Production-grade feature and forward target engineering for quantitative research.
Rust core. Python API. Streaming and batch, same object.
The problem
Most feature engineering libraries take a full DataFrame and return a DataFrame. That works in research. In live trading, it forces you to keep a growing history in memory and recompute every feature on every new bar. This doesn't scale and isn't how production systems work.
A second, quieter problem: research code and live code diverge. Any inconsistency between them is a bug waiting to surface in production.
Oryon solves both. Every feature is a stateful object with a fixed memory footprint. You feed it one bar at a time in live trading, or pass the full dataset in research. Same object, same Rust code, same output.
Install
pip install oryon
No Rust toolchain required. Pre-built wheels for Linux, macOS, and Windows.
Quick start
Live trading, one bar at a time:
from oryon.features import Ema, ParkinsonVolatility
from oryon import FeaturePipeline
fp = FeaturePipeline(
features=[
Ema(["close"], window=20, outputs=["ema_20"]),
ParkinsonVolatility(["high", "low"], window=20, outputs=["pvol_20"]),
],
input_columns=["close", "high", "low"],
)
# on each new bar from your data feed
result = fp.update([bar.close, bar.high, bar.low])
# [nan, nan] during warm-up
# [102.4, 0.018] once ready
Research, full dataset at once:
The same feature pipeline (fp) defined above builds your training dataset. See the full quickstart for details.
import pandas as pd
from oryon import TargetPipeline
from oryon.adapters import run_features_pipeline_pandas, run_targets_pipeline_pandas
from oryon.targets import FutureReturn
# fp is the pipeline from the live trading example above
X = run_features_pipeline_pandas(fp, df)
y = run_targets_pipeline_pandas(
TargetPipeline(
targets=[FutureReturn(inputs=["close"], horizon=5, outputs=["ret_5"])],
input_columns=["close"],
),
df,
)
dataset = pd.concat([X, y], axis=1).dropna()
# ema_20 pvol_20 ret_5
# 2024-01-01 NaN NaN NaN <- warm-up
# ...
# 2024-01-21 102.4 0.01823 0.0312
# 2024-01-22 102.7 0.01754 0.0187
# ...
# 2024-12-27 118.2 0.02341 NaN <- forward period
Benchmarks
Rust core, Apple M-series. Python adds a constant ~150 ns per call on top.
Features: per update() call
| Feature | w=20 | w=200 |
|---|---|---|
Ema, SimpleReturn, LogReturn |
< 10 ns | < 10 ns |
Sma, ParkinsonVolatility, RogersSatchellVolatility |
< 30 ns | < 175 ns |
Skewness, Kurtosis, LinearSlope |
< 40 ns | < 510 ns |
Kama |
164 ns | 870 ns |
The goal is every feature under 1 µs at w=200.
Targets: per run_research() call over 1 000 bars
| Target | h=20 | h=200 |
|---|---|---|
FutureReturn |
1.9 µs | 1.7 µs |
FutureCTCVolatility |
28 µs | 280 µs |
FutureLinearSlope |
31 µs | 287 µs |
Why not build it yourself?
Custom pipelines accumulate silent bugs:
- Look-ahead bias. A feature that accidentally reads future data produces results impossible to replicate in live trading. It will never raise an error.
- State leakage between folds. In cross-validation, state from one fold contaminates the next if not explicitly reset. The numbers look plausible. The model is wrong.
- Research / live divergence. Batch and streaming implementations drift over time. A subtle difference in edge case handling is enough to break a live strategy.
Every feature and target in Oryon ships with contract tests that enforce warm_up_period, forward_period, None propagation, reset correctness, and instance independence. The test infrastructure is part of the public API. Contributions must pass the same contracts.
Documentation
Full API reference, guides, and benchmarks at oryonlib.dev.
Contributing
Contributions of features and targets are welcome. See the contributing guide for the full workflow and checklist.
License
MIT. See LICENSE.
Developed by Lucas Inglese
1 maintainer
Metadata
1 maintainer
Release files for oryon 0.2.12
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| oryon-0.2.12.tar.gz | 741.0 kB | Details |
Built distributions (wheels)
Total release size: 24.5 MB
Release files / oryon-0.2.12.tar.gz
| Download URL | oryon-0.2.12.tar.gz |
|---|---|
| Size | 741.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
6af245e58c694cdbb88ffaf093a79dbff3b8f1d20a3ed9aa1679ddbbc33872e4
|
|
BLAKE2b-256 checksum How to use checksums |
4d45a10f0a1a02b6644f4c4f6bc73961baa6f3bc600499a2ad904f7e8ec18f5c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp313-cp313-win_amd64.whl
| Download URL | oryon-0.2.12-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 971.1 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
341fac5fd3846f5562ce51067b98b2970add1bceaf07e4dcf48baf65754030ca
|
|
BLAKE2b-256 checksum How to use checksums |
acc1bac26dbb02015fd19170b704095d740d80aea78b4d17f4cddbbd08903049
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | oryon-0.2.12-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
ed886b4f4a93c53af19fe2b48fa19abb57cde0a71f7ee8558e35ac802b0b6bc6
|
|
BLAKE2b-256 checksum How to use checksums |
98207154c71f0f16e6766d50b77da5f98ef65c5a2862bb588bc2a13292733639
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | oryon-0.2.12-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
f268fc7b84715c418ca1a90ec8c9f7992eabbe6bee3f8b89d3575c13cc7958fe
|
|
BLAKE2b-256 checksum How to use checksums |
cc1a8b1c7f2eb0c4c54cf3e5cae84658a78ff29066d368d42beac2ba42bdae57
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | oryon-0.2.12-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.13 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ac872970be07446f0fa4231f4e9aab2dc9c548228e322cbc5ca2183b19783df0
|
|
BLAKE2b-256 checksum How to use checksums |
bf295eaa2ff2fc452ef9ee6558a2683f7fce5eaa1405bb939dbbf5d5aebcda6b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp312-cp312-win_amd64.whl
