Skip to main content

Library for representing 3D scene graphs

Project description

Spark-DSG Build and Test

Spark-DSG

This is the core c++ library that contains the dynamic scene graph data-structure used by Hydra. It also has python bindings.

Change Notes

  • 4/22/24: Python bindings and unit tests are built by default. You will need to install relevant dependencies (via sudo apt install python3-dev or rosdep) or disable the bindings and tests via cmake options.
  • 3/16/24: Updated dependencies to use system libraries for nlohmann_json. You will need to install it either via sudo apt install nlohmann-json3-dev or use rosdep to update dependencies.

Acknowledgements and Disclaimer

Acknowledgements: This work was partially funded by the AIA CRA FA8750-19-2-1000, ARL DCIST CRA W911NF-17-2-0181, and ONR RAIDER N00014-18-1-2828.

Disclaimer: Research was sponsored by the United States Air Force Research Laboratory and the United States Air Force Artificial Intelligence Accelerator and was accomplished under Cooperative Agreement Number FA8750-19-2-1000. The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the official policies, either expressed or implied, of the United States Air Force or the U.S. Government. The U.S. Government is authorized to reproduce and distribute reprints for Government purposes notwithstanding any copyright notation herein.

Building for Python

  1. Install requirements and make a virtual environment:
sudo apt install python3-venv libzmqpp-dev nlohmann-json3-dev
mkdir /path/to/environment
cd /path/to/environment
python3 -m venv dsg  # or some other environment name

# you may also want to upgrade pip, though it shouldn't be necessary
# source dsg/bin/activate
# pip install --upgrade pip
  1. Install the python package
source /path/to/dsg/environment/bin/activate
git clone git@github.com:MIT-SPARK/Spark-DSG.git
pip install ./Spark-DSG

Python Bindings Usage

See this notebook for some examples for the bindings (you'll want to clone the repo, even if you installed from github). You'll want to install jupyter and jupytext if you want to run it as a notebook, though you can also just run it directly as a python script. You can find an example scene graph here.

Python API documentation

Generating the python documentation should be as simple as:

source /path/to/dsg/environment/bin/activate
cd doc
pip install sphinx  # if you haven't already
make html
python -m http.server  # to serve them locally

Building For ROS

This repository is a valid ROS package and should build if placed in a workspace.

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

spark_dsg-1.1.3.tar.gz (398.0 kB view details)

Uploaded Source

Built Distributions

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

spark_dsg-1.1.3-cp314-cp314t-win_amd64.whl (520.6 kB view details)

Uploaded CPython 3.14tWindows x86-64

spark_dsg-1.1.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (779.7 kB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (698.8 kB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp314-cp314t-macosx_11_0_arm64.whl (609.1 kB view details)

Uploaded CPython 3.14tmacOS 11.0+ ARM64

spark_dsg-1.1.3-cp314-cp314-win_amd64.whl (503.6 kB view details)

Uploaded CPython 3.14Windows x86-64

spark_dsg-1.1.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (778.8 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (697.1 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp314-cp314-macosx_11_0_arm64.whl (576.3 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

spark_dsg-1.1.3-cp313-cp313-win_amd64.whl (488.9 kB view details)

Uploaded CPython 3.13Windows x86-64

spark_dsg-1.1.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (777.2 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (694.8 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp313-cp313-macosx_11_0_arm64.whl (575.1 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

spark_dsg-1.1.3-cp312-cp312-win_amd64.whl (489.0 kB view details)

Uploaded CPython 3.12Windows x86-64

spark_dsg-1.1.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (777.6 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (694.9 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp312-cp312-macosx_11_0_arm64.whl (575.1 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

spark_dsg-1.1.3-cp311-cp311-win_amd64.whl (486.6 kB view details)

Uploaded CPython 3.11Windows x86-64

spark_dsg-1.1.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (771.6 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (690.7 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp311-cp311-macosx_11_0_arm64.whl (571.9 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

spark_dsg-1.1.3-cp310-cp310-win_amd64.whl (485.1 kB view details)

