hash-utils
Fast deterministic dict hashing via mypyc, plus a 64-bit FNV-1a hash for strings and bytes.
All hashing is deterministic across processes — immune to PYTHONHASHSEED randomization.
Functions
dict_hash(d)— deterministic hash of a nested dict's full content (keys + values)shape_hash(d)— structural hash of a nested dict. Hashes keys, value types, and bools. Ignores string/int/float values and list lengths. Two dicts that would produce the same jsonschema validation result will have the same shape hash.fnv64(data)— fast 64-bit FNV-1a hash for str/bytes/bytearray (C extension)
Install
pip install fast-hash-utils
Usage
from hash_utils import dict_hash, shape_hash, fnv64
d1 = {"name": "alice", "config": {"enabled": True, "tags": []}}
d2 = {"name": "bob", "config": {"enabled": True, "tags": []}}
# Full content hash — different names produce different hashes
dict_hash(d1) != dict_hash(d2)
# Shape hash — same structure produces same hash
shape_hash(d1) == shape_hash(d2)
# Fast 64-bit hash for strings and bytes
fnv64(b"hello world")
fnv64("hello world")
Why
shape_hash enables massive deduplication for jsonschema validation. If 13,000 dicts share the same structure but differ only in string values, they collapse to 1 unique shape — skip 12,999 redundant validations.
fnv64 provides a fast non-cryptographic 64-bit hash — 2x faster than dual-crc32, with zero expected collisions under 5 billion inputs. Accepts str (zero-copy UTF-8) and bytes.
Performance
Dict traversal compiled via mypyc to native C. fnv64 is a C extension using PyUnicode_AsUTF8AndSize for zero-copy string access.
| Method | ops/s | Notes |
|---|---|---|
fnv64 (C) |
2,000K | 64-bit, str/bytes |
2x zlib.crc32 → str |
950K | 64-bit via concatenation |
shape_hash (mypyc) |
320K | nested dict structure |
dict_hash (mypyc) |
250K | nested dict full content |
json.dumps + hash |
115K | stdlib baseline |
Development
python -m venv .venv && source .venv/bin/activate
make install # editable install with dev deps
make test # run tests (pure Python or compiled)
make bench # run benchmarks
make style # ruff check --fix + format
make clean # remove build artifacts
License
MIT
1 maintainer
Metadata
1 maintainer
Release files for fast-hash-utils 0.6.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| fast_hash_utils-0.6.1.tar.gz | 9.4 kB | Details |
Built distributions (wheels)
Total release size: 3.6 MB
Release files / fast_hash_utils-0.6.1.tar.gz
| Download URL | fast_hash_utils-0.6.1.tar.gz |
|---|---|
| Size | 9.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
5c6aa3f647989fd24cf5e9e6733e7642b4e4aa20d8615d00f821d10733cf41dc
|
|
BLAKE2b-256 checksum How to use checksums |
8f447c34708294f95db340540e72c4e4ebf009c16de4e4fdd6e2c8f5075cb249
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp314-cp314-win_amd64.whl
| Download URL | fast_hash_utils-0.6.1-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 32.7 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
1c54dd26b11a5bb077b46db633dc0175e2ca04f4b44ae0c57f62ff28f5801202
|
|
BLAKE2b-256 checksum How to use checksums |
96ff17e598b2edc514b0246a2904d6443736d1466496f6b1318a6a6059a92d6e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 113.2 kB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
7ea8614d6239aae099f4fe78c6910fef1c4985184f4f7a3597038f076d5467bb
|
|
BLAKE2b-256 checksum How to use checksums |
a3f44cd44aa30f9f1361ec609e0258afdea93ffe51aaf6181de50180639bafa0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp314-cp314-musllinux_1_2_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp314-cp314-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 112.3 kB |
| Tags | CPython 3.14 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
24402c9fc3f5e3b9790c0bda5db18b4d4cb811efc1690264775d6cf41c2493e6
|
|
BLAKE2b-256 checksum How to use checksums |
27909c08f3aec045c4103b698b6fe0dd0be95616c58d8cf8dc1eb6832fdc2b1a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 113.0 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
1e22ca4c4ef80a3fae7d2da74a31b7bfe2330e35e77ef000ddd88a0ecba81695
|
|
BLAKE2b-256 checksum How to use checksums |
6c73762dfdca490d1e6762fb873036827f38a4c104951852c9976a3b7b6275a7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 112.3 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
ed6d7c9b295508c200682639b905e751929da2adeed2ef30129edf95d25bd6e6
|
|
