River is a Python library for online machine learning. It aims to be the most user-friendly library for doing machine learning on streaming data. River is the result of a merger between creme and scikit-multiflow.
⚡️ Quickstart
As a quick example, we'll train a logistic regression to classify the website phishing dataset. Here's a look at the first observation in the dataset.
>>> from pprint import pprint
>>> from river import datasets
>>> dataset = datasets.Phishing()
>>> for x, y in dataset:
... pprint(x)
... print(y)
... break
{'age_of_domain': 1,
'anchor_from_other_domain': 0.0,
'empty_server_form_handler': 0.0,
'https': 0.0,
'ip_in_url': 1,
'is_popular': 0.5,
'long_url': 1.0,
'popup_window': 0.0,
'request_from_other_domain': 0.0}
True
Now let's run the model on the dataset in a streaming fashion. We sequentially interleave predictions and model updates. Meanwhile, we update a performance metric to see how well the model is doing.
>>> from river import compose
>>> from river import linear_model
>>> from river import metrics
>>> from river import preprocessing
>>> model = compose.Pipeline(
... preprocessing.StandardScaler(),
... linear_model.LogisticRegression()
... )
>>> metric = metrics.Accuracy()
>>> for x, y in dataset:
... y_pred = model.predict_one(x) # make a prediction
... metric.update(y, y_pred) # update the metric
... model.learn_one(x, y) # make the model learn
>>> metric
Accuracy: 89.28%
Of course, this is just a contrived example. We welcome you to check the introduction section of the documentation for a more thorough tutorial.
🛠 Installation
River is intended to work with Python 3.11 and above. Installation can be done with pip:
pip install river
There are wheels available for Linux, MacOS, and Windows. This means you most probably won't have to build River from source.
River's core online interface (learn_one / predict_one) has no pandas dependency. The mini-batch interface (learn_many, predict_many, predict_proba_many, transform_many) is built on pandas and is opt-in:
pip install "river[pandas]"
You can install the latest development version from GitHub as so:
pip install git+https://github.com/online-ml/river --upgrade
pip install git+ssh://git@github.com/online-ml/river.git --upgrade # using SSH
This method requires having Cython and Rust installed on your machine.
🔮 Features
River provides online implementations of the following family of algorithms:
- Linear models, with a wide array of optimizers
- Decision trees and random forests
- (Approximate) nearest neighbors
- Anomaly detection
- Drift detection
- Recommender systems
- Time series forecasting
- Bandits
- Factorization machines
- Imbalanced learning
- Clustering
- Bagging/boosting/stacking
- Active learning
River also provides other online utilities:
- Feature extraction and selection
- Online statistics and metrics
- Preprocessing
- Built-in datasets
- Progressive model validation
- Model pipelines
Check out the API for a comprehensive overview
🤔 Should I be using River?
You should ask yourself if you need online machine learning. The answer is likely no. Most of the time batch learning does the job just fine. An online approach might fit the bill if:
- You want a model that can learn from new data without having to revisit past data.
- You want a model which is robust to concept drift.
- You want to develop your model in a way that is closer to what occurs in a production context, which is usually event-based.
Some specificities of River are that:
- It focuses on clarity and user experience, more so than performance.
- It's very fast at processing one sample at a time. Try it, you'll see.
- It plays nicely with the rest of Python's ecosystem.
🔗 Useful links
- Documentation
- Package releases
- awesome-online-machine-learning
- 2022 presentation at GAIA
- Online Clustering: Algorithms, Evaluation, Metrics, Applications and Benchmarking from KDD'22.
👐 Contributing
Feel free to contribute in any way you like, we're always open to new ideas and approaches.
- Open a discussion if you have any question or enquiry whatsoever. It's more useful to ask your question in public rather than sending us a private email. It's also encouraged to open a discussion before contributing, so that everyone is aligned and unnecessary work is avoided.
- Feel welcome to open an issue if you think you've spotted a bug or a performance issue.
- Our roadmap is public. Feel free to work on anything that catches your eye, or to make suggestions.
Please check out the contribution guidelines if you want to bring modifications to the code base.
