pynabled
pynabled is the Python package for nabled, an ndarray-native numerical library for dense
linear algebra, decompositions, sparse workflows, tensor routines, and selected ML/statistics
operations.
Install
Install the published wheel:
pip install pynabled
pynabled requires Python 3.10+ and NumPy.
Optional features
Published PyPI wheels use the default feature set.
Default wheels include the Rust arrow feature. Python Arrow workflows still require pyarrow
at runtime.
Optional provider and accelerator support are source-build workflows that use the same Cargo feature names as the Rust facade:
openblas-systemopenblas-staticnetlib-systemnetlib-staticmagma-systemaccelerator-rayonaccelerator-wgpu
For pip / uv source builds, the package exposes friendly build settings:
PYNABLED_PROVIDER="openblas-system magma-system" python -m pip install --no-binary pynabled pynabled
PYNABLED_ACCELERATORS=rayon python -m pip install --no-binary pynabled pynabled
You can pass the same knobs through frontend config settings with
pynabled-provider, pynabled-accelerators, and pynabled-features.
Builds can be inspected at runtime with pynabled.build_features().
Build guide: https://github.com/MontOpsInc/nabled/blob/main/BUILD.md
Quick example
import numpy as np
import pynabled
a = np.array([[1.0, 2.0], [3.0, 4.0]], dtype=np.float64)
result = pynabled.svd_decompose(a)
print(result.singular_values)
What it includes
- Dense vector and matrix kernels over
numpy.ndarray - Decompositions including SVD, QR, LU, Cholesky, eigen, Schur, and polar
- Sparse matrix carriers and solver/preconditioner workflows
- Tensor decomposition and reconstruction helpers
- PCA, regression, iterative solvers, Jacobian helpers, and optimization configs
pynabled.embeddings: a lightweight, ndarray-native, Arrow-zero-copy compute and rerank layer for embedding vectors (see below)- Optional Arrow and
ndarrowinterop when built witharrow
Embeddings
pynabled.embeddings is a lightweight, ndarray-native, Arrow-zero-copy compute and rerank layer
for embedding vectors — bring vectors from any model, compute exactly, deploy anywhere. It is the
exact rerank/compute step that sits next to a vector store (e.g. LanceDB), not a vector
database: no ANN index, no storage, no model inference. Bring dense float vectors from any encoder
(OpenAI, Cohere, Sentence-BERT, CLIP, custom) and compute exact scores here. Two rules the math
cannot enforce: query and corpus must be the same model and dim, and you pick the metric to
match how the model was trained ("cosine" default, "dot" for MIPS-style models, "l2" where
applicable; dot on un-normalized vectors favors larger-norm rows by design).
The headline pattern is "ANN narrows, nabled reranks exactly," over a pure Arrow interchange so the same entrypoint reranks any batch producer's top-N candidates (LanceDB shown):
import lance # example-only: pip install lance
import numpy as np
import pynabled
query = ... # np.ndarray, shape (dim,), from your encoder
dataset = lance.dataset("corpus.lance")
candidates = dataset.to_table(nearest={"column": "vector", "q": query, "k": 50})
cand_vecs = np.stack([np.asarray(v, np.float32) for v in candidates["vector"].to_pylist()])
# The SAME entrypoint reranks candidates from any Arrow batch producer.
top = pynabled.embeddings.rerank(query, cand_vecs, k=10, metric="cosine")
print(top.indices, top.scores)
lance and sentence-transformers are example-only dependencies; they are not required by the
package or its tests. A runnable end-to-end script lives at
python/examples/embeddings/lance_rerank.py. The full embeddings surface is normalize_rows,
query_corpus_scores, rerank, brute_force_knn, and compress_pca, plus id-carrying
rerank_with_ids / batch_rerank_with_ids (returning IdNeighbors), a build-once/query-many
CorpusWorkspace, offline eval metrics (recall_at_k, reciprocal_rank, mean_reciprocal_rank,
ndcg_at_k), MMR diversity rerank (mmr), and int8 quantization (quantize_rows, dequantize,
query_corpus_scores_quantized, QuantizedMatrix). Arrow-native rerank wrappers ship under
pynabled.arrow. See docs/EMBEDDINGS.md for the full guide and docs/BENCHMARKS.md for
benchmarking methodology.
