Skip to main content
Pre-release

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

CARS

CARS, a satellite multi view stereo framework

Python Contributions welcome License Documentation Github Action pypi Docker pulls DOI

Overview • Quick Start • Documentation • License • Contribution • Help • Credits • Contact • References

🌐 Overview

🎞️ From Stereo Images

Stereo images animation
Input stereo image pairs
🌍 To Digital Surface Model (DSM)

DSM overview
Output 3D surface reconstruction

CARS is an open source 3D tool dedicated to produce Digital Surface Models from satellite imaging by photogrammetry. This Multiview Stereo framework is intended for massive DSM production with a robust, performant and modular design.

CARS is currently under active development and integrated into various projects & missions:

CO3D project      AI4GEO project      Evoland project


Its roadmap and implemented functionalities are evolving regularly depending on specific project requirements.

🚀 Quick start

△ On the way to the Pyramids...


You want to build the pyramids by yourself?

Dsm
Color
Color

Download our open licence Pleiades data sample to give CARS a try!

🐋 with Docker


🛠 Installation

CARS is available on Docker Hub and can be downloaded by:

docker pull cnes/cars

⚙ Run CARS

You only need to launch one command:

docker run -w /data -v "$(pwd)"/data_gizeh:/data cnes/cars /data/configfile.yaml

🐍 with pip


🛠 Installation

CARS can also be downloaded using the pip install command:

pip install cars 

⚙ Run CARS

Once you moved to the data_gizeh directory:

cars configfile.yaml

📚 Documentation

Go to CARS Main Documentation.

📜 License

CARS is licensed under Apache License v2.0. Please refer to the LICENSE file for more details.

🤝 Contribution

To do a contribution, see the Contribution Guide. For project evolution, see Changelog.

🆘 Help

For issues, questions, or feature requests, please open an issue on our GitHub Issues page or check the documentation for additional resources.

You can also ask your questions on the corresponding slack.

✒️ Credits

If you use CARS in your research, please cite the following paper:

@Article{isprs-archives-XLIX-B2-2026-593-2026,
AUTHOR = {Youssefi, D. and Bellet, V. and Steux, Y. and Roux, M. and Traizet, C. and Rassat, M. and Calendini, T.},
TITLE = {CARS: A Photogrammetric Pipeline for Global 3D Reconstruction using Satellite Imagery},
JOURNAL = {The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences},
VOLUME = {XLIX-B2-2026},
YEAR = {2026},
PAGES = {593--600},
URL = {https://isprs-archives.copernicus.org/articles/XLIX-B2-2026/593/2026/},
DOI = {10.5194/isprs-archives-XLIX-B2-2026-593-2026}
}

See Authors file

✉️ Contact

You can contact us on the following mail adress: cars@cnes.fr

🔗 References

Metadata

Release files for cars 1.3.0rc1

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for cars 1.3.0rc1
File Size Uploaded
cars-1.3.0rc1.tar.gz 46.8 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for cars 1.3.0rc1
File
cars-1.3.0rc1-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
cars-1.3.0rc1-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
cars-1.3.0rc1-cp313-cp313-musllinux_1_2_i686.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
cars-1.3.0rc1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
cars-1.3.0rc1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32 Details
cars-1.3.0rc1-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
cars-1.3.0rc1-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details
cars-1.3.0rc1-cp312-cp312-musllinux_1_2_i686.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-32 Details
cars-1.3.0rc1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
cars-1.3.0rc1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
cars-1.3.0rc1-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
cars-1.3.0rc1-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details
cars-1.3.0rc1-cp311-cp311-musllinux_1_2_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-32 Details
cars-1.3.0rc1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
cars-1.3.0rc1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
cars-1.3.0rc1-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
cars-1.3.0rc1-cp310-cp310-musllinux_1_2_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-64 Details
cars-1.3.0rc1-cp310-cp310-musllinux_1_2_i686.whl CPython 3.10 CPython 3.10 Linux musl 1.2+ x86-32 Details
cars-1.3.0rc1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
cars-1.3.0rc1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details

Total release size: 1.0 GB

Release files / cars-1.3.0rc1.tar.gz

Download URL cars-1.3.0rc1.tar.gz
Size 46.8 MB
Tags Source
SHA-256 checksum
How to use checksums
ad053e8b124915797a7bae8d928b31ad5b59075fb8462911efe797ca5b484be9
BLAKE2b-256 checksum
How to use checksums
2c43ae7807385b3f3e7b6dbd12102d23af0b35267b829179e5769910d66c5028
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp313-cp313-win_amd64.whl

