Skip to main content

MRRC: A fast MARC library written in Rust with Python bindings

Project description

MRRC

Tests Lint Build codecov CodSpeed

A Rust library for reading, writing, and manipulating MARC bibliographic records, with Python bindings.

Note: This project was developed using agentic coding tools (amp and Claude) and uses beads for agentic issue tracking. The package has not yet had extensive practical testing by humans and should be considered experimental.

Features

  • Reads and writes ISO 2709 (MARC21) binary format
  • Python bindings with pymarc-compatible API (minor differences documented)
  • Multiple serialization formats: JSON, MARCXML, MARCJSON, CSV, Dublin Core, MODS, BIBFRAME
  • MARC-8 and UTF-8 character encoding support
  • Benchmarked at ~4x pymarc throughput in Python, ~1M records/sec in Rust

Installation

Python (3.10+):

pip install mrrc
# or with uv:
uv add mrrc

Rust:

cargo add mrrc

Example

Python:

from mrrc import MARCReader

# Pass filename directly for best performance (releases GIL)
for record in MARCReader("records.mrc"):
    print(record.title())

File paths use pure Rust I/O, releasing Python's GIL for multi-threaded workloads. See the threading guide for details.

Rust:

use mrrc::MarcReader;
use std::fs::File;

let file = File::open("records.mrc")?;
let mut reader = MarcReader::new(file);
while let Some(record) = reader.read_record()? {
    if let Some(title) = record.title() {
        println!("{}", title);
    }
}

Documentation

Format Support

Format Read Write
ISO 2709 Yes Yes
JSON Yes Yes
MARCJSON Yes Yes
MARCXML Yes Yes
CSV - Yes
Dublin Core - Yes
MODS Yes Yes
BIBFRAME Yes Yes

Full format reference

Platforms

Pre-built Python wheels are available for:

Platform Architectures
Linux x86_64, aarch64, i686
macOS x86_64 (Intel), arm64 (Apple Silicon)
Windows x64

Status

Experimental. The Python API aims for pymarc compatibility but has some differences; see the migration guide. Rust APIs may change between minor versions.

Roadmap

Version 0.8.0 is suitable for testing but remains experimental. Before a 1.0 release, we plan to complete:

  1. Real-world data testing — Validate against large-scale MARC datasets from LOC, Internet Archive, and other sources to discover edge cases
  2. Code review — Thorough review of the codebase, particularly the Rust core and PyO3 bindings
  3. Performance analysis — Profile with production workloads, optimize bottlenecks, and update benchmark documentation

License

MIT

Links

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.

mrrc-0.8.0-cp314-cp314-win_amd64.whl (1.9 MB view details)

Uploaded CPython 3.14Windows x86-64

mrrc-0.8.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64

mrrc-0.8.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ i686

mrrc-0.8.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64

mrrc-0.8.0-cp314-cp314-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

mrrc-0.8.0-cp313-cp313-win_amd64.whl (1.9 MB view details)

Uploaded CPython 3.13Windows x86-64

mrrc-0.8.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

mrrc-0.8.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ i686

mrrc-0.8.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

mrrc-0.8.0-cp313-cp313-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

mrrc-0.8.0-cp312-cp312-win_amd64.whl (1.9 MB view details)

Uploaded CPython 3.12Windows x86-64

mrrc-0.8.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

mrrc-0.8.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ i686

mrrc-0.8.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

mrrc-0.8.0-cp312-cp312-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

mrrc-0.8.0-cp311-cp311-win_amd64.whl (1.9 MB view details)

Uploaded CPython 3.11Windows x86-64

mrrc-0.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

mrrc-0.8.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ i686

mrrc-0.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

mrrc-0.8.0-cp311-cp311-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

mrrc-0.8.0-cp310-cp310-win_amd64.whl (1.9 MB view details)

Uploaded CPython 3.10Windows x86-64

mrrc-0.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

mrrc-0.8.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ i686

mrrc-0.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

mrrc-0.8.0-cp310-cp310-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

File details

Details for the file mrrc-0.8.0-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.8.0-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 1.9 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for mrrc-0.8.0-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 247ba723bcd15786b5ce6efa4fbf9b6c474999662517df6b3cd51699af980a95
MD5 4dd3bae2b5e9068a743eccd632585082
BLAKE2b-256 e887b7ed9af01943583545c7f49ad8283caf755b9e191123ddd77bc3a833422b

