This release is a pre-release and may not be stable for production use.
Chromobius: color code decoder
Chromobius is an implementation of a "Möbius decoder", which approximates the color code decoding problem as a minimum weight matching problem. Chromobius uses PyMatching to solve the minimum weight matching problem.
See the paper "New circuits and an open source decoder for the color code" for more details on how Chromobius works.
How to use Chromobius
Install the Python package from PyPI:
pip install chromobius
Once you've installed it, then:
- Work through the getting started notebook for an introductory tutorial on how to use Chromobius.
- Consult the Python API reference for detailed information about the classes and methods available.
Programmers who want to edit and build Chromobius can check the developer documentation.
The pip package only installs the Python module; the standalone chromobius command-line tool used in some of the examples below must be built from source as described in the developer documentation.
Example Snippets
Decoding shots with Chromobius
From Python:
import stim
import chromobius
import numpy as np
def count_mistakes(circuit: stim.Circuit, shots: int) -> int:
# Sample the circuit.
dets, actual_obs_flips = circuit.compile_detector_sampler().sample(
shots=shots,
separate_observables=True,
bit_packed=True,
)
# Decode with Chromobius.
decoder = chromobius.compile_decoder_for_dem(circuit.detector_error_model())
predicted_obs_flips = decoder.predict_obs_flips_from_dets_bit_packed(dets)
# Count mistakes.
return np.count_nonzero(np.any(predicted_obs_flips != actual_obs_flips, axis=1))
From the command line:
# Sample shots of detectors and observable flips.
stim detect \
--shots 100000 \
--in "example_circuit.stim" \
--out "dets.b8" \
--out_format "b8" \
--obs_out "obs_actual.txt" \
--obs_out_format "01"
# Extract a detector error model used to configure Chromobius.
stim analyze_errors \
--in "example_circuit.stim" \
--fold_loops \
--out "dem.dem"
# Decode the shots.
chromobius predict \
--dem "dem.dem" \
--in "dets.b8" \
--in_format "b8" \
--out "obs_predicted.txt" \
--out_format "01"
# Count the number of shots with a prediction mistake.
# (Appending "" forces awk to compare the fields as strings, not numbers.)
paste obs_actual.txt obs_predicted.txt \
| awk '$1 "" != $2 ""' \
| wc -l
From Python using sinter:
import sinter
import chromobius
import os
tasks: list[sinter.Task] = ...
stats: list[sinter.TaskStats] = sinter.collect(
decoders=["chromobius"],
custom_decoders=chromobius.sinter_decoders(),
tasks=tasks,
num_workers=os.cpu_count(),
max_shots=100_000,
max_errors=100,
)
From the command line using sinter:
sinter collect \
--circuits "example_circuit.stim" \
--decoders chromobius \
--custom_decoders_module_function "chromobius:sinter_decoders" \
--max_shots 100_000 \
--max_errors 100 \
--processes auto \
--save_resume_filepath "stats.csv"
Disclaimer
This is not an officially supported Google product. This project is not eligible for the Google Open Source Software Vulnerability Rewards Program.
Copyright 2025 Google LLC.
2 maintainers
Metadata
2 maintainers
Release files for chromobius 1.2.dev1792512369
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| chromobius-1.2.dev1792512369.tar.gz | 57.7 kB | With provenance | Details |
Built distributions (wheels)
Total release size: 30.5 MB
Release files / chromobius-1.2.dev1792512369.tar.gz
| Download URL | chromobius-1.2.dev1792512369.tar.gz |
|---|---|
| Size | 57.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
f8febccd23b650d5201b753f4a294389587e0cc257babb72b8c0a57ae19290ea
|
|
BLAKE2b-256 checksum How to use checksums |
9a9671f05323836ead12e69397b1f2adb887f60dafca5617874b37aba7b42640
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp314-cp314-win_amd64.whl
| Download URL | chromobius-1.2.dev1792512369-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
db794451a9d6fe1aebe6c6fd2f6ab793a0a0a03fca1fc68f18222237e5403e5a
|
|
BLAKE2b-256 checksum How to use checksums |
9c60f1b80da9e01cfbcb3f2e8226a92e13262128470080c469e5508666b57893
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
1bd4af71cf34fb40dd5fdc39aef5d04868e37c4e0a6bac759d95a8fd3a896db6
|
|
BLAKE2b-256 checksum How to use checksums |
55423299aa3dd4318c4e97f471e5722fe3f2d7cdcdc467ad3e0c4b3b1d9ccc52
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
