Skip to main content

Qurry 🍛 - The Measuring Tool for Renyi Entropy, Loschmidt Echo, and Magnetization Squared, The Library of Some Common Cases

Project description

Qurry 🍛 - The Quantum Experiment Manager for Qiskit and The Measuring Tool for Renyi Entropy, Wave Function Overlap, and More

This is a tool to measure the Renyi entropy, Wave Function Overlap, and Magnetization Squared of given wave function. Running on IBM Qiskit with the function from constructing experiment object to pending the jobs to IBMQ automatically.


Acknowledgments

It's a great thanks for National Chengchi University, NSTC-Quantum Virtual Machine project, and National Center for Theoretical Sciences, Physics Division located National Taiwan University, which funded the development of this tool during the author @harui2019 worked at this institution as Research Assistiant, and i also a great thanks for IBM Quantum Hub at National Taiwan University providing the access right of IBM Quantum, let us can fully test this tool and execute our experiments.

National Chengchi University

NSTC

National Center for Theoretical Sciences, Physics Division

IBM Quantum Hub at National Taiwan University


Available Python Version Downloads Available System Available System Available System Available System

Install

By PyPI - Stable Release

  • Would show up in pip list as qurrium-x.y.z
  • This may not be the latest version and update frequently, but it's stable.
pip install qurrium

By TestPyPI - Nightly Release

  • Would show up in pip list as qurry-x.y.z.devW
  • This will include some new features and bug fixes, but it may not be stable.
pip install qiskit tqdm requests
# the installation from testPyPI can' t find these dependencies
pip install -i https://test.pypi.org/simple/ qurry

Maually by Git

This method is installed from source, since we use Cython and Rust, it will require "C complier" and "Rust complier" which you need to install them first.

You can install rust quickly by the following command:

curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh

Then, you can install qurry by the following command:

git clone https://github.com/harui2019/qurry-preview.git --recursive
cd qurry
pip install -e .

Test Installation

We use pytest for testing, you can run the following command to test:

pytest

After you finish the installation and want to comfirm the installation.


Citation

If you use this tool in your research, please cite the following paper in the file CITATION.bib:

@misc{chang2024probingentanglementdynamicstopological,
  title         = {Probing entanglement dynamics and topological transitions on noisy intermediate-scale quantum computers},
  author        = {Huai-Chun Chang and Hsiu-Chuan Hsu and Yu-Cheng Lin},
  year          = {2024},
  eprint        = {2406.10159},
  archiveprefix = {arXiv},
  primaryclass  = {quant-ph},
  url           = {https://arxiv.org/abs/2406.10159}
}

Environment

We currently SUPPORT qiskit 0.46.0+ and qiskit 1.0.0+, other lower version is no longer available.

  • Ubuntu 18.04+ LTS (All ManyLinux 2014 compatible distro)

    • on x86_64 (recommended)
    • on x86_64 Windows 10/11 WSL2 (recommended)
    • on aarch64
    • We strongly recommend to use Linux based system, due to Python multiprocessing may exist some unknown issue on Windows and the GPU acceleration of Qiskit, qiskit-aer-gpu only works with Nvidia CUDA on Linux.
  • Windows 10/11

    • on x86_64
  • MacOS 11+

    • on aarch64 (Apple Silicon, M1/M2/M3/M4 chips)
    • on x86_64 (Intel chips)
  • with required modules:

  • with optional modules:

    • qiskit-aer: The complete simulator package of qiskit
    • qiskit-aer-gpu: The gpu acceleration of qiskit-aer when use Linux and Nvidia GPU
      • qiskit-aer-gpu-cu11: Extra package for CUDA 11
    • qiskit-ibm-runtime: When use IBM Quantum Device
    • qiskit-ibm-provider: When use IBM Quantum Device, but it will be deprecated soon.
    • qiskit-ibmq-provider: When use IBM Quantum Device, which has been deprecated.

