ztensor

Read any tensor format, write canonical .zt.

pip install ztensor

import ztensor, torch

with ztensor.open("model.safetensors") as src:   # or open([shard1, shard2])
    for t in src:
        print(t.name, t.shape, t.dtype)

    t = src["model.layers.0.mlp.w"]
    w = torch.from_dlpack(t)      # zero-copy
    t.location                    # (path, offset, nbytes) for your own I/O
    t["scales"]                   # parts are tensors too

Reads .zt, .safetensors, .gguf, .npz, PyTorch .pt, HDF5 and ONNX, detected by magic. Writes exactly one format: canonical .zt, where every tensor starts on a 64 KiB page and carries an XXH3 digest.

No framework modules

Tensors export DLPack and the buffer protocol, so numpy, torch and jax read them zero-copy without this package knowing any of them exist:

numpy.from_dlpack(t)
torch.from_dlpack(t)
memoryview(t)

DLPack also carries bfloat16, which the numpy dtype table cannot, so the dtype most checkpoints are actually in survives the trip.

A zero-copy export keeps the mapping alive on its own: an array stays valid after the source it came from is closed.

It tells you what it can do

t.caps.map       # a zero-copy export will work
t.caps.locate    # .location gives the exact byte range
t.caps.evict     # its pages are its own
t.caps.verify    # there is a digest to check

Each is the precondition of the operation it names, so the report cannot disagree with the behaviour. When only metadata is wanted, ztensor.index() opens without mapping: names, shapes and addresses, for the cost of a header read.

Converting

ztensor.convert("model.safetensors", "model.zt")
ztensor.verify("model.zt", deep=True)      # (digest_verified, without_digests)

Conversion is the upgrade path: the foreign file has no digests and arbitrary alignment; the result has both.

The numpy shim

ztensor.numpy.load_file / save_file are a safetensors-shaped convenience layer, kept for code written against that API. New code should use the tensor handles above, which can say things a dict of arrays cannot.

Linux and macOS. MIT licensed. The format, the Rust crates and the specification live at github.com/pie-project/ztensor.

Project links

Data verified by PyPI on Aug 3, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (2.1.2)

2 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for ingim from gravatar.com ingim Avatar for zyma98 from gravatar.com zyma98

Credits

Author: In Gim

GitHub Statistics

Data verified by PyPI on Aug 3, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT License (MIT)

Requires

Python >=3.9

Provides Extra

numpy

Tags

tensor safetensors gguf checkpoint dlpack mmap

Classifiers

Report project as malware

Download files

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

Source Distribution

ztensor-2.0.0.tar.gz (134.4 kB view details)

Uploaded Source

Built Distributions

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

ztensor-2.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

ztensor-2.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.0 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

ztensor-2.0.0-cp313-cp313-macosx_11_0_arm64.whl (921.2 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

ztensor-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.13macOS 10.12+ x86-64

ztensor-2.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

ztensor-2.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

ztensor-2.0.0-cp312-cp312-macosx_11_0_arm64.whl (921.6 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

ztensor-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.12macOS 10.12+ x86-64

ztensor-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

ztensor-2.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

ztensor-2.0.0-cp311-cp311-macosx_11_0_arm64.whl (921.9 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

ztensor-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.11macOS 10.12+ x86-64

ztensor-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

ztensor-2.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.0 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

ztensor-2.0.0-cp310-cp310-macosx_11_0_arm64.whl (921.8 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

ztensor-2.0.0-cp310-cp310-macosx_10_12_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.10macOS 10.12+ x86-64

ztensor-2.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

ztensor-2.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.0 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ ARM64

ztensor-2.0.0-cp39-cp39-macosx_11_0_arm64.whl (923.5 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

ztensor-2.0.0-cp39-cp39-macosx_10_12_x86_64.whl (1.0 MB view details)

Uploaded CPython 3.9macOS 10.12+ x86-64

File details

Details for the file ztensor-2.0.0.tar.gz.

File metadata

  • Download URL: ztensor-2.0.0.tar.gz
  • Upload date:
  • Size: 134.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for ztensor-2.0.0.tar.gz
Algorithm Hash digest
SHA256 cb8d6578a02c40bd604b6dd94763b72062075875d2e56fdcb8adf06a82bb21a5
MD5 9798d748237b4b15fdfda9c232573e74
BLAKE2b-256 1acecba9e23f14649635e1f20e944b3e557064eeff85c689eb130b5cf369a341

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0.tar.gz:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 9a12f42866288a661065ef79fc6b02544a8e76b22df1dc2fbca61758121b6c40
MD5 2c8129284dec116dc87e513918046bbb
BLAKE2b-256 256a6e12f8379f17917f75c00752ff943a8c381436c00eaf8866459a86a5d2fe

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 eb96d202528c1de2884ceda30bee96285a1a9de6c35be83d39bcacff1b8dd406
MD5 63e4772ac10d09236fd99d8d6f87b0e7
BLAKE2b-256 f533dce37572acb697214eb987178b5a8fdc5f57e26c1bd8ebe7356bb5839d25

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 9f178d5cf3b5cbcdac563699cdfe9a37c4605327cc0b719597789e704e7c567d
MD5 d729cdb083f8b0ef897abb7491c5c743
BLAKE2b-256 df212b111658eaecd92819c0dccf639fb2652fef6e68827bb935161bdaf06d56

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 198147149670d6071556c4dfe152a67aa33274f97800df853ce1f8574092996b
MD5 e961397d6a599b154ff591e6b33cf123
BLAKE2b-256 7a0e109cfcc351b8e3e49acb7da2193c9eee2d1331df61a19419e84b4a95c649

