Skip to main content

A satellite multi view stereo pipeline

Project description

CARS

CARS, a satellite multi view stereo framework

Python Contributions welcome License Documentation Github Action pypi Docker pulls DOI

OverviewQuick StartDocumentationLicenseContributionHelpCreditsContactReferences

🌐 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:

@INPROCEEDINGS{9324020,
  author={Youssefi, David and Michel, Julien and Sarrazin, Emmanuelle and Buffe, Fabrice and Cournet, Myriam and Delvit, Jean-Marc and L'Helguen, Céline and Melet, Olivier and Emilien, Aurélie and Bosman, Julien},
  booktitle={IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium}, 
  title={CARS: A Photogrammetry Pipeline Using Dask Graphs to Construct A Global 3D Model}, 
  year={2020},
  volume={},
  number={},
  pages={453-456},
  keywords={Automobiles;Geometry;Three-dimensional displays;Computational modeling;Estimation;Stereo image processing;Task analysis;Image processing;Photogrammetry;Stereovision;Digital Surface Model;High Performance Computing;Cloud Computing;Dask},
  doi={10.1109/IGARSS39084.2020.9324020}}

See Authors file

✉️ Contact

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

🔗 References

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cars-1.2.0rc2.tar.gz (4.5 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

cars-1.2.0rc2-cp313-cp313-win_amd64.whl (5.7 MB view details)

Uploaded CPython 3.13Windows x86-64

cars-1.2.0rc2-cp313-cp313-musllinux_1_2_x86_64.whl (5.8 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

cars-1.2.0rc2-cp313-cp313-musllinux_1_2_i686.whl (5.8 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ i686

cars-1.2.0rc2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.8 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

cars-1.2.0rc2-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl (4.8 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ i686

cars-1.2.0rc2-cp312-cp312-win_amd64.whl (5.7 MB view details)

Uploaded CPython 3.12Windows x86-64

cars-1.2.0rc2-cp312-cp312-musllinux_1_2_x86_64.whl (5.8 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

cars-1.2.0rc2-cp312-cp312-musllinux_1_2_i686.whl (5.8 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ i686

cars-1.2.0rc2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

cars-1.2.0rc2-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl (4.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ i686

cars-1.2.0rc2-cp311-cp311-win_amd64.whl (5.7 MB view details)

Uploaded CPython 3.11Windows x86-64

cars-1.2.0rc2-cp311-cp311-musllinux_1_2_x86_64.whl (5.8 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

cars-1.2.0rc2-cp311-cp311-musllinux_1_2_i686.whl (5.8 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ i686

cars-1.2.0rc2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.8 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

cars-1.2.0rc2-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl (4.8 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ i686

cars-1.2.0rc2-cp310-cp310-win_amd64.whl (5.7 MB view details)

Uploaded CPython 3.10Windows x86-64

cars-1.2.0rc2-cp310-cp310-musllinux_1_2_x86_64.whl (5.7 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

cars-1.2.0rc2-cp310-cp310-musllinux_1_2_i686.whl (5.8 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ i686

cars-1.2.0rc2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.8 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

cars-1.2.0rc2-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl (4.8 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ i686

File details

Details for the file cars-1.2.0rc2.tar.gz.

File metadata

  • Download URL: cars-1.2.0rc2.tar.gz
  • Upload date:
  • Size: 4.5 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for cars-1.2.0rc2.tar.gz
Algorithm Hash digest
SHA256 a0c6523cfbcd7bd26c9bd161a7b31d7e1eeb507d994e379a8e6d301f03b787c0
MD5 4c81376f1312c8405fdd23048a2c0744
BLAKE2b-256 3e411df7ec8499b19a1be286d64d551f2e05b897189a16fffe3601d903725aae

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2.tar.gz:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: cars-1.2.0rc2-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for cars-1.2.0rc2-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 2a68e8e6f3cfa2584eb25b3d1cc2c389b8d5bcdbf7893e4713cb0b4819abfde8
MD5 1fa12ddfa161064953e537d7c1dba161
BLAKE2b-256 7a05dea443d325b637cf70f773633cf4481d3058840ccab32b6a7465e91f60e6

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp313-cp313-win_amd64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 1a3aa5534292ca247277177f1b910c2a7543e64789115e92a5c839d01b62461d
MD5 6ea0eb1f0689fd3225c5c0e5646f095a
BLAKE2b-256 e71726f0005fc19419a7003247d74c11d7f839f058012e183d4e364600e6578d

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp313-cp313-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp313-cp313-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 fe8fa3cf9109251ac89962fe16797dc7aa58685d8ea4311c01930ade94c2ed06
MD5 51f5496f1d28875055c9e8ee1e513c9c
BLAKE2b-256 6ca40eefa362ab073c9b98a54c5dd4354bc28e214b0560c9de387bdd84b90cf7

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp313-cp313-musllinux_1_2_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 12960d4cb8f09fb16219bf324efd466cf13f580b2a135b6f7e305c9b8bfaecfe
MD5 c051c00149fd5272503bd25b9081bf4c
BLAKE2b-256 b28d3f386814ac6000d0e4b382b2d4c2899accee71df1868bf254be4fcbd790b

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 9fc295d659bb5c821cb2de41f1742f6d699634fd1088af99e2656d3421273f2c
MD5 110f865bc42d15186d8ed13b07055fa3
BLAKE2b-256 e6649b74845be36439c817852adde1e1caf6cc3321566941192a2c2fbee36dec