BLAKE2b-256 checksum How to use checksums |
0bf8396bc46378ddb49dfbf2c82400cda2430720c23580771a1eaaad024309bc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | fast_hash_utils-0.6.1-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 58.0 kB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
2496e2e6656bbbadd692b3ddd1ed51d2ff06389087064eb9dc84a62af4491a4e
|
|
BLAKE2b-256 checksum How to use checksums |
b323762a73dc69da79a594bc03f437914c4a0f93a7e3d682f35bd752d3d8347e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp314-cp314-macosx_10_15_x86_64.whl |
|---|---|
| Size | 59.0 kB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
070056ea7313bf6d7f43dc57bcc028fa33451330edcb0a070013f5815d40f555
|
|
BLAKE2b-256 checksum How to use checksums |
e530beb85711aa97edf8164068b9eb6796907a6f62f8a43b8babafe38ec60e92
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp313-cp313-win_amd64.whl
| Download URL | fast_hash_utils-0.6.1-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 33.1 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
b97861967f0ab368f4dd5fb5117692145ebc03eeee20e2c3d777600a4bf4cc45
|
|
BLAKE2b-256 checksum How to use checksums |
92c3c91329ff587f9ef77cbfc9cb415437195ab953020e671c16959646969639
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 112.8 kB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
5c87726b51de8607db10f9d69d32d4bdccdb43922908c4dbc92c32478f199fed
|
|
BLAKE2b-256 checksum How to use checksums |
575c479041f6feb81e46ec2d1499b74a3f0e65e0f1559b0a31d82ed5533e33d8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp313-cp313-musllinux_1_2_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp313-cp313-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 112.5 kB |
| Tags | CPython 3.13 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
51b249f1e0051706b44cb4351760e895e851c4bf451a2028958291e3d6c0bc3d
|
|
BLAKE2b-256 checksum How to use checksums |
75ffbee35dbc1703cd6837d35f7b41b5beeaffb6f3ba0f9b84e289d59050f86e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 113.4 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
f0d91a403652c3cc6680e97596734b4096b6ebfba65cc9b16d267973c48ddb8f
|
|
BLAKE2b-256 checksum How to use checksums |
45fbd410f19c70f90dfc43e04bddf2f4f7843d48cdefe22e5abb4fc1c276c1ed
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 112.3 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
12eeda3d2b1e2668b8e4c4f968e4bc9045cf54b15c001f124f674caea8aacc4c
|
|
BLAKE2b-256 checksum How to use checksums |
03e44bff144b7a8416f64abcc9c1663c863ef75d066d7a3c5f804e1a5bf9d9f9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | fast_hash_utils-0.6.1-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 57.8 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
fafdf811b48d47441d94f9f6759f5701b01d2f5145d939c6626d82ccc42d7ac3
|
|
BLAKE2b-256 checksum How to use checksums |
fad71e40abb8fd63d8d7f44631d209e83d39bf766d0f0e4a4e0e1bb2950ee6fa
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 58.8 kB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
f680ee63464b05d41acfc28ff9ea45a44e28b063043f8835a125f2e31100c88a
|
|
BLAKE2b-256 checksum How to use checksums |
d11ebf7bdcf88f7caa74f5c8b0d0ea61c5df8e9a2ea39586831f8fa587f12055
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp312-cp312-win_amd64.whl
| Download URL | fast_hash_utils-0.6.1-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 33.1 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a41b212cd30b00844a952295c10af0af1b07c9d29052e254c4c20dc96e5251f8
|
|
BLAKE2b-256 checksum How to use checksums |
b660a63d250cb658dc01f371123d9c12923a45a19ea9893ecc2ee04d56833dbe
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 113.8 kB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
d36103802dfc1bac3c22cc37bad9b1ebad11da6d9eb90abc183f92131094255b
|
|
BLAKE2b-256 checksum How to use checksums |
94125cf0b9f8d8703cede5bba76683153ef7dfe1ad4d301f3d327e330c73074f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp312-cp312-musllinux_1_2_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp312-cp312-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 113.7 kB |
| Tags | CPython 3.12 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
662e74f5b0d66a9a2287105fec73d4b4e1ebd16af7873f2fedf5baed3555d12f
|
|
BLAKE2b-256 checksum How to use checksums |
11d0dd9f2d4d825bb9ce8439e5a6b9573ef81f30c955df256f42291921f09d10
