Skip to main content

SPDL plugin for loading media data into array format.

Project description

SPDL

SPDL (Scalable and Performant Data Loading) is a library and project to explore the design of performant data loading.

It provides flexible pipeline abstraction and a set of operations used for processing array data.

Documentation

Please checkout the documentation.

License

SPDL is BSD 2-Clause licensed, as found in the LICENSE file.

Citation

Please use the following BibTex for citing our project if you find it useful.

@misc{hira2025scalableperformantdataloading,
   title={Scalable and Performant Data Loading},
   author={Moto Hira and Christian Puhrsch and Valentin Andrei and Roman Malinovskyy and Gael Le Lan and Abhinandan Krishnan and Joseph Cummings and Miguel Martin and Gokul Gunasekaran and Yuta Inoue and Alex J Turner and Raghuraman Krishnamoorthi},
   year={2025},
   eprint={2504.20067},
   archivePrefix={arXiv},
   primaryClass={cs.DC},
   url={https://arxiv.org/abs/2504.20067},
}

Project details


Download files

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

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distributions

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

spdl_io-0.1.5-cp314-cp314t-win_amd64.whl (4.0 MB view details)

Uploaded CPython 3.14tWindows x86-64

spdl_io-0.1.5-cp314-cp314t-manylinux_2_27_x86_64.whl (10.6 MB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.27+ x86-64

spdl_io-0.1.5-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (8.3 MB view details)

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

spdl_io-0.1.5-cp314-cp314t-macosx_15_0_arm64.whl (6.7 MB view details)

Uploaded CPython 3.14tmacOS 15.0+ ARM64

spdl_io-0.1.5-cp314-cp314-win_amd64.whl (3.9 MB view details)

Uploaded CPython 3.14Windows x86-64

spdl_io-0.1.5-cp314-cp314-manylinux_2_27_x86_64.whl (10.6 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.27+ x86-64

spdl_io-0.1.5-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (8.2 MB view details)

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

spdl_io-0.1.5-cp314-cp314-macosx_15_0_arm64.whl (6.7 MB view details)

Uploaded CPython 3.14macOS 15.0+ ARM64

spdl_io-0.1.5-cp313-cp313t-win_amd64.whl (3.9 MB view details)

Uploaded CPython 3.13tWindows x86-64

spdl_io-0.1.5-cp313-cp313t-manylinux_2_27_x86_64.whl (10.6 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.27+ x86-64

spdl_io-0.1.5-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_27_aarch64.whl (8.3 MB view details)

Uploaded CPython 3.13tmanylinux: glibc 2.26+ ARM64manylinux: glibc 2.27+ ARM64

spdl_io-0.1.5-cp313-cp313t-macosx_15_0_arm64.whl (6.7 MB view details)

Uploaded CPython 3.13tmacOS 15.0+ ARM64

spdl_io-0.1.5-cp313-cp313-win_amd64.whl (3.8 MB view details)

Uploaded CPython 3.13Windows x86-64

spdl_io-0.1.5-cp313-cp313-manylinux_2_27_x86_64.whl (10.6 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.27+ x86-64

spdl_io-0.1.5-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (8.2 MB view details)

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

spdl_io-0.1.5-cp313-cp313-macosx_15_0_arm64.whl (6.7 MB view details)

Uploaded CPython 3.13macOS 15.0+ ARM64

spdl_io-0.1.5-cp312-cp312-win_amd64.whl (3.8 MB view details)

Uploaded CPython 3.12Windows x86-64

spdl_io-0.1.5-cp312-cp312-manylinux_2_27_x86_64.whl (10.6 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.27+ x86-64

spdl_io-0.1.5-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (8.2 MB view details)

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

spdl_io-0.1.5-cp312-cp312-macosx_15_0_arm64.whl (6.7 MB view details)

Uploaded CPython 3.12macOS 15.0+ ARM64

spdl_io-0.1.5-cp311-cp311-win_amd64.whl (3.8 MB view details)

Uploaded CPython 3.11Windows x86-64

spdl_io-0.1.5-cp311-cp311-manylinux_2_27_x86_64.whl (10.6 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.27+ x86-64

spdl_io-0.1.5-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (8.3 MB view details)

