qualtran

Qᴜᴀʟᴛʀᴀɴ is a Python library for expressing and analyzing Fault Tolerant Quantum algorithms.

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

✓
CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
✓
DOI references
Found 1 DOI reference(s) in README
✓
Academic publication links
Links to: arxiv.org
○
Academic email domains
○
Institutional organization owner
○
JOSS paper metadata
○
Scientific vocabulary similarity
Low similarity (17.0%) to scientific vocabulary

Keywords

algorithms api cirq conversion google google-quantum python python3 quantum quantum-algorithms quantum-circuit quantum-computing quantum-information-science quantum-programming quantum-programming-language quantum-simulation research resource-estimation sdk

Last synced: 4 months ago · JSON representation ·

Repository

Qᴜᴀʟᴛʀᴀɴ is a Python library for expressing and analyzing Fault Tolerant Quantum algorithms.

Basic Info

Host: GitHub
Owner: quantumlib
License: apache-2.0
Language: Python
Default Branch: main
Homepage: https://qualtran.readthedocs.io/en/latest/
Size: 26 MB

Statistics

Stars: 229
Watchers: 17
Forks: 74
Open Issues: 242
Releases: 6

Topics

Created over 3 years ago · Last pushed 4 months ago

Metadata Files

Readme Contributing License Code of conduct Citation Security Support

README.md

Python package for fault-tolerant quantum algorithms research. [![Licensed under the Apache 2.0 open-source license](https://img.shields.io/badge/License-Apache%202.0-3c60b1.svg?logo=opensourceinitiative\&logoColor=white\&style=flat-square)](https://github.com/quantumlib/qualtran/blob/main/LICENSE) [![Compatible with Python versions 3.10 and higher](https://img.shields.io/badge/Python-3.10+-6828b2.svg?style=flat-square&logo=python&logoColor=white)](https://www.python.org/downloads/) [![Qualtran project on PyPI](https://img.shields.io/pypi/v/qualtran.svg?logo=python&logoColor=white&label=PyPI&style=flat-square&color=9d3bb8)](https://pypi.org/project/qualtran) [Installation](#installation) – [Usage](#usage) – [Documentation](#documentation) – [Community](#community) – [Citation](#citation) – [Contact](#contact)

Qualtran is a set of abstractions for representing quantum programs and a library of quantum algorithms expressed in that language to support quantum algorithms research.

Installation

Qualtran is being actively developed. We recommend installing from the source code.

The following commands will clone a copy of the repository, then install the Qualtran package in your local Python environment as a local editable copy:

shell git clone https://github.com/quantumlib/Qualtran.git cd Qualtran/ pip install -e .

You can also install the latest tagged release using pip:

shell pip install qualtran

You can also install the latest version of the main branch on GitHub:

shell pip install git+https://github.com/quantumlib/Qualtran

Usage

[!WARNING] Qualtran is an experimental preview release. We provide no backwards compatibility guarantees. Some algorithms or library functionality may be incomplete or contain inaccuracies. Open issues or contact the authors with bug reports or feedback.

You should be able to import the qualtran package into your interactive Python environment as as well as your programs:

shell import qualtran

If this is successful, you can move on to learning how to write bloqs or investigate the bloqs library.

Documentation

Documentation is available at https://qualtran.readthedocs.io/.

Community

Qualtran's community is growing rapidly, and if you'd like to join the many open-source contributors to the Qualtran project, we welcome your participation! We are dedicated to cultivating an open and inclusive community, and have a code of conduct.

Announcements

You can stay on top of Qualtran news using the approach that best suits your needs:

For releases and major announcements: join the low-volume mailing list qualtran-announce.
For releases only:
- Via GitHub notifications: configure repository notifications for Qualtran.
- Via RSS from GitHub: subscribe to the GitHub Qualtran releases feed.
- Via RSS from PyPI: subscribe to the PyPI releases feed for Qualtran.

Questions and Discussions

If you'd like to ask questions and participate in discussions, join the qualtran-dev group/mailing list. By joining qualtran-dev, you will also get automated invites to the biweekly Qualtran Sync meeting (below).
Would you like to get more involved in Qualtran development? The biweekly Qualtran Sync is a virtual face-to-face meeting of contributors to discuss everything from issues to ongoing efforts, as well as to ask questions. Become a member of qualtran-dev to get an automatic meeting invitation!

Issues and Pull Requests

Do you have a feature request or want to report a bug? Open an issue on GitHub to report it!
Do you have a code contribution? Read our contribution guidelines, then open a pull request!