Measurement

qurrent - The Renyi Entropy Measurement

The main function to measure the entropy. The following is the methods used to measure.

  • Hadamard Test

    • Used in: Entanglement spectroscopy on a quantum computer - Sonika Johri, Damian S. Steiger, and Matthias Troyer, PhysRevB.96.195136
  • Haar Randomized Measure

    • From: Statistical correlations between locally randomized measurements: A toolbox for probing entanglement in many-body quantum states - A. Elben, B. Vermersch, C. F. Roos, and P. Zoller, PhysRevA.99.052323

qurrech - The Wave Function Overlap Measurement

It's similar to qurrent.

  • Hadamard Test

    • Used in: Entanglement spectroscopy on a quantum computer - Sonika Johri, Damian S. Steiger, and Matthias Troyer, PhysRevB.96.195136
  • Haar Randomized Measure

    • From: Statistical correlations between locally randomized measurements: A toolbox for probing entanglement in many-body quantum states - A. Elben, B. Vermersch, C. F. Roos, and P. Zoller, PhysRevA.99.052323

More wait for adding...

Project details


Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

qurrium-0.8.1-cp312-cp312-win_arm64.whl (377.9 kB view details)

Uploaded CPython 3.12Windows ARM64

qurrium-0.8.1-cp312-cp312-win_amd64.whl (662.1 kB view details)

Uploaded CPython 3.12Windows x86-64

qurrium-0.8.1-cp312-cp312-win32.whl (421.6 kB view details)

Uploaded CPython 3.12Windows x86

qurrium-0.8.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

qurrium-0.8.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

qurrium-0.8.1-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (2.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

qurrium-0.8.1-cp312-cp312-macosx_11_0_arm64.whl (761.6 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

qurrium-0.8.1-cp312-cp312-macosx_10_9_x86_64.whl (779.3 kB view details)

Uploaded CPython 3.12macOS 10.9+ x86-64

qurrium-0.8.1-cp311-cp311-win_arm64.whl (377.1 kB view details)

Uploaded CPython 3.11Windows ARM64

qurrium-0.8.1-cp311-cp311-win_amd64.whl (659.4 kB view details)

Uploaded CPython 3.11Windows x86-64

qurrium-0.8.1-cp311-cp311-win32.whl (420.4 kB view details)

Uploaded CPython 3.11Windows x86

qurrium-0.8.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

qurrium-0.8.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

qurrium-0.8.1-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (2.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

qurrium-0.8.1-cp311-cp311-macosx_11_0_arm64.whl (761.1 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

qurrium-0.8.1-cp311-cp311-macosx_10_9_x86_64.whl (778.2 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

qurrium-0.8.1-cp310-cp310-win_arm64.whl (376.7 kB view details)

Uploaded CPython 3.10Windows ARM64

qurrium-0.8.1-cp310-cp310-win_amd64.whl (659.3 kB view details)

Uploaded CPython 3.10Windows x86-64

qurrium-0.8.1-cp310-cp310-win32.whl (420.7 kB view details)

Uploaded CPython 3.10Windows x86

qurrium-0.8.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

qurrium-0.8.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.0 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

qurrium-0.8.1-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (2.0 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

qurrium-0.8.1-cp310-cp310-macosx_11_0_arm64.whl (761.3 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

qurrium-0.8.1-cp310-cp310-macosx_10_9_x86_64.whl (778.3 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

qurrium-0.8.1-cp39-cp39-win_arm64.whl (418.6 kB view details)

Uploaded CPython 3.9Windows ARM64

qurrium-0.8.1-cp39-cp39-win_amd64.whl (659.3 kB view details)

Uploaded CPython 3.9Windows x86-64

qurrium-0.8.1-cp39-cp39-win32.whl (420.7 kB view details)

Uploaded CPython 3.9Windows x86

qurrium-0.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

qurrium-0.8.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.0 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ARM64

qurrium-0.8.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl (2.0 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.12+ i686manylinux: glibc 2.17+ i686

qurrium-0.8.1-cp39-cp39-macosx_11_0_arm64.whl (761.3 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

qurrium-0.8.1-cp39-cp39-macosx_10_9_x86_64.whl (778.5 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