🤝 Affiliations
💬 Citation
If River has been useful to you, and you would like to cite it in a scientific publication, please refer to the paper published at JMLR:
@article{montiel2021river,
title={River: machine learning for streaming data in Python},
author={Montiel, Jacob and Halford, Max and Mastelini, Saulo Martiello
and Bolmier, Geoffrey and Sourty, Raphael and Vaysse, Robin and Zouitine, Adil
and Gomes, Heitor Murilo and Read, Jesse and Abdessalem, Talel and others},
year={2021}
}
📝 License
River is free and open-source software licensed under the 3-clause BSD license.
1 maintainer
Metadata
1 maintainer
Release files for river 0.26.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| river-0.26.1.tar.gz | 5.1 MB | Details |
Built distributions (wheels)
Total release size: 144.7 MB
Release files / river-0.26.1.tar.gz
| Download URL | river-0.26.1.tar.gz |
|---|---|
| Size | 5.1 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
2326f87f396801cfd8672ac02d9f9731c10e936696e7a0a1f89a378b994fba3f
|
|
BLAKE2b-256 checksum How to use checksums |
1b08ac646151985321dd05681f46983f6bffc9fe4f67792809d38853adeb8699
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-win_amd64.whl
| Download URL | river-0.26.1-cp315-cp315-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.15 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d32c815a4872a2d438adaaa0a05f83cb9270cec508c9658e09e352157d2e30c2
|
|
BLAKE2b-256 checksum How to use checksums |
a624f552d2c939d0fd21d1804ce072f08d27dc05c180e70abb951f3cf4fa6a7d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-musllinux_1_2_x86_64.whl
| Download URL | river-0.26.1-cp315-cp315-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.15 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
a1e65a2e00212a645a4ac1a425f388c2b2d1884342c363f55756b7a8f5c9ef46
|
|
BLAKE2b-256 checksum How to use checksums |
d5c937ae143ba576e326dae6430491d45cc3251b758f4574f923f066fdb1adc4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-musllinux_1_2_ppc64le.whl
| Download URL | river-0.26.1-cp315-cp315-musllinux_1_2_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.15 Linux musl 1.2+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
551b06032e940b84025d4bad2b97ce9dda288b74790770063d608243ab5a5b5f
|
|
BLAKE2b-256 checksum How to use checksums |
33ddc7b6ca4479ebc53dfa58e4a5efe45c2f6d885749092c0c93861b7df694cc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-musllinux_1_2_aarch64.whl
| Download URL | river-0.26.1-cp315-cp315-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.15 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
e3284b554d31d30c00c0eb350c7dbc9d778edbb8a6286aadb9bf705da8683a77
|
|
BLAKE2b-256 checksum How to use checksums |
425995528a92fe4d3dc5d61256797b321bd330feda3627db366673ddef8aa29e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-manylinux_2_28_x86_64.whl
| Download URL | river-0.26.1-cp315-cp315-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.15 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
0b2b614e865078c78199c7887a06da30da7413bf5937838133203568f018035d
|
|
BLAKE2b-256 checksum How to use checksums |
4f1e2fa71bd20196c0f5318a858503d0cdb17bc1f864751721a0975ae8e3df53
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-manylinux_2_28_ppc64le.whl
| Download URL | river-0.26.1-cp315-cp315-manylinux_2_28_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.15 Linux glibc 2.28+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
899dfd14a224e318b6cdede3b0b95cf315d8b2f9807f78d45dd45a3b00062857
|
|
BLAKE2b-256 checksum How to use checksums |
c0fe5c99ca4ea588cb980e231cc0c305a8f42f6521092bc8f5396c223404a41e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-manylinux_2_28_aarch64.whl
| Download URL | river-0.26.1-cp315-cp315-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.15 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
5bda84b3dbd6d66f3476e7a5a2c5daac5f8dc8506b5fc21a8035b6eedae3d0fe
|
|
BLAKE2b-256 checksum How to use checksums |
4e15cad12e2ecce281603733b5c2dd3a16a4fa17fabf0ec5edc46fb76a7b6aff
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp315-cp315-macosx_10_15_universal2.whl