Citation

When publishing articles or otherwise writing about Qualtran, please cite the following:

bibtex @misc{harrigan2024qualtran, title={Expressing and Analyzing Quantum Algorithms with Qualtran}, author={Matthew P. Harrigan and Tanuj Khattar and Charles Yuan and Anurudh Peduri and Noureldin Yosri and Fionn D. Malone and Ryan Babbush and Nicholas C. Rubin}, year={2024}, eprint={2409.04643}, archivePrefix={arXiv}, primaryClass={quant-ph}, doi={10.48550/arXiv.2409.04643}, url={https://arxiv.org/abs/2409.04643}, }

Contact

For any questions or concerns not addressed here, please email quantum-oss-maintainers@google.com.

Disclaimer

This is not an officially supported Google product. This project is not eligible for the Google Open Source Software Vulnerability Rewards Program.

Owner

Name: quantumlib
Login: quantumlib
Kind: organization

Website: quantumai.google
Repositories: 15
Profile: https://github.com/quantumlib

Google's open source code library for the quantum world

Citation (CITATION.cff)

# Citation information for this repository.                         -*- yaml -*-
#
# CITATION.cff provide human- & machine-readable citation info for software and
# datasets. GitHub, Zenodo, and the Zotero browser plugin all use CFF files
# automatically. Tools exist to generate CITATION.cff files from other formats
# such as BibTeX. For more info, visit https://citation-file-format.github.io/.
# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

cff-version: 1.2.0
message: >-
  Please cite your use of Qualtran using the reference metadata provided here.

# If preferred-citation is present, GitHub uses its value for the "cite this
# repository" button and ignores the rest of this file; conversely, the Zenodo-
# GitHub integration ignores this field when archiving a new software release
# and uses the metadata in the rest of this file.
preferred-citation:
  type: misc
  authors: &authors
    - family-names: Harrigan
      given-names: Matthew P.
      affiliation: Google LLC
      orcid: https://orcid.org/0000-0001-9412-0553
    - family-names: Khattar
      given-names: Tanuj
      affiliation: Google LLC
      orcid: https://orcid.org/0009-0003-5545-3066
    - family-names: Yuan
      given-names: Charles
      affiliation: Massachusetts Institute of Technology
      orcid: https://orcid.org/0000-0002-4918-4467
    - family-names: Peduri
      given-names: Anurudh
      affiliation: Ruhr University Bochum
      orcid: https://orcid.org/0000-0002-6523-7098
    - family-names: Yosri
      given-names: Noureldin
      affiliation: Google LLC
      orcid: https://orcid.org/0000-0003-4169-5745
    - family-names: Malone
      given-names: Fionn D.
      affiliation: Google LLC
      orcid: https://orcid.org/0000-0001-9239-0162
    - family-names: Babbush
      given-names: Ryan
      affiliation: Google LLC
      orcid: https://orcid.org/0000-0001-6979-9533
    - family-names: Rubin
      given-names: Nicholas C.
      affiliation: Google LLC
      orcid: https://orcid.org/0000-0003-3963-1830
  title: Expressing and Analyzing Quantum Algorithms with Qualtran
  year: 2024
  doi: 10.48550/arXiv.2409.04643
  url: https://arxiv.org/abs/2409.04643
  identifiers:
    - description: arXiv identifier for the submission
      value: 'arXiv:2409.04643'
      type: other
  keywords:
    - quant-ph

# The remaining metadata in this file describes the current software release.

title: Qualtran
authors: *authors
abstract: >-
  Qualtran is a set of abstractions for representing quantum programs, and a
  library of quantum algorithms expressed in that language to support quantum
  algorithms research.
version: 0.6.0
date-released: 2025-04-01
url: https://github.com/quantumlib/Qualtran
repository-code: https://github.com/quantumlib/Qualtran
license: Apache-2.0
type: software
identifiers:
  - description: The home page for Qualtran
    value: https://quantumai.google/Qualtran
    type: url
  - description: PyPI project for Qualtran
    value: https://pypi.org/project/Qualtran
    type: url
  - description: GitHub repository for Qualtran
    value: https://github.com/quantumlib/Qualtran
    type: url
  - description: DOI for the preprint
    value: 10.48550/arXiv.2409.04643
    type: doi
  - description: Web page for the preprint
    value: https://arxiv.org/abs/2409.04643
    type: url
keywords:
  - algorithms
  - API
  - application programming interface
  - compilation
  - conversion
  - diagramming
  - logical qubit
  - open-source software
  - physics
  - Python
  - QEC
  - quantum
  - quantum algorithms
  - quantum circuits
  - quantum computing
  - quantum error correction
  - quantum error decoder
  - quantum gates
  - quantum programming
  - quantum programs
  - quantum simulation
  - quantum state
  - qubit
  - research
  - resource estimation
  - science
  - SDK
  - simulation
  - simulator
  - software
  - software development toolkit
  - stabilizer circuits
  - translator
  - visualization