| Download URL | chromobius-1.2.dev1792512369-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.14 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
2b2da3e44c9a97f5b6a3aa68ab952cb43de582abb090281afb0850d4c4335ea4
|
|
BLAKE2b-256 checksum How to use checksums |
b5d66e40b930d0e78fd687a2ddc70659c2dfb887b0e0877855f33ba12ac186e4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp314-cp314-macosx_11_0_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp314-cp314-macosx_11_0_x86_64.whl |
|---|---|
| Size | 907.6 kB |
| Tags | CPython 3.14 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
08d3f748e9276edf9094858d37830293ca2c552db382f6f2ba594f79b9440adb
|
|
BLAKE2b-256 checksum How to use checksums |
65612724381b9e38f74af92aecfa7ca739dc85222e5a916065e4b94147e9f78c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | chromobius-1.2.dev1792512369-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 850.2 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
0bad8faa377176230fe43b538952197be8e025581aa55e3bbbc441c58fa2b548
|
|
BLAKE2b-256 checksum How to use checksums |
7eff21c6997706b69cb3b594affb30b60be546116107c60ee179d3c4b593f040
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp313-cp313-win_amd64.whl
| Download URL | chromobius-1.2.dev1792512369-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
dac09b3564438baadf7fdc01241de4e2e1c8bd076f007e87ee82a630beb22913
|
|
BLAKE2b-256 checksum How to use checksums |
34258bcb44723bdc1bc5bbaea55c6ff611df362d84a49868697b31a97c8f06ef
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
45b350f6707454d9f5840fe17a6333df0f66972e6af1626d7eadc7c18d31c5fb
|
|
BLAKE2b-256 checksum How to use checksums |
3fb0518911b13b7d04c6256e1c3651b41f80373400fe19627113dfe2111d6abd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
| Download URL | chromobius-1.2.dev1792512369-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.13 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
fa62ec81f9a9eaf56381eb936aba13b05e8e773f78dced7456260515f8d6749d
|
|
BLAKE2b-256 checksum How to use checksums |
b82f30952d50df35002c0a7e686d066e629eb203309891117e7ca9fbde1ba387
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp313-cp313-macosx_11_0_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp313-cp313-macosx_11_0_x86_64.whl |
|---|---|
| Size | 907.4 kB |
| Tags | CPython 3.13 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
58318ac3dd6202dc981b13a3fb6cd6a19447e487baad7a90d33e3ebefa185fda
|
|
BLAKE2b-256 checksum How to use checksums |
879563f9910dfb695b7440e8cf0e705ce419d73320d522879f388a3c353d8888
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | chromobius-1.2.dev1792512369-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 849.9 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e613aa1ca260ddb1b23d1d52d6a633aae7178b8ab1e6e296fd8283df238403cd
|
|
BLAKE2b-256 checksum How to use checksums |
18a340dd517948104fe6533c0225ccf12f3cdbdc5e3e215e5ff55ffcd2e8eb68
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp312-cp312-win_amd64.whl
| Download URL | chromobius-1.2.dev1792512369-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
35f95443db72b2ec96b26210ebf4da09d55f06e47eba0e5007d91d4bb52e57ee
|
|
BLAKE2b-256 checksum How to use checksums |
6458ad2a1ef82579bc06bd3d5b74542f4b8a1d53181f1903d60dead53d55aa56
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
6df22ae974da5c7b64f9ce7337133ec61047d736c37a1a6844f0b71cca34c932
|
|
BLAKE2b-256 checksum How to use checksums |
9b097130885231e43b450631a8bf0606aa1ca99f1d08472a207165bcf2773577
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
| Download URL | chromobius-1.2.dev1792512369-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
89647b56643490842643f89aa867eec4ef4e6d1a526869394127f5b224df1e6f
|
|
BLAKE2b-256 checksum How to use checksums |
870a76cb9f8cc91233ef00247b97536f094fa39f8049344ff66ffe7dcf068c92
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp312-cp312-macosx_11_0_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp312-cp312-macosx_11_0_x86_64.whl |
|---|---|
| Size | 907.3 kB |
| Tags | CPython 3.12 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
610beb1d31cd89cbcf53864e84c0bb04812847e74fc20033ab01ca848a65616c
|
|
BLAKE2b-256 checksum How to use checksums |
92166176c9dc4aa94e2a8ee22f2b6548d6b192d132ac57cfb2f541259891136f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | chromobius-1.2.dev1792512369-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 849.8 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