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 114.5 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
57f533a139171dbca1acd3c704f695f253781375eda7f37205072e82fb93f61e
|
|
BLAKE2b-256 checksum How to use checksums |
964ad6abfa0a703f39e56d41cc27dbdaa608101293b4e458fda4f25c0c846675
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 113.5 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
96cc95069f3154a4538401bb2ab5111fe5cd61b00c0a30091d115c66450a5ebd
|
|
BLAKE2b-256 checksum How to use checksums |
1e32dfd17d509f513ff0d3f5fedbe45b42ec0a2fcfee0f9174bb4a933e934f6f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | fast_hash_utils-0.6.1-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 57.9 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
9a91edf1a559ec666187a0c0b63183b7b1bd716c7c7b7afb18ee0b80850c84b2
|
|
BLAKE2b-256 checksum How to use checksums |
fe23d3fe2a0d727c4d51532b21bc47b06e775e279e67d041624841abe53fe0e3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 58.9 kB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
dd79db0598184870ca06d2b2ee945513f48744e4b26f86d700aa6282bc81a929
|
|
BLAKE2b-256 checksum How to use checksums |
9d85492736f9e3eb4ffaa92a621594c02fc2a651bd50c6dc2bab8ae1efdc9fc7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp311-cp311-win_amd64.whl
| Download URL | fast_hash_utils-0.6.1-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 33.0 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a2329d228454a419da7f0f2090d7f90a57e779d69a8c51b1c224136599fe58c3
|
|
BLAKE2b-256 checksum How to use checksums |
a06c0f11a51093f21a272a86675708d026ca895c4419a360a9dff7b5c3025138
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 112.2 kB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
cfa646c9aeb81a26fa0d91e1084f9806d32dd3b75c1ea1b2eee21e80ad5ef614
|
|
BLAKE2b-256 checksum How to use checksums |
37d37d59751753c9262d875fb5128c63c2ff6fa1dd9ceaa6057e0c27758ff6f1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp311-cp311-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 111.5 kB |
| Tags | CPython 3.11 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
1a8d090afe8189ed6a014d212771ba7b53709707d81fe39abb834aabf5a18d0b
|
|
BLAKE2b-256 checksum How to use checksums |
49f7762cd58a141dc6368e8a10c7a34bab7313c023773b310954204c3fe669c2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 111.8 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
2e1c2898a9fc57676d490c089f692eb6276d573c4c6d1fb9ae9437deed8a5c40
|
|
BLAKE2b-256 checksum How to use checksums |
dbd4eca069d316ed39938081bbcc8807638852781080fe84299ebd23335118f3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 110.9 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
360ef2f032da6bf756388f62c2ff14ba0fcbd0a7c992e84da860fc8dc5aaf169
|
|
BLAKE2b-256 checksum How to use checksums |
d45cea7206d628f61145b1e2a4789d5da8fc38089e0c39c0b06dec3c24fa4d22
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | fast_hash_utils-0.6.1-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 57.4 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
9c186ae5915c37058e5194acd48951e4a62caf80d239680e8aed3ebe806474a4
|
|
BLAKE2b-256 checksum How to use checksums |
944db8f4cd4aa0c506691b0cef8bb940e260dbc0ba226b4d05df3bf9d7854882
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 58.3 kB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
1549a89c359d7062539d50c87b3d98be5a81bf7ca54da23e0cd27f4049aba23a
|
|
BLAKE2b-256 checksum How to use checksums |
bb50ef3893bacdb0cb7037fa0b432c28212ebbe5f928145f66da49e4a43c2ac0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp310-cp310-win_amd64.whl
| Download URL | fast_hash_utils-0.6.1-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 32.9 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
fba3ad3119f6cf6f2922f4b2d066b14117bc1b769e5acbde798eee0a3e2e9812
|
|
BLAKE2b-256 checksum How to use checksums |
963330c9bb6458e446f878cdb00c412d5c7ebcbd1b984cc1eae9877259d7a80f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 110.1 kB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
ca7ca121f2a9e74ae1c6710b0cbd059a9d7e8fa4660be6a78e70c24bab3e3c55
|
|
BLAKE2b-256 checksum How to use checksums |
147f8667dd9285445631f521aea9a7742604836edec41ced56069383f8c070f9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp310-cp310-musllinux_1_2_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp310-cp310-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 109.3 kB |