Download URL cars-1.3.0rc1-cp313-cp313-win_amd64.whl
Size 48.0 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
5e2c9cc4a860532cd818fc6b286a5609bd138a1957787c22496dbc2b20fdd15f
BLAKE2b-256 checksum
How to use checksums
17335c3ec36a99b77b08cb255912017316cbe1ac2b6946abbec6a04dbf5df0f8
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL cars-1.3.0rc1-cp313-cp313-musllinux_1_2_x86_64.whl
Size 48.1 MB
Tags CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
826aded5688fbbb7ab111a985cd457d6453c44ed1f724284d4922e62090e5cf4
BLAKE2b-256 checksum
How to use checksums
6b94cbf3940556856eb336ca8e196a6f9a7f2630f9983db8bf9cb57e5a1e1363
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp313-cp313-musllinux_1_2_i686.whl

Download URL cars-1.3.0rc1-cp313-cp313-musllinux_1_2_i686.whl
Size 48.2 MB
Tags CPython 3.13 Linux musl 1.2+ x86-32
SHA-256 checksum
How to use checksums
53180bde996e6a27714590a716e94040b1786bb152021979f3347314d9e1ba4e
BLAKE2b-256 checksum
How to use checksums
d9ab1f7fdda57f0c0169a81174d8417b188075e78fed4a674d41733cbdf80724
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL cars-1.3.0rc1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 47.1 MB
Tags CPython 3.13 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
72e04d1995e74fa0e46b0779fce8f1f38de2b2386da6ebd696bd43df0315ba2c
BLAKE2b-256 checksum
How to use checksums
641e21d4ff2e53f48e74f3c8af6482ac3c77ea9703b06fcfd487b4b87db46438
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL cars-1.3.0rc1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Size 47.1 MB
Tags CPython 3.13 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums
6b75b32e05a079bcec6cc8ec1f2b010a2e94552ff56bf44a6d119bbed6d835c6
BLAKE2b-256 checksum
How to use checksums
1c2ae8ae5a35f4d70eea5bb16744ef419c37341f2d768004d7b695f12c3c8a91
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp312-cp312-win_amd64.whl

Download URL cars-1.3.0rc1-cp312-cp312-win_amd64.whl
Size 48.0 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
d7e93e9a661fceda02552a2eb12434faad350d759d96269c5032361ca8e5c527
BLAKE2b-256 checksum
How to use checksums
ab369581a981470c98cd167bf6e16fab3e2c2504f1c9beb80e474f0bf8471944
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL cars-1.3.0rc1-cp312-cp312-musllinux_1_2_x86_64.whl
Size 48.1 MB
Tags CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
3fb63a7a2b2d677e0b653ad257d761883a307e7dddf3027c291b06e42a793179
BLAKE2b-256 checksum
How to use checksums
ce6cb3b78e3b6d7b5819cf03088daefe504293577b838217d1b153d4a9683e85
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp312-cp312-musllinux_1_2_i686.whl

Download URL cars-1.3.0rc1-cp312-cp312-musllinux_1_2_i686.whl
Size 48.2 MB
Tags CPython 3.12 Linux musl 1.2+ x86-32
SHA-256 checksum
How to use checksums
69b3551522e7d4891f571bbb9895372493b78f302c1551edf1c6ff253c03eb20
BLAKE2b-256 checksum
How to use checksums
ab850c4f742c0f8ac4dc80b31d61a75f07f8b913fc36ce3eac695bc05e537dcb
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL cars-1.3.0rc1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 47.1 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
c9bcef6080af050d2fa6d4dffbf4ebfeff9e93f965cfd4fe8eba3d45c2a04db7
BLAKE2b-256 checksum
How to use checksums
6e3a672a8149a43720edb55fa0caabc29e957f96c2014255c01b75e25f0fc16e
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL cars-1.3.0rc1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Size 47.1 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums
f03dfeaec82df234e82a6b29c7f5fb0d52f2d736d3cb2160c70e7fc6b762aafc
BLAKE2b-256 checksum
How to use checksums
f159bda18e604e110254db1e88cae5a7c1ed47f410cc7f4f9fa4e8e250276749
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp311-cp311-win_amd64.whl