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp314-cp314-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 2e95400cf3b558327e4d41dd7e9d42e2fb2861a68dddd8595ab79189f5d36153
MD5 5339b207861d691d62eaaab507855b12
BLAKE2b-256 030455403020605dee938d5673224758a45ea93b9f6c65a85810a0ea1a00ec5f

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 ccf82818a0175b851b1e47a50994f1257e62a7ee0ee8730f775640ad2e36413c
MD5 fb55c5297d95b3e3a0704150f4737d25
BLAKE2b-256 6ceaa3af6c91c5fbe41bc36801c383644d09145fb25be6081b4409576f053611

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 3a99acf2a952e12c169b7c850ae81fa15d9b2aabfa3f29ab9c5cb20442c869b6
MD5 28393c7a9732af7d4cb4a108a72f31f1
BLAKE2b-256 86b60b1d9aaaad20dc31a689ecd0e0133b2874ff659470dd6a0e638c8f244c99

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 a2b41e37213126c9042507915161fc67d4ea98c478272ffa6560967203e66cf4
MD5 578bfbfc629419a8ce7ff8f0e04f8dc6
BLAKE2b-256 e7b19843f357770a1c96292cdfbd2ed49a406be863fe6c3f6eab320445d7a26b

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.8.0-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 1.9 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for mrrc-0.8.0-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 3b978bf1f81af7dfacc0a9706076c823a245b184f387355bd011b1788ad0471e
MD5 9203265a2453cc4c81e30a2285b7f856
BLAKE2b-256 450518874b4dca828cb84c93b53a2b22bfad6172995794a145ff38133b4f02d1

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp313-cp313-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 33b951b52ec186f27fb97c927295316adac13e7af8db383fe90b6ceb224b3fd2
MD5 7294b1b9fd1cb7c6fa5498a9da3e415d
BLAKE2b-256 ca9fc8a054f12d0ffde027f5607d07d7ef1df05fa3714f9bc0b5467724849fc4

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 364e695533c310731b7e77dd44a2ebe0a9ffeaecaf5346124a586f802c24a5d3
MD5 5c584d9e8dc26954af3141e097dd442a
BLAKE2b-256 912b463ea7f0163d21f548ccb51673cb45ee8c6564a2519ae66b7f832f8e10d0

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 bbb1277dc7a5648140185ccdd7c3d7121d9581fc8f8fac92eff7eb7f3bd97880
MD5 9bcd29574477f6791f77c3b4149d4242
BLAKE2b-256 d797b28d6590515ee6d1db0bcea27799c9867254f03e48853e14008de6972e87

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 391dfb5d073b8ba1fe4db9af482b93930de967926ec4c04148c00264529c7a6f
MD5 b5c93718b7e583c22fe71cfd90c94cfb
BLAKE2b-256 70858c10f5e017f12963874a28fef99df4e1bf2e22a7858b3f3e4f5217cf9922

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.8.0-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 1.9 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for mrrc-0.8.0-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 0468272e399fe60c9e9b92a8665331e89b78ed87ff956b24d21dd14acc17139b
MD5 46482bb51d309052d21ab25884d0b59b
BLAKE2b-256 b06f4e0caa0ed0d83aff4686f17a3fb6d64b88cea976196eacbec5cef4408521

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp312-cp312-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 591de08c6da29cd5b53dd84c4572693919e0407aba58f41f405a7e4f04d6b214
MD5 1d21473beb9bb752a5b9539d2734a67b
BLAKE2b-256 5e4313b4a57a4a2f1f8cfa3af69fa5eecb8fc3629707829a58ac37271229e401

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 016447a5b958d0524881476510e52423d2ffef35dc930d2cc62f5fb96c1e4a2b
MD5 52b579c1ca696c1190c120179dcc5e6b
BLAKE2b-256 90133e5de8ba154888c92a0f299cbdf7851ed772e693ad3ebf03e05a2f8fcfd3