API and behavior
numpy.ndarray is the canonical CPU array carrier. Where the Rust API admits borrowed views,
pynabled preserves that contract at the Python boundary instead of forcing extra copies.
Structured results are returned as typed Python objects such as SvdResult, QrResult,
LuResult, PcaResult, and tensor-specific result types.
Some higher-level convenience APIs still materialize owned arrays internally where the current Rust API shape requires it. Callback-driven Jacobian and optimization helpers also cross back into Python on each evaluation, so they do not have the same performance contract as the direct array-in/array-out kernels.
Project links
- Repository: https://github.com/MontOpsInc/nabled
- Python package docs: https://github.com/MontOpsInc/nabled/blob/main/python/README.md
- Embeddings guide: https://github.com/MontOpsInc/nabled/blob/main/docs/EMBEDDINGS.md
- Build guide: https://github.com/MontOpsInc/nabled/blob/main/BUILD.md
- Changelog: https://github.com/MontOpsInc/nabled/blob/main/CHANGELOG.md
2 maintainers
Metadata
2 maintainers
Release files for pynabled 0.0.11
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| pynabled-0.0.11.tar.gz | 536.2 kB | Details |
Built distributions (wheels)
Total release size: 94.7 MB
Release files / pynabled-0.0.11.tar.gz
| Download URL | pynabled-0.0.11.tar.gz |
|---|---|
| Size | 536.2 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
2da7f90f88673e0cb3859db04f82546a4f5286e48dd621ebc120bc72317995ce
|
|
BLAKE2b-256 checksum How to use checksums |
a2352784eb010cd51e1b7408b3dcacaacc39b1d4b55c0dc209f5ce1dd213b6d0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl
| Download URL | pynabled-0.0.11-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.6 MB |
| Tags | Linux glibc 2.28+ x86-64 PyPy 3.11 PyPy 3.11 7.3 |
|
SHA-256 checksum How to use checksums |
0de1da1e5916a79757e6c19cf0cc67196fee0af86837e0ffb44546948bceb339
|
|
BLAKE2b-256 checksum How to use checksums |
15a35aa16de3e06a8bc109ee3ff641efe7a921ddb0cef538bba4cf4165b52124
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | Linux glibc 2.28+ ARM64 PyPy 3.11 PyPy 3.11 7.3 |
|
SHA-256 checksum How to use checksums |
00cf9925c90f0291cdbf7efb9e8a7185717cbe734cc1ab99f7fd11d8ee588fd8
|
|
BLAKE2b-256 checksum How to use checksums |
706af6ba9cf92283252afaee37596bc988547731fa6a62f65eeff3f497c06435
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp315-cp315-manylinux_2_28_x86_64.whl
| Download URL | pynabled-0.0.11-cp315-cp315-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.15 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
2dd5ffd702bc56935df474a217de0ba43b35d060121981de5b8ba7e368829316
|
|
BLAKE2b-256 checksum How to use checksums |
e27ede36d4ef36d6aa107cdac659f8823a412982ca779c5066757928dd9c69b2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp314-cp314t-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-cp314-cp314t-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
2d2bcda44618297baf3ef2684baf18bea18e555bce83e50de42aa28e5588b3e9
|
|
BLAKE2b-256 checksum How to use checksums |
a47a38cd3e73ca0e15c700c5852409220e00d4cb9b645b06ed4c5045985a81a2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp314-cp314-win_amd64.whl
| Download URL | pynabled-0.0.11-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
e1a024237a3c823817637110d50f41088927a2f5f6ad4470442b5e2f4fd25432
|
|
BLAKE2b-256 checksum How to use checksums |
a24788d56a715a6d1781ba5a9e56bae47f4eb63d921e2829bfabaeda2a93025b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp314-cp314-manylinux_2_28_x86_64.whl
| Download URL | pynabled-0.0.11-cp314-cp314-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
c54ef86748aae89c2363db92fbb14923bc781dd61b4a8eec87a62a9f2ca7ebfd
|
|
BLAKE2b-256 checksum How to use checksums |
26e546a301a7a065672dac14abc50b93d6f8f94cdc2b89eb15daa4344a2e2988
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp314-cp314-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-cp314-cp314-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