| Download URL | river-0.26.1-cp315-cp315-macosx_10_15_universal2.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.15 macOS 10.15+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
fb3fd2367f16961bd4d99b97cb74487123cdf0a482d7a740e2b1f4403828d5a8
|
|
BLAKE2b-256 checksum How to use checksums |
8da0a97f12ad3cb8e1b833a9d0743a4fbd9eca2de245f12006b7a65739f59587
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-win_amd64.whl
| Download URL | river-0.26.1-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d81f8ea7e9433590e5c1ea154de6c7de20c571b687f849a7ff880abc106a8f19
|
|
BLAKE2b-256 checksum How to use checksums |
d6cdd2349361902b4289317b0952e73a364251121b3568e05cee0c9cb80d9a66
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-pyemscripten_2026_0_wasm32.whl
| Download URL | river-0.26.1-cp314-cp314-pyemscripten_2026_0_wasm32.whl |
|---|---|
| Size | 2.5 MB |
| Tags | CPython 3.14 PyEmscripten 2026.0+ WebAssembly |
|
SHA-256 checksum How to use checksums |
c102714c0466f667906978bffd1ee303b504c6d70004a872c7c10de220babbd8
|
|
BLAKE2b-256 checksum How to use checksums |
f3035391e3f0088c348c03cbf880a09ac4c0541ae4aba1f90b8e095e03a16c74
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | river-0.26.1-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
d6e530f84cd414d2445ab14e213c372c5a94111023386b0599b4e4d40c383754
|
|
BLAKE2b-256 checksum How to use checksums |
c5a936ce131d9bab1eda1130831429edeb7488c865633d1e8321345962039f2e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-musllinux_1_2_ppc64le.whl
| Download URL | river-0.26.1-cp314-cp314-musllinux_1_2_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.14 Linux musl 1.2+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
5be75646961af57d92c5b63ecd89da0c34690c68128ceeba1bc607f4de8bb08d
|
|
BLAKE2b-256 checksum How to use checksums |
5729ce38aeaa86b4c0eeb16b5aeb6f02ebf5dbc1dba3b424461b4c9ca327bd86
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-musllinux_1_2_aarch64.whl
| Download URL | river-0.26.1-cp314-cp314-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.14 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
8ceb82fb9b8bb6ba32858ebde99bc04eac6e27ac3beaa448b50516e000e72138
|
|
BLAKE2b-256 checksum How to use checksums |
e5e92afc822e495212ab81373b21f0c417f7b9b57e9a0968e22dfcfc5e965240
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-manylinux_2_28_x86_64.whl
| Download URL | river-0.26.1-cp314-cp314-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
c1f4a60defa39a3537ec3598a37055c05328299a5940a5baeaee408b5bef274b
|
|
BLAKE2b-256 checksum How to use checksums |
dd1ccd018c621914efec985adc9840a83b920132705fad9c8e063aa6da3ff349
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-manylinux_2_28_ppc64le.whl
| Download URL | river-0.26.1-cp314-cp314-manylinux_2_28_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
409e473663e81b2437c677028ab23447f7e4e6f21b317f5984ee51f072631dad
|
|
BLAKE2b-256 checksum How to use checksums |
64ce481997f5d12460380dbf28b5a306742ddcd7e856c7de4e1dd8b390dc1cd8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-manylinux_2_28_aarch64.whl
| Download URL | river-0.26.1-cp314-cp314-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.14 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
6fce774345fc6d5535197bd26e8443c2f74eda41689abcfa03c03981983db78c
|
|
BLAKE2b-256 checksum How to use checksums |
ce16d73716e6db5e3ef3692b2b61c5c969f3c61ab40c0be53740f21107da49d0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp314-cp314-macosx_10_15_universal2.whl
| Download URL | river-0.26.1-cp314-cp314-macosx_10_15_universal2.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.14 macOS 10.15+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
b7d57c8d63ccfbf62d976f94f1fdd1b037f0c67f053ef85038273d5fbce77431
|
|
BLAKE2b-256 checksum How to use checksums |
409d4ee530656e24f58276598f1b06192f37bdad44e06f1c4bab8c5f5cb4ee8c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-win_amd64.whl
| Download URL | river-0.26.1-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7739633e63e57a28a62127e2d8c20fbcacbc30058df4467aaf5ad043fd5a5abe
|
|
BLAKE2b-256 checksum How to use checksums |
68609a4e10fa1fb3e5593d98682183377b530d61e24a4df56de10bec4af01f33