File details

Details for the file qurrium-0.8.1-cp312-cp312-win_arm64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp312-cp312-win_arm64.whl
  • Upload date:
  • Size: 377.9 kB
  • Tags: CPython 3.12, Windows ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-win_arm64.whl
Algorithm Hash digest
SHA256 a9a604b3320c66ceb4cbad5ddf7586578210beef8d12a74004931264e645d073
MD5 ab17095fe6211325070a51a046ead980
BLAKE2b-256 c8a4584561cbb26f287179f80c95460e26de6ab98f60cab9d5cee5330a14fd3e

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 662.1 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 6e818ff0930822445e39bd47da4da5f2427cecb93276207114b0e887be3726cb
MD5 59b36bb138a7a7e425933f6dfca0a313
BLAKE2b-256 66ad7f0167ec5509e09e9c1930d17f930b15d742a15b6cef58fbf704d5b47aee

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp312-cp312-win32.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp312-cp312-win32.whl
  • Upload date:
  • Size: 421.6 kB
  • Tags: CPython 3.12, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 ae7878805ffc46ac921241ebdde0ed7d7b6c5d82a41978f3928c4595ed7cee81
MD5 5b3344ed8025d0f057a323314b92eaf7
BLAKE2b-256 1033694efe1687f4210109fe3ca2903e30acf60ca80d1f3509406a3384f0202d

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 2173482f91433144618ca8776a75cd35157ccccf91a6383497e0eded1da6972d
MD5 c29fef97bd120b6d2a5914ad6a64abd7
BLAKE2b-256 0a9d3f6be27be14cfbb5bc8d2b3b5ca65d2d4542793dfdf617e5587599ddb852

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 8aeb4670ef906f67667d52ad9975958c1e63d4d690c6248b1fd386ccb3cbeed3
MD5 ca1e4070d843f679716d013651346b6e
BLAKE2b-256 053e468f3ad72f4f304da2ae9646fa1dd01057504d74daa65ffa9901b760e890

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 97fd36ea4852ca362dfb72d9aa03705d8278a51c64a7251d1f36ed56b6584c49
MD5 237faea0db6730a3be1a870437a9f20e
BLAKE2b-256 b81505290828c370f1427631fc2ff7678606112ca41a3ca86ac11753c29e09c7

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 fbf6b310fa2c0600653fdc7ed8a457e25cfe61f94a799afafe5c56e8320e4291
MD5 5b4caae9d5fe00466ef33c8c47b1818f
BLAKE2b-256 0aed190a8c3a772fb77a8a1c40879977051fffa950d21090818bcc5855347fd5

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 ee8db4af2c10e3421c33b925f0f47242db31138d5ee3ecef7514e5f394959ee2
MD5 cb0b8a82b3fe6278a25cecbcee0b81b6
BLAKE2b-256 c722b42dd93186a787cef792d476bc6face95fd892fdcf19304929ce213b50bd

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-win_arm64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp311-cp311-win_arm64.whl
  • Upload date:
  • Size: 377.1 kB
  • Tags: CPython 3.11, Windows ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-win_arm64.whl
Algorithm Hash digest
SHA256 79fd0fa320bd2d008fcbc167d742afa9cf0330446eac90c5ffd09debc1f3e28e
MD5 4ada67884401837fa2b930648393d711
BLAKE2b-256 9b2ed153f01f8407e40d40c01094d17ada5d361c46acac4d0dd33cdca68a80b5

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 659.4 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 a3ae08fa883f5e703e7499a92b88ff1881f6c73ede5dd7854d53f1b93713bec7
MD5 66eb86b895651790d8ea763eda722adc
BLAKE2b-256 c55b9bc02ad7c5fec6cfc4f4b1d38775210bd64242332fa11cb7b5383c3c2004