682a899d9c54447fd3dddb6bb6b51df0a1664df6bb0311faf1c0066e3ed42f16
|
|
BLAKE2b-256 checksum How to use checksums |
cb9cae4d786a8cd660f5d22efa761572bd0fe5d02195085b35d98d441b07dca7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | pynabled-0.0.11-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ff5b2ea2afdb6fc3a58bca2ef34b2757f4b67b78e4ad442a673a022c04b20f00
|
|
BLAKE2b-256 checksum How to use checksums |
cb1e0bbbe7e2263368669957a6e4fb65073b0640e1ad016bca36924e9d516854
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp314-cp314-macosx_10_12_x86_64.whl
| Download URL | pynabled-0.0.11-cp314-cp314-macosx_10_12_x86_64.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.14 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
4eeb9ccf117543aaee40914b4d834e790d6c6fa5b5982c156cfe2b92e81afd5e
|
|
BLAKE2b-256 checksum How to use checksums |
e858975b9447d9340ef78e29f28de0071cd9376eba492022a054ff3f253d2313
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp313-cp313t-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-cp313-cp313t-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.13 CPython 3.13 free-threading Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
4968137f537bb8fb3f93c051076675d50f1a07a92a8a037e18453724c1b83219
|
|
BLAKE2b-256 checksum How to use checksums |
81b4203af4a2149f3e8c8a6da571d2177ef40c8b65b867ad6bc78e784af7e75c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp313-cp313-win_amd64.whl
| Download URL | pynabled-0.0.11-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2b53f77f1cfbe2b5fc2919f12a2c01b4fb341d6202db844177f4f3fa8a8f64ce
|
|
BLAKE2b-256 checksum How to use checksums |
ebf2ce819f9b76706712cafc37c0aab6583846360899b4a8feb9622e165dbea3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp313-cp313-manylinux_2_28_x86_64.whl
| Download URL | pynabled-0.0.11-cp313-cp313-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
d0750cf723aa72e5e883a84cf1f90841afad8f058570346c38b22236ba627276
|
|
BLAKE2b-256 checksum How to use checksums |
2de798dfd798c8cc8320ba4e64de089b68f2bb2c94c192a3831f3f749bb42ae8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp313-cp313-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-cp313-cp313-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
7fdf4f49d144ee837f95fa9362fd31fcedc933fbac7d54a9cfa7f9a3830ec151
|
|
BLAKE2b-256 checksum How to use checksums |
00a3215f8540c7796c44e0f61c60e1e1a48127f7b4e8a1974d066f348d0f5fd2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | pynabled-0.0.11-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
7650488341ce85efc522e5b88cb0e05b92063523d755ec16545de30f46034d6c
|
|
BLAKE2b-256 checksum How to use checksums |
cc90b7b8d1f5e3105651680a541a63f67862921362372b007fb525b0dcf41a83
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp313-cp313-macosx_10_12_x86_64.whl
| Download URL | pynabled-0.0.11-cp313-cp313-macosx_10_12_x86_64.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.13 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
ecec47ffd604bb77f5e9f3e128779e80f7b3f94756c8b84cd098b3b24880bc8f
|
|
BLAKE2b-256 checksum How to use checksums |
4033447ea08765d7a3767a07064c5bdb69657ffa0353c1c26ae67c6585abbfad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp312-cp312-win_amd64.whl
| Download URL | pynabled-0.0.11-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
52bd9425b63ea48440f018937bae0b0343245a374b3f7d0716eb245754d5f51b
|
|
BLAKE2b-256 checksum How to use checksums |
6c9110f8b39db9b6200a6fe655a79dc0a14edbd1a4a107c53c27484c16a10667
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp312-cp312-manylinux_2_28_x86_64.whl
| Download URL | pynabled-0.0.11-cp312-cp312-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
e6f1483ed60567f12a7b03dc66ba8637703a711737977121ac2b7a51938d6f8a
|
|
BLAKE2b-256 checksum How to use checksums |
07229dc29c71b3412dbbcfc16d6b414620fa3a992b1d2a8c59a35e5786e098da
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp312-cp312-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-cp312-cp312-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