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-pyemscripten_2025_0_wasm32.whl
| Download URL | river-0.26.1-cp313-cp313-pyemscripten_2025_0_wasm32.whl |
|---|---|
| Size | 2.5 MB |
| Tags | CPython 3.13 PyEmscripten 2025.0+ WebAssembly |
|
SHA-256 checksum How to use checksums |
b116caccf194a30ee82080c998d42559ec1dd3f2ee8d5e3b2a38689404b4bd66
|
|
BLAKE2b-256 checksum How to use checksums |
feaaba96efb77d4fe45cc8e3a65a9c245ea919d9e332aa6112fcf710a977faa3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | river-0.26.1-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
1dcf18f8491fa6bb32a69dafba919ca121b4360d7aa772b70d43258158cf092a
|
|
BLAKE2b-256 checksum How to use checksums |
f984bb1dc61dff753785fb2a49417f99687812bd93f3da79136eb75a0ec4207b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-musllinux_1_2_ppc64le.whl
| Download URL | river-0.26.1-cp313-cp313-musllinux_1_2_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Linux musl 1.2+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
9823e0a6079bb8a10ea29ae39871f966038fff6bd922ec28e395dc875ca529c0
|
|
BLAKE2b-256 checksum How to use checksums |
a69acdb63a5df664bd2fcca733e865f3f3db5eaf4a5fd43894bd73ce697f70d6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-musllinux_1_2_aarch64.whl
| Download URL | river-0.26.1-cp313-cp313-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
a370b9b826c07969ecbf8a925d333986fe845ccce0139f2198f8e383d22f5858
|
|
BLAKE2b-256 checksum How to use checksums |
afa3cf9048ef8ecfe3e184e49ae57ca2212d98d690148860c4b5efa50e86d1cb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-manylinux_2_28_x86_64.whl
| Download URL | river-0.26.1-cp313-cp313-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
7d8e6aa749f06e6bd71835ef722c14627bbb049f6929f5bc0d8a65dcd813ad4b
|
|
BLAKE2b-256 checksum How to use checksums |
b4575687c489bcb116c3f905d5d1a78fac6ffee749bf56f43576da59e07e0963
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-manylinux_2_28_ppc64le.whl
| Download URL | river-0.26.1-cp313-cp313-manylinux_2_28_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
07075503334bf7b94f655d25c8daddf668402ee83fedb66c8227f42dbe1e6cd2
|
|
BLAKE2b-256 checksum How to use checksums |
6bd1052bfdb68466368207f6ce7b198568a78a299b58b55ffdbb236a98f8f52d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-manylinux_2_28_aarch64.whl
| Download URL | river-0.26.1-cp313-cp313-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.13 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
a9d636bb5b34bb38efba14dfc99dbfe170d273e0b289e4ad666dd4d1dbdb2882
|
|
BLAKE2b-256 checksum How to use checksums |
faec28924139b673db31cf70add43c4e28253174850c8caa5c37efc4652083c3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp313-cp313-macosx_10_13_universal2.whl
| Download URL | river-0.26.1-cp313-cp313-macosx_10_13_universal2.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.13 macOS 10.13+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
f621a45ba68ddff2bbcb7e9c01afdb2c30c4074896a2c2ad4a86016e619c072b
|
|
BLAKE2b-256 checksum How to use checksums |
8e98511f9f2cc8309224c16241a0d854fc9b52882e92ed65a560a6700aab877f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-win_amd64.whl
| Download URL | river-0.26.1-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c1bda7d7dccc66b50c0ad763594fcbcd46d0a0439af4d8157105153a34b0a15e
|
|
BLAKE2b-256 checksum How to use checksums |
bae99f82bf7984adb3f8778eb148d163e35e584235f7ec07ff655b65182db368
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | river-0.26.1-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
d10cfc358d843dff295439febfb7a583bf55fc7aeb7746f55aef6381153c23bf
|
|
BLAKE2b-256 checksum How to use checksums |
12bd40f7b0f51fad6ba5b2cc3a0618d601246e344e8756b40981cbcf7a2c5ef0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-musllinux_1_2_ppc64le.whl
| Download URL | river-0.26.1-cp312-cp312-musllinux_1_2_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Linux musl 1.2+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
e87d27a516f087c972e4753df2e8e1be676cd2a6266dc0eb7fa91efef9d07815
|
|
BLAKE2b-256 checksum How to use checksums |