Issues and Pull Requests

Last synced: 4 months ago

All Time

Total issues: 58
Total pull requests: 186
Average time to close issues: 2 months
Average time to close pull requests: 12 days
Total issue authors: 19
Total pull request authors: 19
Average comments per issue: 0.95
Average comments per pull request: 0.91
Merged pull requests: 129
Bot issues: 0
Bot pull requests: 10

Past Year

Issues: 55
Pull requests: 186
Average time to close issues: 28 days
Average time to close pull requests: 12 days
Issue authors: 19
Pull request authors: 19
Average comments per issue: 0.73
Average comments per pull request: 0.91
Merged pull requests: 129
Bot issues: 0
Bot pull requests: 10

View more stats

Top Authors

Issue Authors

mpharrigan (95)
tanujkhattar (56)
anurudhp (42)
fdmalone (40)
charlesyuan314 (10)
wjhuggins (10)
NoureldinYosri (7)
mstechly (5)
fpapa250 (5)
Epsilon1024 (4)
matthagan15 (4)
alxvov (4)
rroodll (4)
christopherkang (3)
StefanoPolla (2)

Pull Request Authors

mpharrigan (191)
tanujkhattar (150)
anurudhp (110)
fdmalone (77)
NoureldinYosri (65)
charlesyuan314 (65)
mhucka (35)
dependabot[bot] (30)
dstrain115 (26)
fpapa250 (22)
Epsilon1024 (8)
skushnir123 (8)
mstechly (5)
Vicara12 (5)
matthagan15 (4)

Top Labels

Issue Labels

bug (23) resource_counting (16) docs (15) devops (13) symbolic (7) bloq_infra (7) bloqs/block_encoding (6) cirq_interop (6) bloqs/data_loading (6) bloqs/basic_gates (6) bloqs/chemistry (6) roadmap (5) bloqs/arithmetic (4) sim/quantum (4) drawing (3) sim/classical (3) question (3) gate (3) serialization (3) qdatatype (2) low priority (2) bloqs/rotations (2) dependencies (1) contributors welcome (1) bloqs/phase_estimation (1)

Pull Request Labels

dependencies (36) devops (21) bloqs/arithmetic (19) docs (14) bloqs/block_encoding (14) resource_counting (11) python (6) bug (6) physical_cost (6) bloqs/rotations (5) sim/classical (5) unitaryhack (3) symbolic (3) drawing (2) bloqs/state_preparation (2) contributors welcome (2) qdatatype (2) sim/quantum (2) serialization (2) qref_interop (2) bloqs/basic_gates (2) low priority (1) cirq_interop (1) bloq_infra (1) bloqs/data_loading (1) bloqs/qsp (1) qualtran-web-app (1)

Packages

Total packages: 1
Total downloads:
- pypi 6,089 last-month

Total dependent packages: 0
Total dependent repositories: 0
Total versions: 7
Total maintainers: 2

pypi.org: qualtran

Software for fault-tolerant quantum algorithms research.

Documentation: https://qualtran.readthedocs.io/
License: Apache 2
Latest release: 0.6.1
published 9 months ago

Versions: 7
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 6,089 Last month

Rankings

Dependent packages count: 7.5%

Average: 38.6%

Dependent repos count: 69.8%

Maintainers (2)

quantumlib mpharrigan

Last synced: 4 months ago

Dependencies

.github/workflows/ci.yaml actions

actions/checkout v3 composite
actions/setup-python v4 composite
ts-graphviz/setup-graphviz v1 composite