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-win32.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp311-cp311-win32.whl
  • Upload date:
  • Size: 420.4 kB
  • Tags: CPython 3.11, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-win32.whl
Algorithm Hash digest
SHA256 768d3c463b9e3690ff1d9cb3633cc9875fcaf4ce615e32e8c1fddf46064d02ec
MD5 d4fcc78a6f73060ff850c8b0ab2a4e52
BLAKE2b-256 38813d2dec58005000aa820d9bbeab759dae5c08019fcf16784f4047887529b8

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3131c21c9efd6c075e1c50c9decfdb47dcf254721759909b048df0b37eea25e3
MD5 b64315cd920826a01b1ff634953f5348
BLAKE2b-256 25e2af1d096271c71242b3cea4a64cf474a6580f998540426a1fa6ba90c58af2

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 ded8c0ffad6d471ddf6a0eeaefbba1d9b6cc20c65c664023d064825e17b5db05
MD5 b2ef1a940303546078da642831b0d104
BLAKE2b-256 c44aea59c52e3c2a43c71df7abf93b289f5810f12c102d760ae012f8bfb4c14a

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 845ce31b57fe143dc4bf38be76ea5bbf9218d66e38b372d839ed6ce9971c91e3
MD5 20dbb193a1a484433242b754ab09e0b0
BLAKE2b-256 a08048349ba150d2a119fd2ff7c9daa43def98c188f5e17e1dbc59c21fa043d0

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 b75f529d07d9d2271655c3b8b7d1aab07c617a74bc4b6cc52be5f75bcc1203d0
MD5 db8d0ad596dd79be8e7cf2382ae052f8
BLAKE2b-256 890cac78fac7359c80cb9dcc0834d64566e659438978780353b450ee00d9bf44

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 e8f35bffa3f01bed7b108cac880973bc3f4e5bdb2a777b08f57b344f14ded445
MD5 f94ad220787803122bfb16859d1e4f36
BLAKE2b-256 4df366b62f39ceab52aa9608c8b429ba68aab16553510673412240dab3cda4f3

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-win_arm64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp310-cp310-win_arm64.whl
  • Upload date:
  • Size: 376.7 kB
  • Tags: CPython 3.10, Windows ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-win_arm64.whl
Algorithm Hash digest
SHA256 cb3952f79c55b13b321d1e639ef9df0086117771b308ae528aa59edf343f2710
MD5 40bb49cd8c75077b1733f6ce9aaeef7e
BLAKE2b-256 aaf1806532d5421566a06ffe94aefebaac91bc25239843c2d17678f09dd8a243

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 659.3 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 7ace6ca05a9277240ac9da2d99454f9f2ab2c21992271c2f9c928f22252d7819
MD5 35ad0cdbdd8afb73cb5df789a0c0288b
BLAKE2b-256 b536719675afbd65c3d6318c99352bd914e79de54aa3f08692bd65983e55cce7

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-win32.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp310-cp310-win32.whl
  • Upload date:
  • Size: 420.7 kB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 6b76c62445e6ad5197fe21e6313ae4498aca73d590d9802d8ae4fe1d8945c3eb
MD5 6f4f901c0b60275518bd513461dc8699
BLAKE2b-256 3e1b745c04d5da1db218ccc88ff5e1656420319106d1f505482128dd027234d1

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 9ad8a824ae09ae5564faec955e88f9b2a53e206b37577895e9d29da4ace39f79
MD5 f4ec7e080da4b81a406fdd5e1ead91d8
BLAKE2b-256 4f1647d0f527101eac056cee9f5d7c95ed4c73e4beb7e9ef1b5f9fbe8a570639

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 cd115b2c3a66d39e89794598198963c9a7e255aecdb86f4f02975ea046b6e3f4
MD5 4ab35ad3a56f468cb961957dcc0b3c86
BLAKE2b-256 b65755f078f98436d30e0d245dcfb4bb813f30d64e19b53fcad36812e56a0f15