Uploaded CPython 3.10Windows x86-64

spark_dsg-1.1.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (771.0 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (689.7 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp310-cp310-macosx_11_0_arm64.whl (570.7 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

spark_dsg-1.1.3-cp39-cp39-win_amd64.whl (486.1 kB view details)

Uploaded CPython 3.9Windows x86-64

spark_dsg-1.1.3-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (771.7 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (689.9 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp39-cp39-macosx_11_0_arm64.whl (570.8 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

spark_dsg-1.1.3-cp38-cp38-win_amd64.whl (485.4 kB view details)

Uploaded CPython 3.8Windows x86-64

spark_dsg-1.1.3-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl (770.9 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.27+ x86-64manylinux: glibc 2.28+ x86-64

spark_dsg-1.1.3-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (689.6 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.26+ ARM64manylinux: glibc 2.28+ ARM64

spark_dsg-1.1.3-cp38-cp38-macosx_11_0_arm64.whl (570.7 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

File details

Details for the file spark_dsg-1.1.3.tar.gz.

File metadata

  • Download URL: spark_dsg-1.1.3.tar.gz
  • Upload date:
  • Size: 398.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3.tar.gz
Algorithm Hash digest
SHA256 6a6331c3b0539ad989506d0f37cb49fc4ef1738f69ca3555c03646390c2e5760
MD5 6087065ff838eebb1255a97138db7cfe
BLAKE2b-256 6cac9dd5bbf23349617401c531cb6da9e0edf5c3af91e1555fc616ae1d5f6c1b

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3.tar.gz:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314t-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp314-cp314t-win_amd64.whl
  • Upload date:
  • Size: 520.6 kB
  • Tags: CPython 3.14t, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314t-win_amd64.whl
Algorithm Hash digest
SHA256 a7de7304d51d54f19dbb02dc15ddbbc111f34579868021691e49f035f0417942
MD5 8c140919ec7ac8755f6b6e0e6269ba64
BLAKE2b-256 a34a78500158f625a78f2e4105a54e175162a8b74e8b30859180568019471cb0

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314t-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 1a00691791faff077cde4b1d2f857f0f6f64c78f805ba828075bec070c73dcb5
MD5 c8153cfb484cd0a1a0941ec61a0643c4
BLAKE2b-256 532ecf31eb1672f8ce55c082f707d4c442006abb5d68872da6caa5e2794f0eb9

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 f8ee07df7395f17f3c5fdae11b507087cfc4c63daa166c7cb0927f1abe281890
MD5 261d1ef948ec0b72165d9f0c5b2a06ce
BLAKE2b-256 ab4e827c55ce784dfa4a2a9e3434244cc423d306a7203d53da378e891709c3c3

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314t-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314t-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 4e0d951983eea24aa47f6047566ea8a5631843c81cef3a3dedeec41fd94eb8d3
MD5 d5702dd5494bbabeca413bc734661001
BLAKE2b-256 8c00800ea86fa209f1a9980cf04c94cf28fefbd8196411eec5dda993183c8919

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314t-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 503.6 kB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 a59f73508e900acd66a41ba2ba203f46952bf9c99c11b9294802da64972f1f76
MD5 7682e1f682a4ac653ae4a7bb6190b4f0
BLAKE2b-256 060305202f73dbda02d1917695a9f2314f0e615132ef593355f8a1d9cb21a26b

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 c467e3f5c4eb5f636aa26c32a963b1d611201dafb1c2f6df6cb22eab36669435
MD5 d6e34e5ebf4387271c6e8be382764e58
BLAKE2b-256 101d41fd7d4270bdc35656ff1d949de54c1ec8ffe072bbfdb2ebe5cb351c27d6

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 b32f56cf0589e3a9aa93ad153e365dddd51cc52f515ff50a66f12da45c76d92b
MD5 386ae3cfed6fc72403ebc3daaae29835
BLAKE2b-256 84b353a1e7e6043c6405708184da72e77308d6d57a4a40715ea16679f839b2b1

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3e098e26ecb1a83ff8dce6167706f877f8b47bca0e0e225a8ea8d320ab97f9b5
MD5 e61b09e5c2b88cd525d70e3e64c1dcbd
BLAKE2b-256 5c8aecca4ad788d14db076d39f6948142fc2713e5f5b4333eb62afbf05f413d6

