Pre-release

This release is a pre-release and may not be stable for production use.

Chromobius: color code decoder

Chromobius is an implementation of a "mobius 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

See the getting started notebook.

Also see the Python API reference.

Programmers who want to edit and build Chromobius can check the developer documentation.

Example Snippets

Decoding a shot 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.
paste obs_actual.txt obs_predicted.txt \
    | grep -Pv "^([01]*)\\s*\\1$" \
    | 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.

Project links

Data verified by PyPI on Jul 18, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Stable release available (1.1.1)

2 maintainers

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Avatar for quantumlib from gravatar.com quantumlib Avatar for strilanc from gravatar.com strilanc

Credits

PyPI data
Data sourced directly from PyPI's database.

Maintainer: Google Quantum AI

Author: Craig Gidney

GitHub Statistics

Data verified by PyPI on Jul 18, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

Apache-2.0

Requires

Python >=3.10

Tags

algorithms color code fault-tolerant quantum computing möbius decoder quantum computing quantum error correction quantum

Classifiers

Report project as malware

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