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

spdl_io-0.1.5-cp311-cp311-macosx_15_0_universal2.whl (6.7 MB view details)

Uploaded CPython 3.11macOS 15.0+ universal2 (ARM64, x86-64)

spdl_io-0.1.5-cp310-cp310-win_amd64.whl (3.8 MB view details)

Uploaded CPython 3.10Windows x86-64

spdl_io-0.1.5-cp310-cp310-manylinux_2_27_x86_64.whl (10.6 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.27+ x86-64

spdl_io-0.1.5-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl (8.3 MB view details)

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

spdl_io-0.1.5-cp310-cp310-macosx_15_0_arm64.whl (6.7 MB view details)

Uploaded CPython 3.10macOS 15.0+ ARM64

File details

Details for the file spdl_io-0.1.5-cp314-cp314t-win_amd64.whl.

File metadata

  • Download URL: spdl_io-0.1.5-cp314-cp314t-win_amd64.whl
  • Upload date:
  • Size: 4.0 MB
  • Tags: CPython 3.14t, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.0

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314t-win_amd64.whl
Algorithm Hash digest
SHA256 94010843ea44f8c60fe12c7f9d115c273c24cda4f19d07f43fa384c21a5250c7
MD5 6dd1f10f3ed25cb5aaff8372f9fdd415
BLAKE2b-256 4f6e01ed73740631869ae200c61a6c947ad44576e33aef0c53226895c02f9c22

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp314-cp314t-manylinux_2_27_x86_64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314t-manylinux_2_27_x86_64.whl
Algorithm Hash digest
SHA256 8ecc9424bd6165390fe9deef5e56bef1b201c26504ce91c0abb6b55e73de6118
MD5 b8bd4c9aad07477d918de5eefacd13d1
BLAKE2b-256 85bdeba4a1f2bc4bf350d8023bbdb5e8f96a25638a16d231b382d982160e7a4d

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 9103e2de451d14f6dfb45bf3333dfd450eed071cbbae2032da3a8cf429d44704
MD5 a71f3684c56ab29927f7eaba522d6bb7
BLAKE2b-256 cdeef68979cd77ef1f82e57b52e8a798ae141df10cfcc6a0833e98d5a83690d1

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp314-cp314t-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314t-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 44370c485c443f1bfa4d80f3be22454b6a55347af629faad2d621afe7bffd7ff
MD5 118979c947a4fe4da0b0c2990b733dff
BLAKE2b-256 02107261a1a598d8c204ae329d3d2db6c098925e0e8931014bd315c37f437739

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: spdl_io-0.1.5-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 3.9 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.0

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 7afdfaf9cd996ca34a92fd828ccbb1552812bd9272acbc685cab3bcad6bd3d71
MD5 2e250c9e867586bae745026980e2f793
BLAKE2b-256 3158cfc5bdb38c0be98d4bc3bc859d5b93680dd16737e0a84f6fcde690fbb33c

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp314-cp314-manylinux_2_27_x86_64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314-manylinux_2_27_x86_64.whl
Algorithm Hash digest
SHA256 ca5d52b501dd39899d350365ae848524714fd5d35e73bf5a24c40c53f8bb7f51
MD5 37ed2340a40fa225995a77da0f95263e
BLAKE2b-256 d8a266315a90d036af39c571a5da85067eb98330f1a7c1c2564d89a5b6f7c43f

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 bbaf5ffb9ec66e5765595a4863aa0bc95d4e89e4ab97a94f5d6ed424c5a28bf6
MD5 b7ca3a657c29d45536e8fe6bf9ead97e
BLAKE2b-256 76cf4ce33abc954393f02653ee5393791aa25da659b42fb22731cb9d5ba964df

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp314-cp314-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp314-cp314-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 20d4e03ff17b409c0f49c94db249a936533b280e6a9faca96bb75c5e4df25bd8
MD5 c0ca0f41a02ddbfa111e24b838c776db
BLAKE2b-256 2753a179ef91bad76efc6931c90d3ca26b1fdd6130a5ad2701efcfe8527060d3

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313t-win_amd64.whl.