eecc099d2986b4e1d5e54dcb651f908391213636fb77b8f0802b9ca1ffe05e72
|
|
BLAKE2b-256 checksum How to use checksums |
09a1fc9aaeb2ee5fae3f8f021415808ec8e59daf7e612d3104be19192e2fd6d5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp311-cp311-win_amd64.whl
| Download URL | chromobius-1.2.dev1792512369-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.1 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
bd11b554bc56b4934428e4e3eeb78c5a72379f670647de9454cdac75ed683d9d
|
|
BLAKE2b-256 checksum How to use checksums |
b5bf6188614d3e6068c0eb7c994cd8cf1360ebcb38eab5557365da19d2e3370f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
9159abb19789f6effa55ca0a527a26ba6391d42dd20573c6b811dac6fd2d23c7
|
|
BLAKE2b-256 checksum How to use checksums |
a97a5283cf9888cfda1d2daa1a19f36a2e8242900d2acad5661a80898e7a0bac
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
| Download URL | chromobius-1.2.dev1792512369-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
4ed2f79296f70cfa740d9e881bcb4a3d7d1b363dbf06b8f45c23d2e4a38ec803
|
|
BLAKE2b-256 checksum How to use checksums |
315298c189b2129879539ef9a339f74ebf11b1e3157ac26273ee134a4f4d0d2d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp311-cp311-macosx_11_0_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp311-cp311-macosx_11_0_x86_64.whl |
|---|---|
| Size | 907.4 kB |
| Tags | CPython 3.11 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
32aa6571af18bb15a1e90c6aef6156dc4cf801abc35518fa0c3650944fcf5148
|
|
BLAKE2b-256 checksum How to use checksums |
00324600c66d8ab740cae0eaf90bf22f7a32bc939c64704dbba5cff3dd881dab
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | chromobius-1.2.dev1792512369-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 850.4 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
95ba56f282045246e48b2672d1b6c72d0e75f8e50ae996904cef80b5c5efa4c5
|
|
BLAKE2b-256 checksum How to use checksums |
c8405cfd5eeb3834bdfd4aab628197c26479dd5e038436d97a5c217aeaf051af
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp310-cp310-win_amd64.whl
| Download URL | chromobius-1.2.dev1792512369-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 2.0 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b63e055e28352f8f197556425184f2606fc09133ee37b3b7a541afbcb0250dde
|
|
BLAKE2b-256 checksum How to use checksums |
98d153e29e5fe0ac041c8920023911476a9f26b91828854b0f00726d30002f42
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.2 MB |
| Tags | CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
53ae2c212d8eb57c09317ea63bef86fae643059b78d4396afa4f31d2c3d9580e
|
|
BLAKE2b-256 checksum How to use checksums |
994b4ade86991f183533647564cd9584632033e16ef9f2858ae405bdf2c13fcd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
| Download URL | chromobius-1.2.dev1792512369-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
41aa59420c3edb1118802cc3efb24c4ba90412197af7717177c8a19619ac8d97
|
|
BLAKE2b-256 checksum How to use checksums |
9ce63cc77ee18c043e072a9afdfb69733a57aa4ba14bc8dc789b36130bfe335b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp310-cp310-macosx_11_0_x86_64.whl
| Download URL | chromobius-1.2.dev1792512369-cp310-cp310-macosx_11_0_x86_64.whl |
|---|---|
| Size | 906.2 kB |
| Tags | CPython 3.10 macOS 11.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
16e3d9619405680c2f8c2203dcd3f993bf5318c512603ec78e2066620ea8fd1e
|
|
BLAKE2b-256 checksum How to use checksums |
2fb7645ef00ce701b9dc008fbf3f330e92a471490d7807d9bd08938b6062f5d8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logRelease files / chromobius-1.2.dev1792512369-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | chromobius-1.2.dev1792512369-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 849.0 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
7b4e793947af61584a075d8b28d62cc90d4cddfc6c1b7eab22a3228446b18bad
|
|
BLAKE2b-256 checksum How to use checksums |
627e0d40f5895873d832bde7a765c1c526d13f40ec70689a6d4ce26458f0c599
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 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 Oct 20, 2026.
Transparency logSecurity for chromobius 1.2.dev1792512369
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.
Full provenance
All 26 files in this release have been uploaded with provenance metadata.
Attestation for chromobius-1.2.dev1792512369.tar.gz
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 Oct 20, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
