Skip to main content

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

Project description

MRRC: MARC Rust Crate

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 0.7.0 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-0.7.3-cp314-cp314-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.14Windows x86-64

mrrc-0.7.3-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-0.7.3-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ i686

mrrc-0.7.3-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64

mrrc-0.7.3-cp314-cp314-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

mrrc-0.7.3-cp313-cp313-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.13Windows x86-64

mrrc-0.7.3-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-0.7.3-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl (2.3 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ i686

mrrc-0.7.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

mrrc-0.7.3-cp313-cp313-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

mrrc-0.7.3-cp312-cp312-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.12Windows x86-64

mrrc-0.7.3-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-0.7.3-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl (2.3 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ i686

mrrc-0.7.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

mrrc-0.7.3-cp312-cp312-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

mrrc-0.7.3-cp311-cp311-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.11Windows x86-64

mrrc-0.7.3-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-0.7.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ i686

mrrc-0.7.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

mrrc-0.7.3-cp311-cp311-macosx_11_0_arm64.whl (2.0 MB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

mrrc-0.7.3-cp310-cp310-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.10Windows x86-64

mrrc-0.7.3-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-0.7.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl (2.4 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ i686

mrrc-0.7.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

mrrc-0.7.3-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-0.7.3-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.7.3-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for mrrc-0.7.3-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 f3d4f6184a5f2b8b6ce84b887c0dba22f364306b1fbdc15df4afdbff0a9a2955
MD5 d9e8801de6f05048c24c2187aba3ecbc
BLAKE2b-256 03c24cea261ea4575ff0b0f7f8cebea3adce6844c897546f9d6e529b197c3a47

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 3ad24569a0b5339c5a43a428647d1f4303cbf56979f0986be63a9d7142e74a6b
MD5 fab7e2ab4afe4c5129b634aeea78959f
BLAKE2b-256 5752a0c22356c76f3dc4e51ba8c5943b0d7596f959bf8d09b4c285e6c99c4055

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 4bab1912cb69d49c981586bcf351efc2699cac62e0aff12022f456b4c309c994
MD5 f31760d6d562e0f7a9e3470181740dea
BLAKE2b-256 f2e63c3c62c07a2c1892d6ac1b42d24c7398a62faeb85f2cbf5063fccb6c140b

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 2b782bd53bdc0516c822ba9511d53767db69dd2e31519df88354bd438fe2cd0a
MD5 e4d92df9246536f3e111f29c08a878a2
BLAKE2b-256 93d45fe110b34a376a810eff9703480cda471f7a26d4d1808275c27f2fc15531

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 37a22eedf94ad51bff3cc9a19809e4cddee67f09ab8be073859a3c9bed5f0133
MD5 5e8237f015e58ecc13eb61bb0cf70df2
BLAKE2b-256 142632c3c066d0aee815f73a41a0910289e651712841dbb884c8a095c32c1001

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.7.3-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for mrrc-0.7.3-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 64a87b5909476ba0223052eef37cdd80874e5c38b959afc53dbc7f387acbf087
MD5 c072c08668b39955b80544f8e3955bdf
BLAKE2b-256 282b3554477a6bac284f8d3795d367096e9db4161ffdbd220d6aad402758a995

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c8fd9864c18ca6947eb0d6f382b106ff3c1b9aafd3059a44ea3d51914da0e200
MD5 4973639a47f73929e3f95d7933e69e3e
BLAKE2b-256 9af90c11f25f1744d1532afb77dcd91eadc861c4ac9924543e6305088cfd4de9

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 983fdb302a59ee28ee81f5a385dd287598768d7182228e7daf1876303428ac43
MD5 fac0d661d4afebc43cc6451127413931
BLAKE2b-256 b2e8d83a84f3b6734c2bb99b96ca9e0da8cd987a41b063c0a7dfafadd9304a7a

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 26d7a272aadd5b666fccffa00b12737880b38be7aead1f217776d6476b1c571c
MD5 4302b18cc6b7af143cab9f02abc17a39
BLAKE2b-256 43dd90d27e12a029d197104965f659985bb4bb11ebc408aa6b1104b7aa72e2b1

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 346f865e54de7365d5b40e14535dc9216b9a37cbfcef76b44fb2087698ef19a0
MD5 964b4252e1580f813d8c36c209f6bf50
BLAKE2b-256 96d94e8493c79c0d71e43246d7e3c7ed0c8c87f32e6b9cffae34376671d1e0de

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.7.3-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for mrrc-0.7.3-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 367eb268cff40ce123d6a468ff9df2e1c0b8ba944f6cc81a53db4fcd83d5721e
MD5 96fffc1ac7fd0ae2e300b7f79055ffad
BLAKE2b-256 16d39845ebe3d5c3c2617603a92e8aaf5d91962b9b0657e6be6759d4912c2457