Download URL cars-1.3.0rc1-cp311-cp311-win_amd64.whl
Size 48.0 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
804158280f66bc08b13a56f8983a1f82d20e5e72e7080007ada0f7f39cb8c002
BLAKE2b-256 checksum
How to use checksums
95acbc4c3e29847072c33bfb3618922874c3e4ce97d423f9b55a0e9fe226d060
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL cars-1.3.0rc1-cp311-cp311-musllinux_1_2_x86_64.whl
Size 48.1 MB
Tags CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
8aa53787832a9fb7f565e25c25b4046e4927b67818c69135eb4ea2d8b70acc0c
BLAKE2b-256 checksum
How to use checksums
615353deb7daa772f94c6e40465a14c8f6c6aea725545842935b2e6cff173d7d
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp311-cp311-musllinux_1_2_i686.whl

Download URL cars-1.3.0rc1-cp311-cp311-musllinux_1_2_i686.whl
Size 48.2 MB
Tags CPython 3.11 Linux musl 1.2+ x86-32
SHA-256 checksum
How to use checksums
5a8441eb1544fd43053b9d4579c06ec2e4d63a09fbb9dd8c37a154a4ce1acedd
BLAKE2b-256 checksum
How to use checksums
a3f23c4401248065ce2fa978a4222095837ae78ffe6ebe0cf1b4c0187ee81ffc
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL cars-1.3.0rc1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 47.1 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
9e6462f6bd43f94665e0bf13562a4546852fe485ef67dc6563b62e5372c7f660
BLAKE2b-256 checksum
How to use checksums
0eb0a0ed5c6c15d4ba404dda66e046d32e93fd23b0786327efc4a1e041a83d71
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL cars-1.3.0rc1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Size 47.1 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums
23ebc8a4c8279d067deeb1d22c100f5c0acfea5b01b1319f5b63d441f15d3244
BLAKE2b-256 checksum
How to use checksums
b96c01010f0359a8b3a135f73d18928980830e637ad62dc3305df2a9547b0809
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp310-cp310-win_amd64.whl

Download URL cars-1.3.0rc1-cp310-cp310-win_amd64.whl
Size 48.0 MB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums
29c540bfef7a781c21d7a5863e7fb475c93622ec08b38831cb1b5db5a65cfd0e
BLAKE2b-256 checksum
How to use checksums
bb804bd734e16c90c429061a3336666ca980865561845f71bac641c5db3c6fef
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL cars-1.3.0rc1-cp310-cp310-musllinux_1_2_x86_64.whl
Size 48.1 MB
Tags CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
9f4d5d61aabaa51c28f53dd5e514a756bc7ba28e6c54fef51e31c2f21c69766d
BLAKE2b-256 checksum
How to use checksums
41ba43052f654fecc3a6e40ccb9b77b4ac66eed3e9c026f4465ac1532f3c2874
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp310-cp310-musllinux_1_2_i686.whl

Download URL cars-1.3.0rc1-cp310-cp310-musllinux_1_2_i686.whl
Size 48.2 MB
Tags CPython 3.10 Linux musl 1.2+ x86-32
SHA-256 checksum
How to use checksums
aa288d2b428c4c8447f20968d73da70d1f09ff7d0ae3d3aab14d3de7ed5c3e5c
BLAKE2b-256 checksum
How to use checksums
b49432898a2260b3ff3570bb78194fb38934a07a9e98dad6264513c69d873a28
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL cars-1.3.0rc1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 47.1 MB
Tags CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums
2517f76066c4858131b4be5136abd554cb826332d873cec8163cffbaaf37de1f
BLAKE2b-256 checksum
How to use checksums
a5a04d06067999fa886384cd4475a756087332ed7c84ce23d47f06ed6684b751
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 5, 2026.

Transparency log

Release files / cars-1.3.0rc1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL cars-1.3.0rc1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Size 47.1 MB
Tags CPython 3.10 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums
c7d2d4011c0c0b80d2c688c46611bb7da78b6af86e63f4037b0ed1cc76ad5652
BLAKE2b-256 checksum
How to use checksums
62aa41dc6a908d9f2ba73d5269d94f1d894dfcfd1696856d4f9c2900170de3f6
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 5, 2026.

Transparency log

Release history Release notifications | RSS feed

1.3.0

21 release files

This release

1.3.0rc1 This release

21 release files

1.2.0

21 release files

1.1.1

21 release files

1.1.0

21 release files

1.0.1

21 release files

1.0.0

21 release files

0.10.2

2 release files

0.10.1

2 release files

0.9.0

2 release files

0.8.0

2 release files

0.7.6

2 release files

0.7.5

2 release files

0.7.4

2 release files

0.7.3

2 release files

0.7.2

2 release files

0.7.1

2 release files

0.7.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page