brisc is a high-performance library for analyzing single-cell data at scale. It prioritizes running as fast as possible on multi-core CPU systems, strict reproducibility, and a clean, user-friendly interface. On datasets of 1 to 20 million cells, it cuts the runtime of common workflows from hours to minutes.
Full documentation is available at brisc.run.
Why brisc?
- Blazing fast — ground-up optimization of core algorithms and effective parallelism.
- Deterministic — every step gives floating-point identical results between runs, regardless of the number of threads used.
- Complete toolkit — preprocessing, dimensionality reduction, harmonization, label transfer, clustering, embedding, pseudobulk differential expression, and plotting.
- Interoperable — reads and writes
.h5ad,.rds,.h5Seurat, and 10x files, and supports interleaving Python and R analyses via ryp without intermediate writes to disk. - Memory-efficient — ~2× lower peak memory than Scanpy by tabulating which cells pass QC, instead of subsetting to them.
- User-friendly — sensible defaults, strict type-checking, and solution-focused error messages.
Installation
brisc supports Linux, macOS, and Windows on Python 3.9+.
conda (recommended)
conda install -c conda-forge brisc
pip
pip install brisc
conda is recommended because it sets up the fast MKL BLAS and some of the R packages brisc uses. With pip, you'll need to handle those yourself: see the installation guide for details, including optional R integration (for differential expression, Seurat, and SingleCellExperiment support) via ryp.
Quick start
Basic workflow
from brisc import SingleCell
sc = SingleCell('data.h5ad')\
.qc()\
.hvg(batch_column='donor')\
.normalize()\
.pca()\
.neighbors()\
.shared_neighbors()\
.cluster(resolution=[0.25, 0.5, 1, 1.5, 2])\
.pacmap()
Label transfer
from brisc import SingleCell
sc_ref = SingleCell('data_ref.h5ad').qc()
sc_query = SingleCell('data_query.h5ad').qc()
sc_ref, sc_query = sc_ref.hvg(sc_query)
sc_ref = sc_ref.normalize()
sc_query = sc_query.normalize()
sc_ref, sc_query = sc_ref.pca(sc_query)
sc_ref, sc_query = sc_ref.harmonize(sc_query)
sc_query = sc_query.label_transfer_from(
sc_ref, 'cell_type')
Pseudobulk differential expression
from brisc import SingleCell
pb = SingleCell('data.h5ad')\
.qc()\
.pseudobulk('sample', 'cell_type')
de = pb\
.qc('condition')\
.library_size()\
.de('~ condition + sex + pmi')
3 maintainers
Release files for brisc 0.1.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| brisc-0.1.2.tar.gz | 379.4 kB | Details |
Built distributions (wheels)
Total release size: 308.2 MB
Release files / brisc-0.1.2.tar.gz
| Download URL | brisc-0.1.2.tar.gz |
|---|---|
| Size | 379.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
4a53d18a201f2b28df3b1b235b1e02c11945bdf3bab86ced5af3a3241d7e47b3
|
|
BLAKE2b-256 checksum How to use checksums |
c2a01f9853e7a05be61d973931cc0185fe64e0764225b27b7da60494658c2a94
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp314-cp314-win_amd64.whl
| Download URL | brisc-0.1.2-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 9.1 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
823b0e9ee1b0f3ee13118647258b937595db6f08d22f5365a401b990249b92e4
|
|
BLAKE2b-256 checksum How to use checksums |
990f6222325e96f4c6ebbf865151aec1e389df41c2338a55d3b6972adf73ea06
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | brisc-0.1.2-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 16.2 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
c000edbda1431d95b0d7a5624111f2c0df10ece560143047df0b010a0f06b838
|
|
BLAKE2b-256 checksum How to use checksums |
1a643476f538d5a4046cfec113db1c157221a4dbd53526f716673bd926db03af
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | brisc-0.1.2-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 10.7 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
66b8b9d4a6e17b0b4dd60b33b0088920db10fce81a709681af8f98fbaf0d79b0
|
|
BLAKE2b-256 checksum How to use checksums |
a2fe2deeeca8c7aec4d54240fdfac74ef086b62060694629c80be4a993d2dcad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | brisc-0.1.2-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.9 MB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
47efa5f651da813da58451919b99502a18c1275cb743f739da40031e2c316721
|
|
BLAKE2b-256 checksum How to use checksums |
2a73a3473133786d2e13276a80ee3d93d2e63b2cbdbb1aff5314bea5a3fcd17b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | brisc-0.1.2-cp314-cp314-macosx_10_15_x86_64.whl |
|---|---|
| Size | 12.2 MB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
e794c1f0a038815a8102a1246d6422ec82426409ac432017710e7a67c1ab1421
|
|
BLAKE2b-256 checksum How to use checksums |