dev_tools/requirements/Dockerfile docker

python 3.10 build

dev_tools/requirements/envs/dev.env.txt pypi

168 dependencies

dev_tools/requirements/envs/docs.env.txt pypi

120 dependencies

dev_tools/requirements/envs/format.env.txt pypi

astor ==0.8.1 development
asttokens ==2.4.0 development
attrs ==23.1.0 development
autoray ==0.6.6 development
backcall ==0.2.0 development
beautifulsoup4 ==4.12.2 development
black ==22.3.0 development
bleach ==6.1.0 development
cachetools ==5.3.1 development
cirq-core ==1.3.0.dev20230928195458 development
cirq-ft ==1.3.0.dev20230928195458 development
click ==8.1.7 development
comm ==0.1.4 development
contourpy ==1.1.1 development
cycler ==0.12.1 development
cytoolz ==0.12.2 development
decorator ==5.1.1 development
defusedxml ==0.7.1 development
duet ==0.2.9 development
exceptiongroup ==1.1.3 development
executing ==2.0.0 development
fastjsonschema ==2.18.1 development
flynt ==0.78 development
fonttools ==4.43.1 development
ipython ==8.16.1 development
ipywidgets ==8.1.1 development
isort ==5.10.1 development
jedi ==0.19.1 development
jinja2 ==3.1.2 development
jsonschema ==4.19.1 development
jsonschema-specifications ==2023.7.1 development
jupyter-client ==8.3.1 development
jupyter-core ==5.3.2 development
jupyterlab-pygments ==0.2.2 development
jupyterlab-widgets ==3.0.9 development
kiwisolver ==1.4.5 development
llvmlite ==0.41.0 development
markupsafe ==2.1.3 development
matplotlib ==3.8.0 development
matplotlib-inline ==0.1.6 development
mistune ==3.0.2 development
mpmath ==1.3.0 development
mypy-extensions ==1.0.0 development
nbclient ==0.7.4 development
nbconvert ==7.9.2 development
nbformat ==5.9.2 development
networkx ==3.1 development
numba ==0.58.0 development
numpy ==1.25.2 development
opt-einsum ==3.3.0 development
packaging ==23.2 development
pandas ==2.1.1 development
pandocfilters ==1.5.0 development
parso ==0.8.3 development
pathspec ==0.11.2 development
pexpect ==4.8.0 development
pickleshare ==0.7.5 development
pillow ==10.0.1 development
platformdirs ==3.11.0 development
prompt-toolkit ==3.0.39 development
psutil ==5.9.5 development
ptyprocess ==0.7.0 development
pure-eval ==0.2.2 development
pydot ==1.4.2 development
pygments ==2.16.1 development
pyparsing ==3.1.1 development
python-dateutil ==2.8.2 development
pytz ==2023.3.post1 development
pyzmq ==25.1.1 development
quimb ==1.6.0 development
referencing ==0.30.2 development
rpds-py ==0.10.4 development
scipy ==1.11.3 development
six ==1.16.0 development
sortedcontainers ==2.4.0 development
soupsieve ==2.5 development
stack-data ==0.6.3 development
sympy ==1.12 development
tinycss2 ==1.2.1 development
tomli ==2.0.1 development
toolz ==0.12.0 development
tornado ==6.3.3 development
tqdm ==4.66.1 development
traitlets ==5.11.2 development
typing-extensions ==4.8.0 development
tzdata ==2023.3 development
wcwidth ==0.2.8 development
webencodings ==0.5.1 development
widgetsnbextension ==4.0.9 development

dev_tools/requirements/envs/pip-tools.env.txt pypi

build ==1.0.3 development
click ==8.1.7 development
packaging ==23.2 development
pip-tools ==7.3.0 development
pyproject-hooks ==1.0.0 development
tomli ==2.0.1 development
wheel ==0.41.2 development