9c118d396d8df18676695e85d6c2b8791dfbe20233273334cdb69197d39358fa
|
|
BLAKE2b-256 checksum How to use checksums |
05737f665411da5fc16dd93df627ddb3c9519a6733930f674d0b0cc5e86dc6d6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | pynabled-0.0.11-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
18ecf821451987b4eb77a5cdebead50cbae2d6dd293bffd024b1c167f5476f25
|
|
BLAKE2b-256 checksum How to use checksums |
eba9558b5755ea3e11d60021517cb800534337f0a8c055db7605a7dd6fba4b75
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | pynabled-0.0.11-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 3.5 MB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
62426308cefebbf27b224e7c33c0c24356c03b189335c56896fb871e253607b9
|
|
BLAKE2b-256 checksum How to use checksums |
ecde9227c718164e6cf7e13beacdcd9088f94b034269e6a77ba43714ea6c8c2f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp311-cp311-win_amd64.whl
| Download URL | pynabled-0.0.11-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
294b4d36587085ef3385edad9bca5608a395e77bcb9420754c5f883df5599252
|
|
BLAKE2b-256 checksum How to use checksums |
406c4c3d84b62ae92f7a6cb9eaf5b21880115e3b91eef76620528a600d302494
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp311-cp311-manylinux_2_28_x86_64.whl
| Download URL | pynabled-0.0.11-cp311-cp311-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
91b76b064468caa042c81c752b2463de341f1fbafbac033d3e69c16e40ee8081
|
|
BLAKE2b-256 checksum How to use checksums |
b2060d952818f8a818e7e2dab9295076460ee38a65551c2df843301cfdfd12e9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp311-cp311-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-cp311-cp311-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
7a09150885fe5c6c6b222e2325681960b2326208488f543fc2b1695e7aaef59f
|
|
BLAKE2b-256 checksum How to use checksums |
6612ef28715bbb7c203b5a01db4cb842a12dc6c2d1c243c930d97b090ac191ef
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pynabled-0.0.11-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c078e85c2eb1107b205823eb78ff0f64fbdb0408ce60dbb3a431886da0590f11
|
|
BLAKE2b-256 checksum How to use checksums |
d2bcb9310041ea50bf451f2298407e21a25cd6097ae01b985a7574492e582049
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | pynabled-0.0.11-cp311-cp311-macosx_10_12_x86_64.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
7b33ef0437314b57b2b0711753d10fc8dd9edfceeeecbc268b76f9523fbe4b8f
|
|
BLAKE2b-256 checksum How to use checksums |
96dee8bbb7989b12ba6f78eea2aeb0a8ea447aa8e39bfec18e87fc26c27a6648
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp310-cp310-win_amd64.whl
| Download URL | pynabled-0.0.11-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
e889458cdfd3d58909d0fd5b7c2b3f36b2d52bd6e1df92eb91b8202d0a1f7c07
|
|
BLAKE2b-256 checksum How to use checksums |
c68a3f03be1961ad69317913dac4af61614adeffe01d3d745c58459890e8a071
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp310-cp310-manylinux_2_28_x86_64.whl
| Download URL | pynabled-0.0.11-cp310-cp310-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.6 MB |
| Tags | CPython 3.10 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
aa3bd6b345d9a3b1f24d8440af2c93f6fcfdff9c9ea22d59b5889b6817714bf1
|
|
BLAKE2b-256 checksum How to use checksums |
b4ecdae63802901ebeef7ad4dfbacd7c70a502484126b30d2120c23390a891d8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency logRelease files / pynabled-0.0.11-cp310-cp310-manylinux_2_28_aarch64.whl
| Download URL | pynabled-0.0.11-cp310-cp310-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.3 MB |
| Tags | CPython 3.10 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
917217e90456b74791e7440353ee3e497d805d075cf2bceb06828cc15c9848a2
|
|
BLAKE2b-256 checksum How to use checksums |
5c819922408b4a0406089b36b1947286cb42727294bba15ebe9a611cdf76fa61
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.13
|
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 Jun 2, 2026.
Transparency log