d6e84199b82db2133a111f74562ef8bb72079b6f98d1298347df554e961612c2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp313-cp313-win_amd64.whl
| Download URL | brisc-0.1.2-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 8.9 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
42a96227dc82e903c7696ed8501922ad8c746c2b47ffb77bb0ce906ba31199a8
|
|
BLAKE2b-256 checksum How to use checksums |
2bb58d1e904db1abc5c99546400aad955ddf0f4940b7a1c9d1f5f83cecc2db68
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | brisc-0.1.2-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 16.1 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
e09e38d70f2e40e85358cf95ee836e51d9f1903e141bf22944161c8f1ddba977
|
|
BLAKE2b-256 checksum How to use checksums |
d49f5f756364b45e78a44eb957464518f877faf9be5e4d330e62a4e75594dd28
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | brisc-0.1.2-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 10.5 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
feb82fb44fd9d5ad8a737788ba17af5c58c9dc35ed476feb5b8d848d517bcb03
|
|
BLAKE2b-256 checksum How to use checksums |
77af2b85084b1774455dfb8c32b06b09d6a75c67af608f9abf3462ccad254004
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | brisc-0.1.2-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.9 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
325cfa301f882b1ac2f36c3ee52661fa14cd596af65d731561bc4835dc675d51
|
|
BLAKE2b-256 checksum How to use checksums |
c682e03a535ed0d163e1b12821cf3154b9fd3d5c7ee284bf51138dc68af3dc9c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | brisc-0.1.2-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 12.1 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
78a47e10ba81ab7f97bf0cfb53c384ea7cb20b404af53102204c574d8df29285
|
|
BLAKE2b-256 checksum How to use checksums |
4c20354c419e4b19ef63b7c3084f9ee7e6d1f8bcd7f027f8c433d46643d8f0b9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp312-cp312-win_amd64.whl
| Download URL | brisc-0.1.2-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 8.9 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7b4aab0784cc16f570b980202c59fb49242251156f580ade3485b04ef9220c49
|
|
BLAKE2b-256 checksum How to use checksums |
83defaecd61245d56b38718ac4efa36732d3b27b37c0027263f1042b763aa7a9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | brisc-0.1.2-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 16.1 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
5774cafb6888953cf3285baa52c0c3fcfd5953cf5741b60fa2fc52e4285067a5
|
|
BLAKE2b-256 checksum How to use checksums |
da3ff010d9805a70bf67038063a6c54107b16e72349ac233fa4e9689bf4a7968
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | brisc-0.1.2-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 10.5 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
9dda675f7501b9c178dcd9200cbe87e9939f2a34d42586981d55de1ddebdaa2c
|
|
BLAKE2b-256 checksum How to use checksums |
425853c25969a0c3c42dbdb5f8f81c9ae5c9012856eafa1fce06cd64f2f9e307
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | brisc-0.1.2-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.9 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
87469b16df8cad42a0db59db388a982d295d64dbdc6f187526853ba908060d16
|
|
BLAKE2b-256 checksum How to use checksums |
b45064f85c60f9ddd8821a4181ce9d6c72ad6adeb88d83ab8d8bf01dc7b0dfb4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | brisc-0.1.2-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 12.2 MB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
e93beb9fd0ccf81e3fcea8b3ade2a77ce053c5d281f9ed340800b9d8d9d6a67c
|
|
BLAKE2b-256 checksum How to use checksums |
c73ff0c6c3289bc540cd2b9428a3af3d66ed99530607047fa53e35775db9714f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp311-cp311-win_amd64.whl
| Download URL | brisc-0.1.2-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 8.7 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
09903333321fd5be70bf0a85d2ee5354e8cfc876b30f24d79f89c06874294991
|
|
BLAKE2b-256 checksum How to use checksums |
008150d8c27e5be6ccfe7e4400932fca9474626534147cedc3317d013e03ed13
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | brisc-0.1.2-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 15.8 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
50533413de2f3f200112cbb9145d0f99d71e24d6933e99366b244b806bf599cf
|
|
BLAKE2b-256 checksum How to use checksums |
f05456a8d6ae420f84698677e7a4294855fd68b7045aa5911a0226deb5c857ed
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | brisc-0.1.2-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 10.5 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
40d6c050a20e7b9f08b3c80d7bbe6a6546ac9be6d24b03fad04e47429129118f
