This release is a pre-release and may not be stable for production use.
🎛️ Python Redux
🌟 Overview
Python Redux is a Redux implementation for Python, bringing Redux's state management architecture to Python applications.
🔎 Sample Usage
Minimal todo application store implemented using python-redux:
import uuid
from dataclasses import replace
from typing import Sequence
from immutable import Immutable
from redux import (
BaseAction,
BaseEvent,
CompleteReducerResult,
FinishAction,
ReducerResult,
)
from redux.main import Store
# state:
class ToDoItem(Immutable):
id: str
content: str
is_done: bool = False
class ToDoState(Immutable):
items: Sequence[ToDoItem]
# actions:
class AddTodoItemAction(BaseAction):
content: str
class MarkTodoItemDone(BaseAction):
id: str
class RemoveTodoItemAction(BaseAction):
id: str
# events:
class CallApi(BaseEvent):
parameters: object
# reducer:
def reducer(
state: ToDoState | None,
action: BaseAction,
) -> ReducerResult[ToDoState, BaseAction, BaseEvent]:
if state is None:
return ToDoState(
items=[
ToDoItem(
id=uuid.uuid4().hex,
content='Initial Item',
),
],
)
if isinstance(action, AddTodoItemAction):
return replace(
state,
items=[
*state.items,
ToDoItem(
id=uuid.uuid4().hex,
content=action.content,
),
],
)
if isinstance(action, RemoveTodoItemAction):
return replace(
state,
actions=[item for item in state.items if item.id != action.id],
)
if isinstance(action, MarkTodoItemDone):
return CompleteReducerResult(
state=replace(
state,
items=[
replace(item, is_done=True) if item.id == action.id else item
for item in state.items
],
),
events=[CallApi(parameters={})],
)
return state
store = Store(reducer)
# subscription:
dummy_render = print
store.subscribe(dummy_render)
# autorun:
@store.autorun(
lambda state: state.items[0].content if len(state.items) > 0 else None,
)
def reaction(content: str | None) -> None:
print(content)
@store.view(lambda state: state.items[0])
def first_item(first_item: ToDoItem) -> ToDoItem:
return first_item
@store.view(lambda state: [item for item in state.items if item.is_done])
def done_items(done_items: list[ToDoItem]) -> list[ToDoItem]:
return done_items
# event listener, note that this will run async in a separate thread, so it can include
# io operations like network calls, etc:
dummy_api_call = print
store.subscribe_event(
CallApi,
lambda event: dummy_api_call(event.parameters, done_items()),
)
# dispatch:
store.dispatch(AddTodoItemAction(content='New Item'))
store.dispatch(MarkTodoItemDone(id=first_item().id))
store.dispatch(FinishAction())
⚙️ Features
-
Redux API for Python developers.
-
Reduce boilerplate by dropping
typeproperty, payload classes and action creators:- Each action is a subclass of
BaseAction. - Its type is checked by utilizing
isinstance(no need fortypeproperty). - Its payload are its direct properties (no need for a separate
payloadobject). - Its creator is its auto-generated constructor.
- Each action is a subclass of
-
Use type annotations for all its API.
-
Immutable state management for predictable state updates using python-immutable.
-
Offers a streamlined, native API for handling side-effects asynchronously, eliminating the necessity for more intricate utilities such as redux-thunk or redux-saga.
-
Incorporates the autorun decorator and the view decorator, inspired by the mobx framework, to better integrate with elements of the software following procedural patterns.
-
Supports middlewares.
📦 Installation
The package handle in PyPI is python-redux
Pip
pip install python-redux
Poetry
poetry add python-redux
🛠 Usage
Handling Side Effects with Events
Python-redux introduces a powerful concept for managing side effects: Events. This approach allows reducers to remain pure while still signaling the need for side effects.
Why Events?
- Separation of Concerns: By returning events, reducers stay pure and focused solely on state changes, delegating side effects to other parts of the software.