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 e6eec0ba9270e29fdad2c4d4ef8b495ef84f63bb848db415f30900475f073f06
MD5 16cb8cc75024325d40247cda4f43a3d3
BLAKE2b-256 ed0cff76b0a8f3e77f4756c14b25c0edae5c826fc2a0ae70e8cda266adfc610f

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3d5346c9ba2f0d08677a19fb29c249558e6c2262eff11fbb6c529438dcc9d187
MD5 4c54443012f60d60859abcde2afb7264
BLAKE2b-256 3491179299b5d31b37beab05125d11a0516b3fd4eb2a7fa1ad20f4f5e9978dcc

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.8.0-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 1.9 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for mrrc-0.8.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 e49723e42e5a406617cf0147c6fce936072e05915b7620a58f34ea118ca2f986
MD5 63e096a642b1157a19ea46337165f50f
BLAKE2b-256 dd7da1b3e05a74d94ab3ba422747de8284f676c8811365e7b9cf8b04bf4d9166

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp311-cp311-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b3fdcd7070d25dbe23f323fc29715a23d99d6b74fbd72179245591765e23eb61
MD5 73aeedd3e6efefcc4aeb0e3afb77136a
BLAKE2b-256 5b1bdf39b1997cb13622226af35c4603d3ce289ad82e5e7b88bed5b857ce39e7

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 832ba00d4f663e0df9b06a8162080e3b8d9ecdd4df2bf7501a16d44524523067
MD5 a92470473b6f027e7e5324a9b58b7a14
BLAKE2b-256 63c6b44774687faa1f0e8bea9ca92644fcfa2731a323b72baa5a5294791c30b1

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 b8d1f84632b05a2eedaf99c3b8ff7d68e830f2106d4efa481bdda917505608b3
MD5 3ec0419e0bd9ccf9496726dc6d06b816
BLAKE2b-256 8ebcaa15e41d5f4ae14868b3ec32271367716e38f573d5a1cf4f903ee4271755

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 863954742727754f39e9f0e0193133902e73a4f0f02c808dd626d733f72c3bef
MD5 437cfa7e4eaf37af08395bb1dc04b131
BLAKE2b-256 6ca00b3e0b45acec0e11b434e9b8a9277baa4d0356c1804a8cecd90b69adce65

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.8.0-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 1.9 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for mrrc-0.8.0-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 bf5801d82a73b4802a24bb65b9ab0be746f620e88fc02a4f5a9622b727992820
MD5 474e2c71f3533eecb03c158f2430d163
BLAKE2b-256 b2c04656fd077126523ef82b0f7f03e9cb09fa13d7d25df87957f9c927c95764

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp310-cp310-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 234449395e8fc2e15114192b3ca259e14543713df3bb24c364555b2e473e9bdb
MD5 b688ca4fce0bd50718e9b16a209038b8
BLAKE2b-256 b06df62340a24e2c06919afe35da3b6aed1cdcc576c0d7c5d6d4fe9f8356210d

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 9c65057b32ab210ca1804cdb1b09b326cbc78d9cc5e769cc8fccd2bf13035535
MD5 926d4cf24d62bc8d8cae370f78930d7d
BLAKE2b-256 02e3c022be018f72740ed256293c6d299529a874a898ad7ce9f6c4c5a9da7ba4

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 d33b8eab01f952256b829f0fcd20e4ffa3bc2dbf21a00c0ca9629b876159ce3e
MD5 1f59bd22b282b1acc443e869ad6ef980
BLAKE2b-256 eacc1a81a463c97b8b064032803194dc532fd14e0e31844ca48ace6523afc7ae

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

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

File details

Details for the file mrrc-0.8.0-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.8.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c66cde39c4e69a61d7781009688f3b7a11110f055955bbef00385c73ad2f5410
MD5 b02c2e3a77ded5ee53bcf54198c0b904
BLAKE2b-256 6929e19aa0876cdf88104d2b28d6f8dc0b6562bf29f2b87032a64ceeb1d8a25b

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.8.0-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: python-release.yml on dchud/mrrc

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

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