quits 1.0.0

A modular QLDPC code circuit simulator

QUITS: A Modular QLDPC Code circUIT Simulator

QUITS is a modular and flexible circuit-level simulator for quantum low-density parity-check (QLDPC) codes. It is designed so users can choose and mix different options for each module independently: code construction, circuit strategy, decoder, and noise model.

Example QLDPC code (Balanced Product Cyclic code) Tanner graph with cardinal circuit scheduling.

Modular Architecture

QUITS is organized into clear modules, enabling flexible choice for each component:

• quits.qldpc_code: QLDPC code families, code objects, and bring-your-own parity-check-matrix workflows.
• quits.qldpc_code.circuit_construction: circuit-construction strategies and options.
• quits.decoder: sliding-window phenomenological/circuit-level decoders, with flexibility in inner decoders (e.g. BP-OSD, BP-LSD, bring-your-own decoder).
• quits.noise.ErrorModel: structured noise-model configuration (e.g. idling/single-qubit-gate/two-qubit-gate/SPAM error rates) for circuit generation.

For HGP codes, QUITS also includes a classical LDPC generator in quits.ldpc_util, including generate_ldpc and generate_ldpc_good_girth.

Supported code families include:

• Hypergraph Product (HGP) codes
• Quasi-cyclic Lifted Product (QLP) codes
• Balanced Product Cyclic (BPC) codes
• Lift-Connected Surface (LCS) codes
• Bivariate Bicycle (BB) codes
• Any code, if you bring the parity check matrices

For background on QUITS, see arXiv:2504.02673.

Circuit Construction Strategies

Code family	zxcoloration	cardinal	custom
HGP	yes	yes	no
QLP	yes	yes	no
BPC	yes	yes	no
LCS	yes	yes	no
BB	yes	no	yes
Any	yes	no	no

• zxcoloration is available for all QLDPC codes.
• cardinal is available for HGP, QLP, BPC, and LCS.
• custom is available for BB code.

Recommended Companion Libraries

QUITS is best used together with the following libraries:

• Stim (fast stabilizer circuit simulator)
• LDPC (BP-OSD, BP-LSD decoders for QLDPC codes)

Installation

Conda-first workflow:

conda create -n quits python=3.12 -y
conda activate quits
pip install quits

For source/development installs from this repository:

pip install -e .

Quick Start Docs

• doc/00_getting_started.ipynb

Acknowledgments

This project is based on QUITS: A modular Qldpc code circUIT Simulator, originally developed by Mingyu Kang, Yingjia Lin, Hanwen Yao, Mert Gökduman, Arianna Meinking, and Kenneth R. Brown at the Duke Quantum Center, supported by NSF, ARO, and LPS.

Since the release of QUITS, we acknowledge the feedback and suggestions from Ryan Tiew, Josias Old, and qodesign that helped improve the package. If you're working on QLDPC codes, decoders, or noise modeling, it'd be great if you could try QUITS, file issues, or contribute features. Let's build better tools for scalable, fault-tolerant quantum computing together.

License

This project is licensed under the MIT License.

How to Cite Our Work

If you use our work in your research, please cite it using the following reference:

@article{Kang2025quitsmodularqldpc,
  doi = {10.22331/q-2025-12-05-1931},
  url = {https://doi.org/10.22331/q-2025-12-05-1931},
  title = {{QUITS}: {A} modular {Q}ldpc code circ{UIT} {S}imulator},
  author = {Kang, Mingyu and Lin, Yingjia and Yao, Hanwen and G{\"{o}}kduman, Mert and Meinking, Arianna and Brown, Kenneth R.},
  journal = {{Quantum}},
  issn = {2521-327X},
  publisher = {{Verein zur F{\"{o}}rderung des Open Access Publizierens in den Quantenwissenschaften}},
  volume = {9},
  pages = {1931},
  month = dec,
  year = {2025}
}