- Flexibility: Events allow asynchronous operations like API calls to be handled separately, enhancing scalability and maintainability.
How to Use Events
- Reducers: Reducers primarily return a new state. They can optionally return actions and events, maintaining their purity as these do not enact side effects themselves.
- Dispatch Function: Besides actions, dispatch function can now accept events, enabling a more integrated flow of state and side effects.
- Event Listeners: Implement listeners for specific events. These listeners handle the side effects (e.g., API calls) asynchronously.
Best Practices
- Define Clear Events: Create well-defined events that represent specific side effects.
- Use Asynchronously: Design event listeners to operate asynchronously, keeping your application responsive. Note that python-redux, by default, runs all event handler functions in new threads.
This concept fills the gap in handling side effects within Redux's ecosystem, offering a more nuanced and integrated approach to state and side effect management.
See todo sample below or check the todo demo or features demo to see it in action.
Autorun Decorator
Inspired by MobX's autorun and reaction, python-redux introduces the autorun decorator. This decorator requires a selector function as an argument. The selector is a function that accepts the store instance and returns a derived object from the store's state. The primary function of autorun is to establish a subscription to the store. Whenever the store is changed, autorun executes the selector with the updated store. Importantly, the decorated function is triggered only if there is a change in the selector's return value. This mechanism ensures that the decorated function runs in response to relevant state changes, enhancing efficiency and responsiveness in the application.
See todo sample below or check the todo demo or features demo to see it in action.
View Decorator
Inspired by MobX's computed, python-redux introduces
the view decorator. It takes a selector and each time the decorated function is called,
it only runs the function body if the returned value of the selector is changed,
otherwise it simply returns the previous value. So unlike computed of MobX, it
doesn't extract the requirements of the function itself, you need to provide them
in the return value of the selector function.
Combining reducers - combine_reducers
You can compose high level reducers by combining smaller reducers using combine_reducers
utility function. This works mostly the same as the JS redux library version except
that it provides a mechanism to dynamically add/remove reducers to/from it.
This is done by generating an id and returning it along the generated reducer.
This id is used to refer to this reducer in the future. Let's assume you composed
a reducer like this:
reducer, reducer_id = combine_reducers(
state_type=StateType,
first=straight_reducer,
second=second_reducer,
)
You can then add a new reducer to it using the reducer_id like this:
store.dispatch(
CombineReducerRegisterAction(
combine_reducers_id=reducer_id,
key='third',
third=third_reducer,
),
)
You can also remove a reducer from it like this:
store.dispatch(
CombineReducerRegisterAction(
combine_reducers_id=reducer_id,
key='second',
),
)
Without this id, all the combined reducers in the store tree would register third
reducer and unregister second reducer, but thanks to this reducer_id, these
actions will only target the desired combined reducer.
🎉 Demo
For a detailed example, see features demo.
🤝 Contributing
Contributions following Python best practices are welcome.
📜 License
This project is released under the Apache-2.0 License. See the LICENSE file for more details.