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f79a3440df2681bc82596e4f70f784db8d1720e5965f8a4175a10339611775ba
MD5 5ec897ff1a7689981ee83d69fbaf8288
BLAKE2b-256 6c498bdbda34009f0eb496076a52d4f09f56d5176ca4787510d0cc6d6433c60b

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 325b198f3aa39063efd999a24802f345327aa2a3007e2edf6dbaa9bf7dae83bd
MD5 cad848ab33e3f9c27ba4da8fe75c09f4
BLAKE2b-256 f25931f05e1ac70126d4095805319c47f9c5ab7f9e6108bb30dc07f370110598

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 285e20ca71ed56da63ef6cd7d1191c7c209102f42c125e3fb4c68e61ae018eca
MD5 8ed931403d6c7c3b7d56df80ec19c505
BLAKE2b-256 918fdbc5d2341dac93805770cd93eaabfa061a775f59994172530809c5c37c11

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ff896b126d6260cb2c0eb2dc3af8f4f475fa6414433ebc9b9038a6411b732fc6
MD5 8209ec3d5a1ec13fea0469c8045d5c8b
BLAKE2b-256 6b34512da92f4e13281a7bbab22fb678f8f6c6e4ba3368c5294c737a6d98c1ad

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.7.3-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for mrrc-0.7.3-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 9e7a2a0c2b49fedd60b485e315a3763fd92182d232e3b7512d5be69b5bb67c94
MD5 d182f0091bc1b77d3787662fd5f9a799
BLAKE2b-256 d9c9f0648a7e279b5eb4934a58fd3098bbb583667c2709998bb6e254d25fef09

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 414de610282b351281a0a07cde59e10e7f464a7cddc9b5ccd49a00eb36b33193
MD5 f5a71060f24369c073e05ce595b8acb2
BLAKE2b-256 3f0a0fcaced4da4e1877de4551ecee96e9a7ab7cbeb2a3c68bfbaccb35170ce7

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 079abf77ad8740cffe3e0974727f4619e7ca3267557d2d6c21e64e41d9f7c976
MD5 c1e03eb7ae4df97b53219048f2e3801d
BLAKE2b-256 a8f88cdad966b364a832c68283bec2d1a578e0957d949135a61fba49ef29ce93

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 5959b227c0641e67271552a27077c81ad4e1251cbb2e45d30ea3c9418b75da50
MD5 d9bb9f33d0778678db9cd16a3cfedc67
BLAKE2b-256 7d3a0b39b545627aaffc428ef9c4c819dbc0617f21dd6870809c26607ff04fa7

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e64fa7d95f836a86c97196540000c3d693a1bbb13b9fc44bcb02790c89ab1e19
MD5 20e8e25757ead77e2d45665c04b44ccb
BLAKE2b-256 ae30643c29c020a9cf7043cb47fa3f6a387c0a5be85e32393c9decc757512f5c

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.7.3-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for mrrc-0.7.3-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 1df492813ada682ed69cee63f41e75a9ac059963caa7ba666425b603c9f1e506
MD5 296496ab95168f41ae37a637d086d546
BLAKE2b-256 9ee47a4d3ea25428e88d2612be16868a60e1f9e4ec8cf4bfacb3c1db98e2a0bb

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 120ebe194ee1b63343e20e36f71973f66a5f26c65f9fe432d6d7cb6faba69ad9
MD5 aa839e9a43e3045191a05c90db2b1f0f
BLAKE2b-256 cbf696cde28a6027598c71be88cbfb825bf925e5f481be83e2ae98f3b35b7222

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 cea7eae1154164e1bafc84fd032a853ced7a27016be59e2a4bbc59e6517ba0c8
MD5 82e97ea21661c3fd6d75b04228c664a1
BLAKE2b-256 93fbc764d0dbec467503a9371466f5ca4ec6d4b17da43ce4147557c08337146b

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 f1d42fcd1ffc235e7e19e377e2ab09b409fd36368c9ae1fba4194220e4fb8afd
MD5 6d3d72dec8d0e72fa704c9670d103388
BLAKE2b-256 e75c240cb6c9f827ec08e72d15db7b9e5644a4a1097382e301a92d3ab637d79e

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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-0.7.3-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for mrrc-0.7.3-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 15b4f1530b64c1c4ac2a2faec3a0aa0afb02a8b5bcf68e116d61b7393b40345a
MD5 affff88afb7e73b8e72e7659ae519b85
BLAKE2b-256 cae9e95505a827a9941d7487d951be6a9803474ac43eacb76aa01f5435e512a1

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.7.3-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