| Download URL | oryon-0.2.12-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 971.4 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
66f859361fe26f8504d03ecdbc4ff7ae87a4cceb7fa2cc8b2855b68aae8ada77
|
|
BLAKE2b-256 checksum How to use checksums |
12de4abbb658f0552aaca3d82001e7e2c1c00367ef6e4530b57c1f7357513187
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | oryon-0.2.12-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
77d68ffc67204818b5a44e448313300d9d52e92aae000885cc7e57f29a579948
|
|
BLAKE2b-256 checksum How to use checksums |
8ca3b3ca8fdd25d83f85da3c70c1751fd7dd7a651ce5b0684379230b40e10e98
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | oryon-0.2.12-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
968fdc23a8787303918afdcdd0d33f3737a2813edb8bce4f2374734a54ecddfb
|
|
BLAKE2b-256 checksum How to use checksums |
96634b987de01eda1f751c9dc6883a132649e5e1c4973686d2e3074da42c0623
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | oryon-0.2.12-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.12 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
3c323d535e792b80b71d4fecd9dcfa90a8f90a33847e868c032565c09b35a4cb
|
|
BLAKE2b-256 checksum How to use checksums |
e87c0665b3eb82b467130076bd7854023f951762ac48e4cab9e7d6bc91650ebd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp311-cp311-win_amd64.whl
| Download URL | oryon-0.2.12-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 971.6 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4d0f9d5d3dcec4dc37aeb68a96a3619e7e623cb17c4d96a30b056c07de5ac6ca
|
|
BLAKE2b-256 checksum How to use checksums |
73a9657665bf3cd935b036b05b701cd2d7938392545fe2a1e5fe65ef85e231de
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | oryon-0.2.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
cc5b969314e5a120bb23f2b3cf1c86029f009397ae303b25e14162f3f1b691eb
|
|
BLAKE2b-256 checksum How to use checksums |
2352f4ef3f55c1aa761379e926b2ecf057a3e39558a1d61c974ff270dc88e780
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | oryon-0.2.12-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
67213161f4bf9a410543d56f341c5637bd08bb21bd8e733244106aafd1171292
|
|
BLAKE2b-256 checksum How to use checksums |
886718a8e8c31091924978aac86c22cac6d0c6fb41aab6f70d197b328345bf27
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | oryon-0.2.12-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.11 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ae864b25ccb6b4a2f742895ced868b36c52d3bba6a4e4f419b6e68cce3a0ffe4
|
|
BLAKE2b-256 checksum How to use checksums |
5bfed9dda9bfa7e7ab5ecfd509ff9043232102ec26b9e6a833ee4ab2141143b9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp310-cp310-win_amd64.whl
| Download URL | oryon-0.2.12-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 971.6 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
a1cff31fc4f7a648824789f2c91a0b0b39a1193c0c24d468f7460c6cdd711d9e
|
|
BLAKE2b-256 checksum How to use checksums |
3205fa36db2ee54161085cff27050e47e1fe3794b82908ca4709692c24b56099
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | oryon-0.2.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
7494ef18989e15a15ce5facb89a7e291ab39ceef8461157aab906005875ab654
|
|
BLAKE2b-256 checksum How to use checksums |
19e37b37a95cdc73bded819d408e1978311b914ef705ba45711cd25a257a7f80
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | oryon-0.2.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
b5e3c10ee0426a7c0b8adf22e941e5c86fb951470afba08406df29840219ca84
|
|
BLAKE2b-256 checksum How to use checksums |
c7db7d5ed42c9f49ff1b4302afd3e3d2e1bef7fb9c8f4524477daca2087e51bb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | oryon-0.2.12-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.10 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c8c821ff67e1d5c53870b6dbb49be077928af88b5d8b4f8f58f87cf758ee9171
|
|
BLAKE2b-256 checksum How to use checksums |
179225b1929dc298d2ad9e99ba971785fca02e3a714e4865519d5a4ffa6ac9b2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp39-cp39-win_amd64.whl
| Download URL | oryon-0.2.12-cp39-cp39-win_amd64.whl |
|---|---|
| Size | 971.8 kB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4dccebc87ed5759b0761924480936ffd2cd9552baafb50d7b031356637257718
|
|
BLAKE2b-256 checksum How to use checksums |
39182eb829e78e2d922043c3789554c6d15e26f558a7c0bc778baff88e4aecb7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | oryon-0.2.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
b0982416dacc8005ce1816d0bb832d2dd35a628b56fa89e86eae1aee543aba80
|
|
BLAKE2b-256 checksum How to use checksums |
c2b90f9848f1df4d0d9c766fcbcd302282cc89e1b17f655b0f4ec5141563383c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | oryon-0.2.12-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
542cce1ec73c219694256406b13893987887fc9c3d9301098eae7489f0ac0bc8
|
|
BLAKE2b-256 checksum How to use checksums |
f31d60b7fd2c7b8daaa4fa0437abab431b33852c09c43942e4237260066f1572
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency logRelease files / oryon-0.2.12-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
| Download URL | oryon-0.2.12-cp39-cp39-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl |
|---|---|
| Size | 1.5 MB |
| Tags | CPython 3.9 macOS 10.12+ universal2 (ARM64, x86-64) macOS 10.12+ x86-64 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
6945406e86e7d492bf04cdba452e2000d242385fe5527825caac6e08903ac56c
|
|
BLAKE2b-256 checksum How to use checksums |
9637139403552cc4ece38fd66027d0fcabe9c4b3853745f63229f4a8470974d8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
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 5, 2026.
Transparency log