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 258bbb8e531e7ee4f862a755ea52719df285f7551de69a51f919be41e92f1235
MD5 7fabf68d6e119ea0943d0534ced3732b
BLAKE2b-256 fee081af59662360c10e05f8ef8563f79c7e6d4886964dadf2b4966b52265f48

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c96f50fccd1e65ca7925ac777bc800496e21b3e7d2c9aee894d03ff3d7a89ab6
MD5 cdf334bc60b7dae17ade0004288c5f61
BLAKE2b-256 7f75cb9431cab96842ce58718bbbfa4d60aa5f993806ccdb0295b7a9839c4f94

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 eed0c2d7208da786479321491f48547bccd394e958f5581cf0d6e7aa49970e6b
MD5 96494c38b566cec3aeb77458e706a97f
BLAKE2b-256 f092c0e2168f78eaaa2fc8649213e09de925ac75a998a01f005fd810342bf77b

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-win_arm64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp39-cp39-win_arm64.whl
  • Upload date:
  • Size: 418.6 kB
  • Tags: CPython 3.9, Windows ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-win_arm64.whl
Algorithm Hash digest
SHA256 7eba678787dc400b7fc45e474e666391c04035410aa90e2ae9b9cba5b45fdbc3
MD5 6564356955d3554766bc1abd57736de9
BLAKE2b-256 77799f1d93d162bfe21da67f07fac1ddca4b7339ae210807a472a2ecb7f059c8

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 659.3 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 12b14e316dc310131657797fcedf8a4f670614f8e6a7bacbb5bde79bb2f3a683
MD5 34b2a4fe61a83f9592c9e49a64605682
BLAKE2b-256 24710bd92a8bb7576e20150ff84739c7177be400aef37bb5606b22298686fadc

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-win32.whl.

File metadata

  • Download URL: qurrium-0.8.1-cp39-cp39-win32.whl
  • Upload date:
  • Size: 420.7 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/5.0.0 CPython/3.11.4

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 e1c73981da6904dbad2ee1941fadb0a8a888830c411800318ca4fb785ba585ab
MD5 8fe79726f4a8b94e04d103fb47e6f075
BLAKE2b-256 ca9ecd9b04b448a09fb4d59f474034514f5226fd83466eeb0884a28b12d077c4

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 6df83bfd112137798637ac6a56c42df918da2399683ed992bd4ca4b43308554a
MD5 4aabae674ce91ed8ad61f71f5e12c0cd
BLAKE2b-256 d02ad2c8285566f66c8c860a346b03866e717417660a405e17a046f4e350ef4c

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 1ace50f95d92fd3b14eecd7f4c035807e04c2b7e5fdbb0f9144bb26253e8c1e3
MD5 abd15d55d314d58cc81f1713287959c7
BLAKE2b-256 fbd1db266fc912a776d151d03ef2a3d40d853f714676f5b3f7a4a873b8aeec52

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 66a4321c6e12488b8a77c90b2709c8bdc5473aebb7303afb653c37018f16f1ce
MD5 a764c493c4972c20cb7b559a1d048146
BLAKE2b-256 2dc31d96299a9dcc89279d830ea095705da61ca5994be5558b2f4cd0c96445d3

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ff4afec7d82e203b77aa8c02ae699e1e9d0624469bb1548f1f123d97f9882752
MD5 7dfcee343fa4110d5d737209ea16fa14
BLAKE2b-256 f0dc0f722da62d3900469e045b82d28a8c386bc01a3df009812c5a3e06e38560

See more details on using hashes here.

File details

Details for the file qurrium-0.8.1-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for qurrium-0.8.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 bef8733279066d37c1cb88a7cb212dea7feb5f6d14fb097c243249f6a24a0837
MD5 3ab5b813e0b9806ef073b55201c9f914
BLAKE2b-256 7947f1ecc3b6e9a73ee144837146ffe9583018acebd70b47c9af37d1a81a9908

See more details on using hashes here.

Supported by

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