dev_tools/requirements/envs/pylint.env.txt pypi

astroid ==2.13.5 development
asttokens ==2.4.0 development
attrs ==23.1.0 development
autoray ==0.6.6 development
backcall ==0.2.0 development
beautifulsoup4 ==4.12.2 development
bleach ==6.1.0 development
cachetools ==5.3.1 development
cirq-core ==1.3.0.dev20230928195458 development
cirq-ft ==1.3.0.dev20230928195458 development
comm ==0.1.4 development
contourpy ==1.1.1 development
cycler ==0.12.1 development
cytoolz ==0.12.2 development
decorator ==5.1.1 development
defusedxml ==0.7.1 development
dill ==0.3.7 development
duet ==0.2.9 development
exceptiongroup ==1.1.3 development
executing ==2.0.0 development
fastjsonschema ==2.18.1 development
fonttools ==4.43.1 development
ipython ==8.16.1 development
ipywidgets ==8.1.1 development
isort ==5.10.1 development
jedi ==0.19.1 development
jinja2 ==3.1.2 development
jsonschema ==4.19.1 development
jsonschema-specifications ==2023.7.1 development
jupyter-client ==8.3.1 development
jupyter-core ==5.3.2 development
jupyterlab-pygments ==0.2.2 development
jupyterlab-widgets ==3.0.9 development
kiwisolver ==1.4.5 development
lazy-object-proxy ==1.9.0 development
llvmlite ==0.41.0 development
markupsafe ==2.1.3 development
matplotlib ==3.8.0 development
matplotlib-inline ==0.1.6 development
mccabe ==0.7.0 development
mistune ==3.0.2 development
mpmath ==1.3.0 development
nbclient ==0.7.4 development
nbconvert ==7.9.2 development
nbformat ==5.9.2 development
networkx ==3.1 development
numba ==0.58.0 development
numpy ==1.25.2 development
opt-einsum ==3.3.0 development
packaging ==23.2 development
pandas ==2.1.1 development
pandocfilters ==1.5.0 development
parso ==0.8.3 development
pexpect ==4.8.0 development
pickleshare ==0.7.5 development
pillow ==10.0.1 development
platformdirs ==3.11.0 development
prompt-toolkit ==3.0.39 development
psutil ==5.9.5 development
ptyprocess ==0.7.0 development
pure-eval ==0.2.2 development
pydot ==1.4.2 development
pygments ==2.16.1 development
pylint ==2.15.10 development
pyparsing ==3.1.1 development
python-dateutil ==2.8.2 development
pytz ==2023.3.post1 development
pyzmq ==25.1.1 development
quimb ==1.6.0 development
referencing ==0.30.2 development
rpds-py ==0.10.4 development
scipy ==1.11.3 development
six ==1.16.0 development
sortedcontainers ==2.4.0 development
soupsieve ==2.5 development
stack-data ==0.6.3 development
sympy ==1.12 development
tinycss2 ==1.2.1 development
tomli ==2.0.1 development
tomlkit ==0.12.1 development
toolz ==0.12.0 development
tornado ==6.3.3 development
tqdm ==4.66.1 development
traitlets ==5.11.2 development
typing-extensions ==4.8.0 development
tzdata ==2023.3 development
wcwidth ==0.2.8 development
webencodings ==0.5.1 development
widgetsnbextension ==4.0.9 development
wrapt ==1.15.0 development

dev_tools/requirements/envs/pytest.env.txt pypi

asttokens ==2.4.0 development
attrs ==23.1.0 development
autoray ==0.6.6 development
backcall ==0.2.0 development
beautifulsoup4 ==4.12.2 development
bleach ==6.1.0 development
cachetools ==5.3.1 development
cirq-core ==1.3.0.dev20230928195458 development
cirq-ft ==1.3.0.dev20230928195458 development
comm ==0.1.4 development
contourpy ==1.1.1 development
coverage ==7.3.2 development
cycler ==0.12.1 development
cytoolz ==0.12.2 development
debugpy ==1.8.0 development
decorator ==5.1.1 development
defusedxml ==0.7.1 development
duet ==0.2.9 development
exceptiongroup ==1.1.3 development
execnet ==2.0.2 development
executing ==2.0.0 development
fastjsonschema ==2.18.1 development
fonttools ==4.43.1 development
iniconfig ==2.0.0 development
ipykernel ==6.25.2 development
ipython ==8.16.1 development
ipywidgets ==8.1.1 development
jedi ==0.19.1 development
jinja2 ==3.1.2 development
jsonschema ==4.19.1 development
jsonschema-specifications ==2023.7.1 development
jupyter-client ==8.3.1 development
jupyter-core ==5.3.2 development
jupyterlab-pygments ==0.2.2 development
jupyterlab-widgets ==3.0.9 development
kiwisolver ==1.4.5 development
llvmlite ==0.41.0 development
markupsafe ==2.1.3 development
matplotlib ==3.8.0 development
matplotlib-inline ==0.1.6 development
mistune ==3.0.2 development
mpmath ==1.3.0 development
nbclient ==0.7.4 development
nbconvert ==7.9.2 development
nbformat ==5.9.2 development
nest-asyncio ==1.5.8 development
networkx ==3.1 development
numba ==0.58.0 development
numpy ==1.25.2 development
opt-einsum ==3.3.0 development
packaging ==23.2 development
pandas ==2.1.1 development
pandocfilters ==1.5.0 development
parso ==0.8.3 development
pexpect ==4.8.0 development
pickleshare ==0.7.5 development
pillow ==10.0.1 development
platformdirs ==3.11.0 development
pluggy ==1.3.0 development
prompt-toolkit ==3.0.39 development
psutil ==5.9.5 development
ptyprocess ==0.7.0 development
pure-eval ==0.2.2 development
pydot ==1.4.2 development
pygments ==2.16.1 development
pyparsing ==3.1.1 development
pytest ==7.4.2 development
pytest-asyncio ==0.21.1 development
pytest-cov ==4.1.0 development
pytest-xdist ==3.3.1 development
python-dateutil ==2.8.2 development
pytz ==2023.3.post1 development
pyzmq ==25.1.1 development
quimb ==1.6.0 development
referencing ==0.30.2 development
rpds-py ==0.10.4 development
scipy ==1.11.3 development
six ==1.16.0 development
sortedcontainers ==2.4.0 development
soupsieve ==2.5 development
stack-data ==0.6.3 development
sympy ==1.12 development
tinycss2 ==1.2.1 development
tomli ==2.0.1 development
toolz ==0.12.0 development
tornado ==6.3.3 development
tqdm ==4.66.1 development
traitlets ==5.11.2 development
typing-extensions ==4.8.0 development
tzdata ==2023.3 development
wcwidth ==0.2.8 development
webencodings ==0.5.1 development
widgetsnbextension ==4.0.9 development