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 488.9 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 cde023035cd43938693055fddeb3e80f3eb33b864da0215a3a89499693e719b4
MD5 b77511e7eb2e9ffbbea57bd1dff54e87
BLAKE2b-256 69bbbcc58af022ec315103acc7fad16380a6fc9dc55aa1c2495a868b7a287109

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp313-cp313-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 ba64b7770826dc7bb80f07b4eeab7ac11120803ef1140468b8be2a8d92545b10
MD5 58971ea03a541c3db21f611b095f7cbc
BLAKE2b-256 bdbf671cdf1a88a231a7b93f0b6909995959e34263a71d7e9be84c70a77d0041

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 683e45ed27310bb922df7c10332a61e1163a3d80c10b4ddc91388449d300e7fa
MD5 2444b8cd4aef4b0dcaaea38d7d168c71
BLAKE2b-256 5529ed081ffa83b17a4ad09283608a87068603354cdfc8c188c94236c9cce1b7

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e7136ec18e44da234776a055594209cc43a7cd3df48a6143f0914d54ffc542f2
MD5 ebc95896684e3efdf1656c2a2c53c5fe
BLAKE2b-256 3389b020078a6a61678407b4ab092f8a6c2417a71a4911c862d2f104bd14b828

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 489.0 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 81f351abb83d77ba2a7cd46c5cb105600db5791b48ee6643642eefbcdfc13966
MD5 9e35ddc6f8de206b9928d08e9cd8fb94
BLAKE2b-256 61490df3a863e0008fdfb2931e0be8625a52370fdef30d54f5f9f4a5991be163

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp312-cp312-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 849b6b5ee8a1545e59ababd86d7d5c9ac0841765119c208653f3a52dab5ddfad
MD5 49af5c8d19330e3ea4ba4ef005ad37e9
BLAKE2b-256 4c1b671cbff111451b2104f21b6921bea9907be15eeee6719380f72de63e61fa

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 6d82ab9e9fe573393afa7654836faac1382c9b5428fa34ae1662685127fa964c
MD5 ff155aba4f9ab09cbc165223fc079cee
BLAKE2b-256 07a8df5c14b77cc54769524f14ba0904d0647ab086d3c88d80223bde3e8ae890

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 79812601aa34fbc00c6638e208ae9694aa97e868b02a2c78ec965add7f1ffa80
MD5 e6e7280a9d6188926cda8eb226425c25
BLAKE2b-256 b74759b9d6b1139aeac65497dc63393cd577af96b86ae10955ceab79a1e58bc6

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 486.6 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 d9f4bebb65c38deb0cf173ad268cdd420d28058f2f2fe35af2e463bd43e0da69
MD5 1771bcf5552ec1911c9accaf631b025e
BLAKE2b-256 6810f1f9d6b8aef923e801437fea3062a0cf847fa00f163b4c3196ffd5d02d0d

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp311-cp311-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 91f4c6f89d45b25e1f776ccac572cba89bfb2f7acbb82e5c1712db5e90fdf99d
MD5 35da49645c6085fcc1b239936335197e
BLAKE2b-256 2934b3f8ea05d841b274921b61573bea178dc3cec1c8908b817762691c14b561

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 2e62e0e95b5a0423191118433f9d4e80aa50364dc0cc9a4769b6bea726591698
MD5 4f5fa0fd2fe9df041cc0929b6cf298e0
BLAKE2b-256 464fc685322c33ea80bf7ec54114354716668f61e936835ad6425441dd71838a

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 11fa66fa4a48a88ed73a19f9b1c03108513ede5b6516c31ada91afc0fe9bff17
MD5 1639d9ca529636637628cf04f0824063
BLAKE2b-256 7a6d1fe66170f1cb4f010121534b898f954359b19fa9cefc92a28a6bc1edb8b5