File metadata

  • Download URL: spdl_io-0.1.5-cp313-cp313t-win_amd64.whl
  • Upload date:
  • Size: 3.9 MB
  • Tags: CPython 3.13t, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.0

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313t-win_amd64.whl
Algorithm Hash digest
SHA256 f3006447b471a2b2d69612a3e2f272abedc958a2796613ccb07f994b15a3a116
MD5 2774cf6f103a36298cbb05f775721f26
BLAKE2b-256 6b3baba13ee8df3077b4e1af133f40a01cd3f3c7e92f169be1a0318bdec9776d

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313t-manylinux_2_27_x86_64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313t-manylinux_2_27_x86_64.whl
Algorithm Hash digest
SHA256 c72497bfbe8a60f872cecd15871fb3782f0693c9ba550a59f4b32732fa2def54
MD5 2ce596b1a4481ddb6ca1e6d075ebd901
BLAKE2b-256 c5cb45c3301b17677c00cda4dd4ae736f12c4b2675cfbe89e0b25ee360edbe77

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_27_aarch64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_27_aarch64.whl
Algorithm Hash digest
SHA256 f2f9a785dd5505b19089a92d93c1895a70d7a6779fea1a214069142af1782d23
MD5 290fa9345d774ea1abeead8243112b52
BLAKE2b-256 c21175800a1e58b4840e40cd812d747d2108f2e7e16bcaf371958a99014321de

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313t-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313t-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 9493868a5f16c21e1e4f304990ffcd98aa03cf167c72d5b7f9671cbb1ad03659
MD5 b9392f521a2994f97bdddd1c5da9f5e4
BLAKE2b-256 a231e886251e9178790df5410c0d807a26db39cdf0f44f933d15862b2d90eb76

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: spdl_io-0.1.5-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 3.8 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.0

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 551a8c3630359f00948cb18cd5327488a8968227b180c17b67dc1db20cf5ed34
MD5 e64b727c91c145360d72b15fd880cd3c
BLAKE2b-256 cb29efaed49aa6f4a42b9dd6b928084f50eef0945d9e2b70b05629880be4f0d6

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313-manylinux_2_27_x86_64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313-manylinux_2_27_x86_64.whl
Algorithm Hash digest
SHA256 c12f668cd2e171a5c6449b36cc6e57e4a35d8d5d60a2ce3d462b4f926523084f
MD5 5eabcecb71821054561bb52be57d6c7e
BLAKE2b-256 63efb34e6f112972679e5640ec36bc27fd5704e0994797df9c37bf0add1c2ef0

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 2647c1a02ebbf92d88fb2d7f7c184b2c918534243f3df2eb6c14f5d2e11ee904
MD5 0cdd290467373f89d6ce643410c2aefe
BLAKE2b-256 105a34394a4edd1eeb77989251af123d22f38cea5b3d48cd0d2c85453499d959

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp313-cp313-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp313-cp313-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 424b1042943d89c919eecb21a5046afbce2d2117f6d61dfe408e3adbbdaa2ef0
MD5 4b502fa0b2fd803176805a8b10bbdeab
BLAKE2b-256 b7be7a5998b3687aedf68e96e42445dc8041754fcd27d36f2944c63d9f824704

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: spdl_io-0.1.5-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 3.8 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.0

File hashes

Hashes for spdl_io-0.1.5-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 df3701dd0af9334153687ba00581e0c7138bc69a8b1c5822ee42d2bb26fcbca0
MD5 66486972ec29dccecd14568ea7dcd07a
BLAKE2b-256 a1035c2443a11f84e465320a0301f567305f428ed91a18433e96dac2687449ec

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp312-cp312-manylinux_2_27_x86_64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp312-cp312-manylinux_2_27_x86_64.whl
Algorithm Hash digest
SHA256 2351c3cc826a528e886ee2272fedf05b41bc4e143e6677101815a1f1934c4012
MD5 d19b1b36756cce196babca1dd65eea6a
BLAKE2b-256 d2b517d7b8014e7ec0ad04718baeec7b89f815178fa0cb65dd6ac75a8223e835