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: cars-1.2.0rc2-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for cars-1.2.0rc2-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 1250ae8171ae8cf75842c2838102bdcc0efbedceedcad405ac2a891924b84f54
MD5 03ab081b8f5431ec209f64e4a995ef1f
BLAKE2b-256 27e30ef9e1e4b6388059b9a52f0a3151aadf8d5400a020cebbb50d0798f92ec0

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp312-cp312-win_amd64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 e00171f3403776182be47e7724943828fe04d44258d9a8262582e7df1f1cacab
MD5 2967c0492f00a73b6fab7ad2c8517e91
BLAKE2b-256 b3fb097fa83d639eade799bd0a7af6fc45a3a22023ef9ca02b7b6184083b0b81

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp312-cp312-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp312-cp312-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 39ed25a1ab7f304520ff992bb6f156ab9a59c7687a59ec22598dd8a23c1cf7d3
MD5 a9074b5f2cac9869c7b7a9ee47c77b98
BLAKE2b-256 16e3ac3b36ff6c636693fc925e3ae2d5a17d26ea92c5b257e57ae24bb20e3a80

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp312-cp312-musllinux_1_2_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 5f4f5c2ec6424b35c4454ce78da77267b700fecb4c4a1d11ce10729202f051ae
MD5 399967c7d39a6bdd7fe802bf6a58bfad
BLAKE2b-256 7d208224428e856851aad693e8b0263f506aa2d4ac5c851d981249999109efb8

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 0e8dce97bc718edc89be968ad186250c12f83069861582f6ce95e7535dc30b49
MD5 d2adb0d1e2e860254962483e7211ddca
BLAKE2b-256 aa84fd6b7df93d981b225ad96705c0be7ceea31f6bb50c93e881e04e35007494

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: cars-1.2.0rc2-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for cars-1.2.0rc2-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 830c8fcad1f1c20a0701e560c4888e6c004976d4a0f78696d48d8f3ef21b3a70
MD5 a2ad07c08077880fd9b6c9f0aab03130
BLAKE2b-256 0dcee1a2f104dcd916029a5fccc75e6914cbe02820ced0edc72ccb84a3c8208e

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp311-cp311-win_amd64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 d7862483af3ddc778b2f97402663cd445780ee3f3c2d924157e72036c483bd5b
MD5 522d6b173ccf42d3982008b4575322ea
BLAKE2b-256 0d7c957c418b5993b59d44f6d3fbc4dcce899b2cb6fa6326149a1cc1136ca599

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp311-cp311-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp311-cp311-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 7051c1690dd17fa6d34c88e01c79b6ef1579b81ba5bf37ee31a7956bb545c113
MD5 179e5deb2846bea522b6c96941dcf7f1
BLAKE2b-256 95f93f700ba0aecdc7745fdf021c0582d1a8a32c1cf039dc62630dbdd28f15be

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp311-cp311-musllinux_1_2_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e25fe7863d070ec89f9a191fd5d525c6f2d36afc9401788f6fd8cd09f12a3f64
MD5 c408321d7e0f36e8a8fd070fc2a1e7ba
BLAKE2b-256 eb36db2321a88d09f167f0d6f22340ac93503c823f6ba7743cf986a88fda5902

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 f9510c5dd1565c3f4c54a43d58ec6cf37d1a5b3ef6a62f6856b8038621ad3ee5
MD5 a1b8b5c3d0d75a6a6f8f195d579eee10
BLAKE2b-256 8ddcaabd0577bffeb0bb0f4df8236554df2d21ece815beba266a254ad571b657

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: cars-1.2.0rc2-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 5.7 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for cars-1.2.0rc2-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 80e421524f5d9930be88770fadb9e62596829072b3d4805586c9773de1e33ed7
MD5 abcfdfe2bfb401237b3d7fac6cbac8e7
BLAKE2b-256 0f67edd1380573540645e2b60a11b7a622d6203324dbe6f72900a72b7bd7f19d

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp310-cp310-win_amd64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 f9b1f819e090e6355c05fa8741a0eb6c4a8d1c8c37f9f520cae582b01827ecd6
MD5 be847af01de6fccaf25ed4e7166d5907
BLAKE2b-256 ba49c7859e84473e5b21bfb686b0fe17165335875d36774a6ae895b192e986bd

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp310-cp310-musllinux_1_2_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp310-cp310-musllinux_1_2_i686.whl
Algorithm Hash digest
SHA256 cd39dd4c39b5cf6352b3b3cdafd73eabbdec4468a43a2a77502803652c9119d1
MD5 08538294161e428abdd760eb330144d9
BLAKE2b-256 2222c83c5497bf7f7b55fa946a4340e2ef476a2ae0f606ccd958c93f77900144

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp310-cp310-musllinux_1_2_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 18a4576d4f17d0afbf29766f29f09cb1abc9a24b6e49d095937c6366a4256864
MD5 3f262072520b234904108263ea9e92ef
BLAKE2b-256 f12bff62a9fcf43582981683167e96b9bb09db768edacc1b88b0333d42bd0041

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file cars-1.2.0rc2-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for cars-1.2.0rc2-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 fddf3f16a2400abe99d5b11b15153040fbe9f185aed3091e545acc2b42774715
MD5 f4cc5cf460a203cfa1de296af1607fa9
BLAKE2b-256 23a5993b284915cc27560fedfc6695d786d424091c00a3eae2530238c93baeb4

See more details on using hashes here.

Provenance

The following attestation bundles were made for cars-1.2.0rc2-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: cars-ci.yml on CNES/cars

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page