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 485.1 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 eb4d8bb2c45979466eb0a4af6280847ee57216dd325a7ee4fb2fd41214c66da7
MD5 ea0d584c2b20e11165d904271706bdd0
BLAKE2b-256 c13a2a13a3f8fba2ecee8b8dcef41786ec2fc576eb8038a1d86dde9b8689505e

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp310-cp310-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 e06894a5afe4d977dd08cdf61dcbdfb5b35d848ac21bcdf5cc72256edd404432
MD5 e325c2d9804f16239f1f105d2413bfaf
BLAKE2b-256 ed9a45336fe19ca9c764b32cb99ec8fd7bdb8f8b4c13f1c6ae2750ebd7fbbde6

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 2dbadcb521967ede915d37732dcb0f778c05b4a266052f5ed7ce150d4caaf86a
MD5 310c5fb76a6ef5f1fc65bc3ebef33070
BLAKE2b-256 bc467fefe4a09b513f1e795b1ecc190d0823e11d5c25bba70595fe85b4644393

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f648a19c9d38606fa8b02cd8f8111bb00a28f082778cc739f54ca6ffcde0cc23
MD5 b2292089a1bd88eb5180ce47021fa969
BLAKE2b-256 a3224a4c6c91b868fface92c4ac8832e4dee21cacf9a4c8a785888cd9cafa2c0

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 486.1 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 a014aa060277a911f25132fc9b7f932d891371831305fadeea2cf05807c841b7
MD5 7a12b2a5c162e5927196577e7eda7f5c
BLAKE2b-256 cfa4274efc1ed28b251d18e38e6fd5d657c222cb8abeae7fe1c6e347eae568d5

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp39-cp39-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 64bdf730a8a8c0f4d1696ad504b8fae836cd96f70cb77cc00d3f23e753123737
MD5 eb73ec7181c8c3a955dfec9d7f7fe040
BLAKE2b-256 5ef26aebbd9fbc5e37eeedff4d36c0c09b45209fb3ee1848f76c1fd67f05f65d

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 a8e7a64f534c97a8f4c4d3bd226848f81a13b5620810d87b937dcb1319e8798f
MD5 3c916df6b49e66ac80d058794131a92f
BLAKE2b-256 611cad344d517b2902cf658126b66df6f7015003c33456456ac953557339e41e

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9a8263e8aa2996346e9ed205ac99b9ef662726bfe8285164702ec70b4b570fde
MD5 5197471017077339fdb8820154847bb1
BLAKE2b-256 4992da0519f834aeffdbb20ab467a65a0539500b044d8a79697545070eb71913

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: spark_dsg-1.1.3-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 485.4 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for spark_dsg-1.1.3-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 b1e00f4459b1201d907618f97a61412421056b780c89da2d281c611c02b87411
MD5 dddbeb2fe86445d9db36f32d41c9cfa3
BLAKE2b-256 8f54422c1a00627a769d96a90558151210c45d1063d91ac8e51b6a721910aa84

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp38-cp38-win_amd64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 cad174b5776376fa3cee6c321e6c11aa127f89bf2c379f4b99b3855df396a29c
MD5 357054f7e76066987204d7bbd85cfad1
BLAKE2b-256 cfc17cbb9bdd3b839ffe842e9a938ce934be2a7d91d8b946c85942c5a1f3b134

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp38-cp38-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 2a46c8164919a77ab52e434165d1c3837947325012e3fb3f85ed5bea9922a049
MD5 cf4f9500a108066d959b26a3c778906d
BLAKE2b-256 1d472f8f221d834c0ffb99718f9ad70c4052baf59f1b2591cd9e228de563bc6a

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp38-cp38-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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

File details

Details for the file spark_dsg-1.1.3-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for spark_dsg-1.1.3-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 091468042b42167f2fca3e4444822dccc6d6a240533efd1a30ec15de8760a0d4
MD5 67f72d7f9c3178ea161d6596fb91b930
BLAKE2b-256 845112a60f9509b93c56b68965b5d2fd2ecd09f3828e3a6b90fdb5ecc0c4cce2

See more details on using hashes here.

Provenance

The following attestation bundles were made for spark_dsg-1.1.3-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: wheels.yaml on MIT-SPARK/Spark-DSG

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