| Tags | CPython 3.10 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
323b3e6e46ffe24b3ff5674307f954ad6fff39fae75a73ade48b4c1b4cc54e5e
|
|
BLAKE2b-256 checksum How to use checksums |
36628f764113d5845a85826bee93fa00317d0c0ddf5598114e10d7fdbb921f1f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 109.3 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
8c109b98c0b925c86b653aa0b56352055f2b8dc35597c4e7a856f00db9d8e325
|
|
BLAKE2b-256 checksum How to use checksums |
da5e56cf137d3585c11776ea80811a94260114572d7192bff8936ff1035efa43
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 108.7 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
8575701477743bc9e6574c96b76989e17d365ad987fc7e24b201bea2c7159c4b
|
|
BLAKE2b-256 checksum How to use checksums |
551b599982062dd6ec78549384997a185476f5986c73402ac8941cd0ec62e668
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | fast_hash_utils-0.6.1-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 57.7 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
7581a8c31e68adbdb98f886a2501916d7317d5479d58dabb40b24b3afeb13cda
|
|
BLAKE2b-256 checksum How to use checksums |
deefe5a84d1881121e277a94b78e7d4734fee64496b6024d7a48cbff1b6651fa
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 58.7 kB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
e7aa50a42d4772de2029542bc8f6100523a568923eae5e53bc1a94012ffdc362
|
|
BLAKE2b-256 checksum How to use checksums |
018d2082fbfdc0ad9d81ddf65b5a8526650100af6f209c159f40a857d7d508e0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp39-cp39-win_amd64.whl
| Download URL | fast_hash_utils-0.6.1-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 32.9 kB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
059fac0b294acfebc8f981939cc221aa6b2fa70e9d9d6d890297c5afa3a1a864
|
|
BLAKE2b-256 checksum How to use checksums |
27898834145eb18919bfdaef7205c279480796de0ae652cf9f4e114d840112ac
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp39-cp39-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 109.4 kB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
85cf55aaa5cb4238a492f73550e8bb31438d205aa8612fc9b4f27f6db86c3f3e
|
|
BLAKE2b-256 checksum How to use checksums |
4f3d61b20490046e9248e619c2936dc632d4f31431c78ebdbba645dc991b7044
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp39-cp39-musllinux_1_2_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp39-cp39-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 108.5 kB |
| Tags | CPython 3.9 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
8c838c9eb38bd3729570892662a5f11b0de8f168c68a9a7d83300f915bce4137
|
|
BLAKE2b-256 checksum How to use checksums |
6a62ce7e04dcb771c0606f9e38e1dd5a549cbb21b20d651a7e1bc2a79bd85def
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 108.5 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
7b185ce21eb777ad54bd9d065870d81f40989b903c4cbc5311a115efdc861b63
|
|
BLAKE2b-256 checksum How to use checksums |
b6f327d5b83c5b6579ffac59ce31d4c672d4a8be7e919c4b7bd5fb8fa1302ffc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | fast_hash_utils-0.6.1-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 107.9 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
908bd7d8683c8dcacc900735101bcc9ec5bbf650b281f4de0aac1bd7b2084922
|
|
BLAKE2b-256 checksum How to use checksums |
51e60469f40d19d50eb9bec19df092c41f1156a09d15d74261f68e08a40ae26b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | fast_hash_utils-0.6.1-cp39-cp39-macosx_11_0_arm64.whl |
|---|---|
| Size | 58.1 kB |
| Tags | CPython 3.9 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c0477893c64fca721edfd6288829586f7b07ecebd427f2f1ec49f7b2218cd33b
|
|
BLAKE2b-256 checksum How to use checksums |
8a6b54d7e4718f07001d4b191ff7e8d308de8f1d840eb4e91bfa806d71989831
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency logRelease files / fast_hash_utils-0.6.1-cp39-cp39-macosx_10_9_x86_64.whl
| Download URL | fast_hash_utils-0.6.1-cp39-cp39-macosx_10_9_x86_64.whl |
|---|---|
| Size | 59.0 kB |
| Tags | CPython 3.9 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
6458ebd910507612e69a74e92d7c400780707f87bb56eae45e5a3185b094c851
|
|
BLAKE2b-256 checksum How to use checksums |
ba98fb1c77d0c0795b3ae627379941e9d68ad695f45e8a8ec20e0b89271218b8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 26, 2026.
Transparency log