58529a59b1d2bcd1464cffe230336c190b429b4f78f7087a905bc207c6633bae
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-musllinux_1_2_aarch64.whl
| Download URL | river-0.26.1-cp312-cp312-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
289cbd52f3e75341dba5973c45d4a923aec7c79e8a55b5b3a25cb64427eb3850
|
|
BLAKE2b-256 checksum How to use checksums |
7c28aa11d8a3f6a31b44794837d278c5d1c76b6daff2bb34b7317e6c56903357
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-manylinux_2_28_x86_64.whl
| Download URL | river-0.26.1-cp312-cp312-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
8846f6cd97da0cbdbd8f5f09ac379147c4a18373a15dab26951d3e97f0e5cfab
|
|
BLAKE2b-256 checksum How to use checksums |
e561e7574df712c5f70e831b6d6259307147f495a18b14d6167d3dcac3d080b9
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-manylinux_2_28_ppc64le.whl
| Download URL | river-0.26.1-cp312-cp312-manylinux_2_28_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
b0d52d98cf555026f39150ded6138e880bc0e835a53df12cdc23ec126b170cb7
|
|
BLAKE2b-256 checksum How to use checksums |
b608bc17bc583db9d94b04c8fc910d8613909b38bec42b31961e1fe44141daac
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-manylinux_2_28_aarch64.whl
| Download URL | river-0.26.1-cp312-cp312-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.12 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
dbae5e43addc4fa77a36707d5c8a6dc21dbfb59852d788dbb0962af6dbeab15e
|
|
BLAKE2b-256 checksum How to use checksums |
e2eae5d5eebad90e27a9b21346c15094fbcad577ef99a93b0c0ef994e7fbbc0c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp312-cp312-macosx_10_13_universal2.whl
| Download URL | river-0.26.1-cp312-cp312-macosx_10_13_universal2.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.12 macOS 10.13+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
89fae7350bdf85f86427ded8a71d4f7e0293c08eee1922089b893b98527c6771
|
|
BLAKE2b-256 checksum How to use checksums |
d2f8e43dd9c044d15962c0dbd20aa6c5955a83251928379df7808a49108fddd3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-win_amd64.whl
| Download URL | river-0.26.1-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
45b8e0cc1a9be39c53b8a78ccd5330de9d6722601d8284de51ac71e08a6975ec
|
|
BLAKE2b-256 checksum How to use checksums |
2bafe525b1bf8839ad8ff3b8456e73c7880cd464c6601f0c2433a893e34acca6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | river-0.26.1-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
39b4b19c649fbe503a1833c90ad758dd6501e639d47ebdbc440da39743ead9ee
|
|
BLAKE2b-256 checksum How to use checksums |
de47e4350594050bd0d42c8a4bffecef4111dd881a753b2610c6084a046f0b2d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-musllinux_1_2_ppc64le.whl
| Download URL | river-0.26.1-cp311-cp311-musllinux_1_2_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux musl 1.2+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
228a4c509cbb212f82c39b0256e8a46cc3f2b3c8d2d5e306b9546bc176947139
|
|
BLAKE2b-256 checksum How to use checksums |
d495f03f8dfbd4b9d87b26adfeb3b7a16dbb4f4c07e98110123b21efeb945995
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | river-0.26.1-cp311-cp311-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
59a3c6c2925a4bca68fcf928f0cc27be3c8b2e8d97250071539a175057ad64da
|
|
BLAKE2b-256 checksum How to use checksums |
77157bb988379a57ea325242bc23e48750f7927d448d102535657bd0f4387702
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-manylinux_2_28_x86_64.whl
| Download URL | river-0.26.1-cp311-cp311-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
6a11e1a9749beec3ea138efeb0205b2c5cea8d424e9deee306c8980faec01bef
|
|
BLAKE2b-256 checksum How to use checksums |
09bf2bb0684db76a1ec301e6bd478490e7c3d16ac57743a52d3f948a82921e3f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-manylinux_2_28_ppc64le.whl
| Download URL | river-0.26.1-cp311-cp311-manylinux_2_28_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
f253457d303d69e89bdb892868f15163d74732a04723d1fc656a6c937632725b
|
|
BLAKE2b-256 checksum How to use checksums |
942e9ccc791e1b1ad89caff63583d4a07a2156c6947a241a3540bbc58ec884ea
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-manylinux_2_28_aarch64.whl
