp311-macosx_10_9_universal2.whl

Download URL	ms_entropy-1.5.3-cp311-cp311-macosx_10_9_universal2.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp310-cp310-win_arm64.whl

Download URL	ms_entropy-1.5.3-cp310-cp310-win_arm64.whl
Size	216.7 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

Subject: ms_entropy-1.5.3-cp310-cp310-win_arm64.whl
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Release files / ms_entropy-1.5.3-cp310-cp310-win_amd64.whl

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Size	228.0 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: c86b1a6d7f72d768bcd7fda4760fd612a5a847f26640631dd4e8b059c59f3090 Verifying attestations

Release files / ms_entropy-1.5.3-cp310-cp310-win32.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp310-cp310-musllinux_1_2_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

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SHA-256 checksum: 9aecbd299cd51104e6ab09aa7fcaa2a909478b476ee58653ecf81420b096740e Verifying attestations

Release files / ms_entropy-1.5.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: 35ce596a1e734ea0172b0f70556e7051f4320988037f1d0a1e9252250e0e7b0a Verifying attestations

Release files / ms_entropy-1.5.3-cp310-cp310-macosx_11_0_arm64.whl

Download URL	ms_entropy-1.5.3-cp310-cp310-macosx_11_0_arm64.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: f0cf1aef66e538858f72b064ee34750e071ead271c44a371e3932f955b47c2ee Verifying attestations

Release files / ms_entropy-1.5.3-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	ms_entropy-1.5.3-cp310-cp310-macosx_10_9_x86_64.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

Subject: ms_entropy-1.5.3-cp310-cp310-macosx_10_9_x86_64.whl
SHA-256 checksum: 612675faeee8620958f97837830f1961d238ccf7cd6ddd3cd976f7602f897b9d Verifying attestations

Release files / ms_entropy-1.5.3-cp310-cp310-macosx_10_9_universal2.whl

Download URL	ms_entropy-1.5.3-cp310-cp310-macosx_10_9_universal2.whl
Size	364.9 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp39-cp39-win_arm64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

Subject: ms_entropy-1.5.3-cp39-cp39-win_arm64.whl
SHA-256 checksum: 5a260241c6902972e76f0328b401e94c56ff98bf6c22e52148bb98de876c0747 Verifying attestations

Release files / ms_entropy-1.5.3-cp39-cp39-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp39-cp39-win32.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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SHA-256 checksum: 570a13c11e8b930d851389dc66d7b71794827655ba72edcf9be11dafcedd1d27 Verifying attestations

Release files / ms_entropy-1.5.3-cp39-cp39-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

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Artifact

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SHA-256 checksum: 4273dd54cf7e7f88fd3965a1b5a64010e95841a1bbf40c65ed62b71ccde988a8 Verifying attestations

Release files / ms_entropy-1.5.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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SHA-256 checksum: fd3b252e0eee3d6ad43aa60127fd0d1df3e89e834c8736d74611a577ae361c4f Verifying attestations

Release files / ms_entropy-1.5.3-cp39-cp39-macosx_11_0_arm64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

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Artifact

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Release files / ms_entropy-1.5.3-cp39-cp39-macosx_10_9_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp39-cp39-macosx_10_9_universal2.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp38-cp38-win_amd64.whl

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Size	226.4 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: 852686bcfa59760505def21f8c07d7cd77d784248484c2ab20c7359e5084a517 Verifying attestations

Release files / ms_entropy-1.5.3-cp38-cp38-win32.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: 8e220bc5e949a486cd231c1fce829cee5183ba5fe2aaae77ee9175c3b15c5b75 Verifying attestations

Release files / ms_entropy-1.5.3-cp38-cp38-musllinux_1_2_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: 4893d5e936826fe208a7d685ef5a25ab1a15e185f163ac5d1316b4bcd34cf9f8 Verifying attestations

Release files / ms_entropy-1.5.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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SHA-256 checksum: 806c121fe94d8dfcd7e85b52ce04c9728b5c0c56102c4eeccedcd39caddd8155 Verifying attestations

Release files / ms_entropy-1.5.3-cp38-cp38-macosx_11_0_arm64.whl

Download URL	ms_entropy-1.5.3-cp38-cp38-macosx_11_0_arm64.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
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Artifact

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Release files / ms_entropy-1.5.3-cp38-cp38-macosx_10_9_x86_64.whl

Download URL	ms_entropy-1.5.3-cp38-cp38-macosx_10_9_x86_64.whl
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

Subject: ms_entropy-1.5.3-cp38-cp38-macosx_10_9_x86_64.whl
SHA-256 checksum: 2e72c7a9ec749baabf6dba17433025466586ba83176c56b79a2eabe2a85e6856 Verifying attestations

Release files / ms_entropy-1.5.3-cp38-cp38-macosx_10_9_universal2.whl

Download URL	ms_entropy-1.5.3-cp38-cp38-macosx_10_9_universal2.whl
Size	358.3 kB
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Upload date	Oct 5, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/YuanyueLi/MSEntropy
Publishing commit: github.com/YuanyueLi/MSEntropy/tree/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce

Workflow

Publishing configuration: github.com/YuanyueLi/MSEntropy/blob/fe953bd9e60fc875779d7a9d9ed00975fe2b1fce/.github/workflows/build_wheels.yml
Publishing logs: github.com/YuanyueLi/MSEntropy/actions/runs/37319804496/attempts/1

Artifact

Subject: ms_entropy-1.5.3-cp38-cp38-macosx_10_9_universal2.whl
SHA-256 checksum: d55471e08f87c85eaf9f4125492676592d09bbed299c832bce19c70e5b5391c4 Verifying attestations