|
|
BLAKE2b-256 checksum How to use checksums |
532c3f121f5d03c0510cd021a6b25380623a36b51d7d003535b130c6dfee4cc0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | brisc-0.1.2-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.8 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
f44d3f65d606e24f0f7b6e6286f552027d61091f355231d4fa0747440d0c1000
|
|
BLAKE2b-256 checksum How to use checksums |
d7f3cecc4e251f93479233675ca3ce6632703d12fc523121e2392910ac9cc14b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | brisc-0.1.2-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 12.1 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
fec0161c604016d06d74089de80df3427d18bd5e12ad08b353acee6f5348131c
|
|
BLAKE2b-256 checksum How to use checksums |
8ff2ababeeaa7ee76b76981e26d13ddd1adf5e1f7ce3888540f089b874092b7c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp310-cp310-win_amd64.whl
| Download URL | brisc-0.1.2-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 8.7 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
ff26e3547d10d270aa39d591e7b845b971304a9cfed2a400144ea2d135c1c128
|
|
BLAKE2b-256 checksum How to use checksums |
88a0fede531fde8fe9488bcfa4a609a2f92191b275e2a569800245c997410031
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | brisc-0.1.2-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 15.8 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
2b911385487a6f0348ee9d447ee63aa944e9ea7887b8c619d294df25d94a371c
|
|
BLAKE2b-256 checksum How to use checksums |
68e51ee1ed0334721f905ac8ddd2eb4e6b135e14bedc0659b4f9b90b43954c50
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | brisc-0.1.2-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 10.5 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
7481b9c1b49ac2142192323d526e7ae60c8e724e2c10b87b25d52f9de8f7696c
|
|
BLAKE2b-256 checksum How to use checksums |
2499a4297214874166801f5dd88e84a9098055d6a74bd557a2bb5b07f86cb60f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | brisc-0.1.2-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.8 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
30c0efe91de6eb885b62db4a6355dd66c102dc0585d53b8736a208050270dcc2
|
|
BLAKE2b-256 checksum How to use checksums |
18b827dd3af3c8bdd3846beebbeead30f62deb3b16fa4011195ce211e7f31d16
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | brisc-0.1.2-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 12.1 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
8864608f5ea13f876e385553ca98e9a7888087814afc116f08dbbe647fe74bb7
|
|
BLAKE2b-256 checksum How to use checksums |
3426ba90b1d2b08f17e5200be3ff87f85b792cdf1ff177e104ac81f0707d8666
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp39-cp39-win_amd64.whl
| Download URL | brisc-0.1.2-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 8.7 MB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
6d0da28a152e83d22fd5727efbadf26e8c3e77a86ac05bb9382ef9e6f827bcf0
|
|
BLAKE2b-256 checksum How to use checksums |
88540b8fb4e0d5a1cc7045d294d68a764600c26baf6269b4711feab51a302b8e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | brisc-0.1.2-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 15.8 MB |
| Tags | CPython 3.9 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
fec3c5bd8c45d9c780ab3516901b7fcc55bd320728c122c2b7f79597642569b0
|
|
BLAKE2b-256 checksum How to use checksums |
9de4836c412e6887da87a06d7cfaaade87e58cddb83e678cdae49deda4951cc2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | brisc-0.1.2-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 10.5 MB |
| Tags | CPython 3.9 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
7ac4e9d0ec368fc3e256b8b5ca709e118a27a9a76f2e10225204114c453a6be6
|
|
BLAKE2b-256 checksum How to use checksums |
3b97f4eb22c1cbe7c9794ca5b263948e7ed79e1cf36f32beb59df1ce5102d9fc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | brisc-0.1.2-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.8 MB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
9fd0c4c3919f0f1a713e85070ff2ebb63c461e5ee7d987c312810d03cb2c3a76
|
|
BLAKE2b-256 checksum How to use checksums |
0ce4b600de7c935182606f16e14476cf13092a8b321dd1b159ad2b4a2c00462a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency logRelease files / brisc-0.1.2-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | brisc-0.1.2-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 12.2 MB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
834d80694430a8ad2b53bf3973e62a11fd54afc9ad12665f9752220b6d91e841
|
|
BLAKE2b-256 checksum How to use checksums |
a496f003e96d6cfd988182edb5abdfb8d1bff580e0f4ef9afe1c9ccf02e9ebb3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 21, 2026.
Transparency log