| Download URL | river-0.26.1-cp311-cp311-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
c2826765a365be4cf4142e260b69cdce51f90eb0a772266908bd45000e832582
|
|
BLAKE2b-256 checksum How to use checksums |
bed5896af604c9d23ef167b40ac715e10ac0f900b5d96c854ffc4fe718e1276c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-cp311-macosx_10_13_universal2.whl
| Download URL | river-0.26.1-cp311-cp311-macosx_10_13_universal2.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.11 macOS 10.13+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
0455d2294bfd50373bed674b0515410f26f60634fcc6712c1b5e0d6997d67c46
|
|
BLAKE2b-256 checksum How to use checksums |
9e23e57948ec2863c8fe07d4dc16ee6e5d66dfcd7218cf69fb0205d03626b8c6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-win_amd64.whl
| Download URL | river-0.26.1-cp311-abi3-win_amd64.whl |
|---|---|
| Size | 2.6 MB |
| Tags | CPython 3.11 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
350c936608c4125181ef60528eaa103ec491a8f6e1fa6445b7e153325c5adb3a
|
|
BLAKE2b-256 checksum How to use checksums |
3369fac8e5f737bc86512c9ae7b3b61b866281c21a37f1301b1fa830a269c868
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-musllinux_1_2_x86_64.whl
| Download URL | river-0.26.1-cp311-abi3-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
2716e0d4777a04bffe65eb9e405306220b8b589e89cef70a8ccaa97fa39346c5
|
|
BLAKE2b-256 checksum How to use checksums |
6b5b080a63e57c66f5d73a800a366c9cc7a0b414eb8a108e6857aac0661144eb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-musllinux_1_2_ppc64le.whl
| Download URL | river-0.26.1-cp311-abi3-musllinux_1_2_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux musl 1.2+ PowerPC 64-le abi3 |
|
SHA-256 checksum How to use checksums |
2a85895c0315ee802d6d57a16ecda3269e7e212d92259165c8e4712317c109c8
|
|
BLAKE2b-256 checksum How to use checksums |
82f38574c7adad0fa7a04e082363ecfacab26fe52dc7779e1ea4e84f26068af2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-musllinux_1_2_aarch64.whl
| Download URL | river-0.26.1-cp311-abi3-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux musl 1.2+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
7283a73ef5eda7d7b691e45f979992a9b46dfdecd34b4beaf39dc4a0053b6160
|
|
BLAKE2b-256 checksum How to use checksums |
691af242ca4d312a878bc897f947366373a9ad80f175d8fa70d0c706a2cd1361
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-manylinux_2_28_x86_64.whl
| Download URL | river-0.26.1-cp311-abi3-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
e178d2d20ec1ba7228bd5d89fa8b70cd302b95e73a3c8a5e528153ecc678a019
|
|
BLAKE2b-256 checksum How to use checksums |
ad81734c929e8c49aeebc5b163769941ee5c74db53ba689a8708654c810189cb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-manylinux_2_28_ppc64le.whl
| Download URL | river-0.26.1-cp311-abi3-manylinux_2_28_ppc64le.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ PowerPC 64-le abi3 |
|
SHA-256 checksum How to use checksums |
bfd0db079394bdee34d26bf1aca248b760426a8775228204e62f69be862768d8
|
|
BLAKE2b-256 checksum How to use checksums |
035ef4b227182c966d4c3d679998f563ea9abd732cc522cb48c199c5a9dd83da
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-manylinux_2_28_aarch64.whl
| Download URL | river-0.26.1-cp311-abi3-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.7 MB |
| Tags | CPython 3.11 Linux glibc 2.28+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
e3763be62b25771c90d6d2f31b308b327161ac55b1bd89f586753c4900ac8159
|
|
BLAKE2b-256 checksum How to use checksums |
305410f73d793a8d99489ca0e20978772db4f1fdb87f0cc962d671045e667293
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency logRelease files / river-0.26.1-cp311-abi3-macosx_10_13_universal2.whl
| Download URL | river-0.26.1-cp311-abi3-macosx_10_13_universal2.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.11 abi3 macOS 10.13+ universal2 (ARM64, x86-64) |
|
SHA-256 checksum How to use checksums |
aee5694761a47f9e9b778ea43de081d8d5aab30bc13bcf517a99ff8d06cd5494
|
|
BLAKE2b-256 checksum How to use checksums |
729706efe1ff86719c7795da4bbe4858a6032198cf17c3eab0513ed8daca9c49
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 21, 2026.
Transparency log