dev_tools/requirements/envs/runtime.env.txt pypi

asttokens ==2.4.0 development
attrs ==23.1.0 development
autoray ==0.6.6 development
backcall ==0.2.0 development
beautifulsoup4 ==4.12.2 development
bleach ==6.1.0 development
cachetools ==5.3.1 development
cirq-core ==1.3.0.dev20230928195458 development
cirq-ft ==1.3.0.dev20230928195458 development
comm ==0.1.4 development
contourpy ==1.1.1 development
cycler ==0.12.1 development
cytoolz ==0.12.2 development
decorator ==5.1.1 development
defusedxml ==0.7.1 development
duet ==0.2.9 development
exceptiongroup ==1.1.3 development
executing ==2.0.0 development
fastjsonschema ==2.18.1 development
fonttools ==4.43.1 development
ipython ==8.16.1 development
ipywidgets ==8.1.1 development
jedi ==0.19.1 development
jinja2 ==3.1.2 development
jsonschema ==4.19.1 development
jsonschema-specifications ==2023.7.1 development
jupyter-client ==8.3.1 development
jupyter-core ==5.3.2 development
jupyterlab-pygments ==0.2.2 development
jupyterlab-widgets ==3.0.9 development
kiwisolver ==1.4.5 development
llvmlite ==0.41.0 development
markupsafe ==2.1.3 development
matplotlib ==3.8.0 development
matplotlib-inline ==0.1.6 development
mistune ==3.0.2 development
mpmath ==1.3.0 development
nbclient ==0.7.4 development
nbconvert ==7.9.2 development
nbformat ==5.9.2 development
networkx ==3.1 development
numba ==0.58.0 development
numpy ==1.25.2 development
opt-einsum ==3.3.0 development
packaging ==23.2 development
pandas ==2.1.1 development
pandocfilters ==1.5.0 development
parso ==0.8.3 development
pexpect ==4.8.0 development
pickleshare ==0.7.5 development
pillow ==10.0.1 development
platformdirs ==3.11.0 development
prompt-toolkit ==3.0.39 development
psutil ==5.9.5 development
ptyprocess ==0.7.0 development
pure-eval ==0.2.2 development
pydot ==1.4.2 development
pygments ==2.16.1 development
pyparsing ==3.1.1 development
python-dateutil ==2.8.2 development
pytz ==2023.3.post1 development
pyzmq ==25.1.1 development
quimb ==1.6.0 development
referencing ==0.30.2 development
rpds-py ==0.10.4 development
scipy ==1.11.3 development
six ==1.16.0 development
sortedcontainers ==2.4.0 development
soupsieve ==2.5 development
stack-data ==0.6.3 development
sympy ==1.12 development
tinycss2 ==1.2.1 development
toolz ==0.12.0 development
tornado ==6.3.3 development
tqdm ==4.66.1 development
traitlets ==5.11.2 development
typing-extensions ==4.8.0 development
tzdata ==2023.3 development
wcwidth ==0.2.8 development
webencodings ==0.5.1 development
widgetsnbextension ==4.0.9 development

pyproject.toml pypi

setup.py pypi