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 c6f4dcc420c2183ce6216bc082c0deb92923231b4f87d6e9355a88ce8087811d
MD5 1eba0e4c441c16a5d7bb5a5491740363
BLAKE2b-256 a38384c3961254d1dd550e3fba846c3f9338bf0d22302c837de832bb179fdedc

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp312-cp312-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp312-cp312-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 156e460cf2e4d56fc150794f6bfe5117c77e4ed86f4a7626186c9dda5abc1525
MD5 d8e7a86bb2052c9e1ccad192f0107b33
BLAKE2b-256 eff97162a8f55038ef2aa15e608bd3b80a3d2ac3ba2cfb84a5183127145fe817

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: spdl_io-0.1.5-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 3.8 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.0

File hashes

Hashes for spdl_io-0.1.5-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 6e21f9d9d828b2d041cac76e286e4605db9fbdb3e50c5530d8e7da2038635d33
MD5 731217a07df342de27145fc10cbcb98a
BLAKE2b-256 ed9be24b298e745b106215aada252c59d92c81d587824847081bbfa46597b1ac

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp311-cp311-manylinux_2_27_x86_64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp311-cp311-manylinux_2_27_x86_64.whl
Algorithm Hash digest
SHA256 e73a6abd85794975525b786916cd5a9b7fa1de92e16b7ee21948b4417d046754
MD5 c3e3398d492c73382ac2d433f5c2b84f
BLAKE2b-256 a5ddf29f0a0aea8830b127f7672b475ebec22e86a3912b98edf5f92c45bb7fc6

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 105acc5ae33aef2716fdb08e6bf4e42785723a9a67c786c2a8c0baf4b2a08f3a
MD5 13730f10b43c158a5dbf5c4f8c455575
BLAKE2b-256 295216e41f50621d91b800221b7ee96cca64bf6e4c4c06674920aeefe64e548f

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp311-cp311-macosx_15_0_universal2.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp311-cp311-macosx_15_0_universal2.whl
Algorithm Hash digest
SHA256 321af3985c78eb0299f3f1a92e876620440f123870ebc1b1c26897ada361f142
MD5 d3cc8845ead4daa0a2aa6d5d92d59c8c
BLAKE2b-256 6cf3ba50dc462f4fa550f0f462481b233e74fb4d2de1b5cbc429b6845d0fa522

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: spdl_io-0.1.5-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 3.8 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.14.0

File hashes

Hashes for spdl_io-0.1.5-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 b8735c5b7ca8b15573657740f9ff6e4ce94cea232347fa82196fb08b12cc2c9f
MD5 a13a5621a89bd359d5b88e87d58ba0f8
BLAKE2b-256 a4b63ab8638c293dffaf67e46ae8abb006a36fdfc0c1407709ef982977b20eaf

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp310-cp310-manylinux_2_27_x86_64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp310-cp310-manylinux_2_27_x86_64.whl
Algorithm Hash digest
SHA256 fed93c569fd39e152cb619f48eca7ac039233f7d3a73cf713949de042619a133
MD5 e40c42199eac2c63366b4d24e77f33eb
BLAKE2b-256 19ecc22f762274a384d24302cd731f4e8397929839db89758bc1d8f5490d0f3c

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 ac86f49b9ac2ef5e5c84a076e35332d09334bb29d07a212e05bfc079bdb1875f
MD5 9d032245d7c104d6fa117cbb7bb7d9b0
BLAKE2b-256 97324e5aa6a914e63ae6ea4968fd82650ae96ed117c9a031562b3638bc5f6b43

See more details on using hashes here.

File details

Details for the file spdl_io-0.1.5-cp310-cp310-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for spdl_io-0.1.5-cp310-cp310-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 934fb8011d722f9d0b4acec1677e0c62b3c1002c9d87e04a71c289af072a9a8a
MD5 44e0c45a38bd72fba30fd4379c66d7af
BLAKE2b-256 61aacf4d0e8cb4cd097823972225a0cd197951f37e98a6e45eb97d734c9151ef

See more details on using hashes here.

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