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 363c596d876808009334060706a85254b022beb71b86d43242fe6a7a5378308b
MD5 f2496b9b4664dc58a24ec2609064a3f2
BLAKE2b-256 597a62a95e5444549aeb78ad7d7b3df2275e38fe2fc5c284e941cf2e79812445

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 a25d4bfe47f7b053032766450c09bea46d515c04aa07867d232bd52527281c0b
MD5 029cdd566c3ef79c3a196be783c1fbc3
BLAKE2b-256 509a186a90871d42c4aeb8a80f9e3954c68c56b33bbabd992bbac7f1e38f41aa

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ccb7f11ff94772180658661f41378af14f0b7a8aafc13635b994676ee2482e12
MD5 3396408b20348b25465b379303d326fa
BLAKE2b-256 f002e49d64c050bc9ba26cb4379a8f94d00ee9e019a2d5ba365f41756e99b23b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 55723e9a10edd26a19b777431220c917c4d06e29076fe9ce24185eb9e9a35812
MD5 f5b7c6374749c17b94bf81283395f852
BLAKE2b-256 8c221ccd463f222517d7de9168a6ab214d4b68492ca7a4d5b8a80736858798af

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 cf8f889a3d0af72fb2d1388a0917c635fcb32b4716533ca451f3c9471b95221b
MD5 819c3af5f7e733f5311171086ffa0095
BLAKE2b-256 113959b002be715102975e73d8c209991fb897deeb169904f6e6aeb838407b8b

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 a15237f0aaf7c867c2351f08d6c4fb02812525db49ec0690edf97f2c3b5f202f
MD5 d58da7da8058fb5e90d3e0cdb8bfe958
BLAKE2b-256 9c0bb014d543bbb91aad85bff187189fdc8acb1d972577dadc0407d6e35b35de

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 b1d3de1c903d8e88e697efa6187f57af4c0b55736818abace21aec170de19ede
MD5 9d6a986b66b9b0c57544868dcd908d36
BLAKE2b-256 69bbfc1efb06b42c4296cec9bf4674e4188544f33b72a18cebb88524f6c45ef1

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 e04fe0709276ed3c8ae6fa03983a438854420ff4abfdd51c29cd7595e0ca0fdb
MD5 64f98eb0831205522d25dfe4f0c2b1ed
BLAKE2b-256 1e4f5cb79df6a55dc80128484dd8a21d841e716551e8d08f544fbc3b1b9cec3e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a24fa3a98d1d18cb8662144ab9e5899c0014337d2bfe372832dc1aed91670416
MD5 174317cddd7212dc5b2c7c2b70e033a1
BLAKE2b-256 fcecbcb9a55bb6270e2b6f85826130b197c3e09d45492fc1fe9fe6f7d45d4f1a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 11b0a11a227af5daddcaf350d8572e8d52f360de0209849d5ce9b6d777bbd42b
MD5 26830ff5103f82e90ae80d057d8c1851
BLAKE2b-256 fa6c35ab6d65d29785ecb777463afeb0c78bc88ecbbb819a3f09d219327e4aa1

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 6f0e38f8b8a1b79f3394f6a42e5059f8e3453d6ac53aa71614e4ad9650bc7e00
MD5 53145ae87d43fa90fd054d0a85ca3c8e
BLAKE2b-256 c10f15ef110a69d872a023aa5fdb7b59e4cdc1ca5a13a21f55d31be56979facb

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp310-cp310-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 b1f1c94d6106cf5a218ab67bba649fcb9aec85f1ced1b52b17a0b6fe5f11d800
MD5 4b6dbc546180bf61946726527bfffe14
BLAKE2b-256 4d14206b012a33b2aed65f8ea00ba37f67d3ea7e4808c85fa69cdbfc82a87319

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp310-cp310-macosx_10_12_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0ef7606f14839d6fedd7d295145ba7f68fde424bbe0f54226dc3cd0488e7f1d3
MD5 7e1c9eafa538431499700c25aefcab71
BLAKE2b-256 47d3c3dbde3bda3491ec8359ece9ae0049b0a94a041c8fc2fbfb581294327761

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 fc78c159e163abe0d8f54278260175cf00590203580b48407ba43f6185e7dfee
MD5 2d1916cfee2c556f2d8e6cd50b5eacf8
BLAKE2b-256 b67ec6c02f06a78eff2671ac83dc63278f37009e6933e95d4d2924f48c85538a

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 16848e64c1ab1ef3c7056c3038d526b66c1191935e261328caa4b020f7ad6c2d
MD5 996cea6ba66664d9dddc1e79e7406e04
BLAKE2b-256 25a7b0cd9a35cdb3f6985262dbfd2008a0eedee9e94c6948eb989cc734413dbe

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: release.yml on pie-project/ztensor

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

File details

Details for the file ztensor-2.0.0-cp39-cp39-macosx_10_12_x86_64.whl.

File metadata

File hashes

Hashes for ztensor-2.0.0-cp39-cp39-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 fa6fc1f170f6ed4220d681081195c9f0780251c442ed4ac56606f8707a9bb8ea
MD5 ec1b32189f0442436bdd558b6ab4fc71
BLAKE2b-256 1857899a5642d09dea364433e1f0822635d6dd78a9edc65b6d54d924157df28e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ztensor-2.0.0-cp39-cp39-macosx_10_12_x86_64.whl:

Publisher: release.yml on pie-project/ztensor

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

Release history Release notifications | RSS feed

2.1.2

21 files

2.1.1

21 files

2.1.0

21 files

This release

2.0.0 This release

21 files

1.2.3

34 files

1.2.2

34 files

1.2.1

34 files

1.2.0

34 files

1.1.1

14 files

1.0.2

14 files

1.0.1

14 files

1.0.0

14 files

0.1.4

15 files

0.1.2

15 files

0.1.1

15 files

0.1.0

15 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