1 maintainer
Metadata
1 maintainer
Release files for python-redux 0.25.2.dev226020910357484956
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 29.8 MB
Release files / python_redux-0.25.2.dev226020910357484956-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 2.9 MB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
b6399872ea5d128b113eddee8b84422e943d85e0087f9d5f7599aead4517b30f
|
|
BLAKE2b-256 checksum How to use checksums |
fc45d50b08b3b325ae3f8cd30fad13a4417ddd2da90c13ed614f6fb782a12f54
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp312-cp312-musllinux_1_2_aarch64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-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 |
ec99dd45952074a221b167feea3e519ba13f72739dd54fc20bea7ec012749527
|
|
BLAKE2b-256 checksum How to use checksums |
0bf3e1ff7670343febe0215323151a4335c4829d28948b9e7c60f9848c21934f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.9 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
be7572a277cb656f07a7a69b337656ed4efabc5607c980744a31a465f41e6f35
|
|
BLAKE2b-256 checksum How to use checksums |
1466e598be138c479ea84d98ebb0652cae3f8225aca2e258cefe66cf489785f5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
eac6cc0aef64e3c1cfa4c369df4a5e4a9f75b1600d34144db61ccf6b94ea1e4c
|
|
BLAKE2b-256 checksum How to use checksums |
0962c687143221ff4ec4f409313e006d2ca841e16391b68c349170c9758858b0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
300c76eb83d008a7185fbf28ebf1785a4c72933ffdf9e607e8b3dfdc4de09eb6
|
|
BLAKE2b-256 checksum How to use checksums |
1bc6c316318ee6017ae348ddfdf860d05a91e5ae9a650001094d9e215d43dbf4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
4568645ed76ff01857f75d95c10cac8218d755bcddb3d260319925333376538a
|
|
BLAKE2b-256 checksum How to use checksums |
3263df38602ba1e05f794ff35c5f9457e91e65629645d957defde340c19433d3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-win_arm64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp311-cp311-win_arm64.whl |
|---|---|
| Size | 977.5 kB |
| Tags | CPython 3.11 Windows ARM64 |
|
SHA-256 checksum How to use checksums |
33f7acd5036a7b12cb1426b900ed77396038c3377285cda8079a76c3ff86fb79
|
|
BLAKE2b-256 checksum How to use checksums |
8d864b435d0dc005753a0887d9dcb6e43bc99ea7c7fc591d11570d01d0e3d769
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-win_amd64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
8e729a9b182e4a8a3e37673855943b3991107ff95eea5bdcd7f6e8be21730852
|
|
BLAKE2b-256 checksum How to use checksums |
551811a7e6857821a703d9bd400cfb674d629489f5063a598d46d11d0352430e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-win32.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp311-cp311-win32.whl |
|---|---|
| Size | 989.4 kB |
| Tags | CPython 3.11 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
b5d8d1febdf2853434d2073ee39f6bc9cf750bc29e513d880ca0bb29f1bf5499
|
|
BLAKE2b-256 checksum How to use checksums |
d7deffdb31b9114c166e4fe47d19d662aa5113ebb8bcd60dc7c13ea43577bf3b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-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 |
2e68dcd6391e104e0ae895b50276e92cb7a94b08d40378773246d7adbe6f62cb
|
|
BLAKE2b-256 checksum How to use checksums |
8c7f1471519eef696a3b17629623c844b22bff5f68667e20a806c42d9aec44bc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-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 |
743817ae13379d3afa9a7f61d55ca78c629f057e84452bd537bdc0b14f435fc6
|
|
BLAKE2b-256 checksum How to use checksums |
8f968ea91f7b7fc6f178e604f7e63374d5c660ad46c960986e06771a4d0312fb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
7c3b3932ff00144af1c7c7693a6e2932ee7d9bc7abe6b7fb8b7be42350ecbff4
|
|
BLAKE2b-256 checksum How to use checksums |
04245d68e56cbeabf500904223da9b2bc0ab68671130ee84734037b16ef5de68
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
7bac32684ec59badf630506b724bc21d2ab5c6aca4437272c5ed7acf886aaaba
|
|
BLAKE2b-256 checksum How to use checksums |
9bbf618adb1715428c42af06687f39aeb1a47a1cbbef795f35bbb2befc32e898
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
bb6844b93fa5445cb3b42c3eb239060308c8c2411163dcbb2d3d923688c5c6e5
|
|
BLAKE2b-256 checksum How to use checksums |
eb42eb3ba0d62039d204c807e72dee35b246794745c6dfae42590d3f92c6a381
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency logRelease files / python_redux-0.25.2.dev226020910357484956-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | python_redux-0.25.2.dev226020910357484956-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
3d163a77a14475f32d37f57453054a623926586546430e5544417d2ed34a3122
|
|
BLAKE2b-256 checksum How to use checksums |
d09f8bf52303ac3c25e65c9557221cb4c4135bfeb0002269a8559ef6624b047a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Feb 9, 2026.
Transparency log
