picows

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:zap: Introduction

picows is an ultra-fast, lightweight Python WebSockets client and server library for asyncio. Originally developed as part of an algorithmic trading project, it features a very efficient C implementation, a zero-copy interface and all possible speedups for the common modern CPU architectures.

With picows, you get unmatched, best-in-class latency and throughput!

The above chart shows the performance of various echo clients communicating with the same high-performance C++ server through a loopback interface. boost.beast client is also included for reference. You can find benchmark sources and more results here.

💡 Key Features

Faster (up to 2x) drop-in replacement for the popular websockets library.
Maximally efficient WebSocket frame parser and builder implemented in C/Cython
Reuse memory as much as possible, avoid reallocations, and avoid unnecessary Python object creation
Use aiofastnet to achieve excellent TCP/TLS performance regardless of the event loop used
Lower-level core API with non-async data path, to reduce latency and achieve maximum performance
Provide a Cython .pxd for efficient integration of user cythonized code with picows
Ability to check if a frame is the last one in the receiving buffer
Auto ping-pong with an option to customize ping/pong messages
Convenient method to measure websocket roundtrip time using ping/pong messages

📦 Installation

picows requires Python 3.9 or greater and is available on PyPI:

pip install picows

🤔 Getting started

picows provides two APIs:

A reimplementation of the popular websockets library's asyncio interface.
A low-level and significantly more efficient (lower latency, better throughput, zero copy) core API.

websockets API

This is a drop-in replacement; you only need to change imports to transition from websockets to picows.

Certain features from websockets library are not supported yet. Check out documentation for the full list.

Client

# Import picows.websockets instead of websockets
from picows.websockets.asyncio.client import connect
import asyncio


async def hello():
    async with connect("ws://localhost:8765") as websocket:
        await websocket.send("Hello world!")
        message = await websocket.recv()
        print(message)


if __name__ == "__main__":
    asyncio.run(hello())

Server

# Import picows.websockets instead of websockets
from picows.websockets.asyncio.server import serve
import asyncio


async def echo(websocket):
    async for message in websocket:
        await websocket.send(message)


async def main():
    async with serve(echo, "localhost", 8765) as server:
        await server.serve_forever()


if __name__ == "__main__":
    asyncio.run(main())

Core API

The Core API achieves superior performance by offering an efficient, non-async data path, similar to the transport/protocol design from asyncio.

The user handler receives WebSocket frame objects instead of complete messages. Since a message can span multiple frames, it is up to the user to decide the most effective strategy for concatenating them. Each frame object includes additional low-level details about the current parser state, which may help to further optimize the behavior of the user's application.

The Core API doesn't offer high-level features like permessage-deflate extension support or an async iterator interface for reading. These features are often not required in real-world applications, significantly slow down the data path, and make a true zero-copy interface impossible.

Client

import asyncio
from picows import ws_connect, WSFrame, WSTransport, WSListener, WSMsgType, WSCloseCode


class ClientListener(WSListener):
    def on_ws_connected(self, transport: WSTransport):
        transport.send(WSMsgType.TEXT, b"Hello world")

    def on_ws_frame(self, transport: WSTransport, frame: WSFrame):
        print(f"Echo reply: {frame.get_payload_as_ascii_text()}")
        transport.send_close(WSCloseCode.OK)
        transport.disconnect()


async def main():
    transport, client = await ws_connect(ClientListener, "ws://127.0.0.1:9001")
    await transport.wait_disconnected()


if __name__ == "__main__":
    asyncio.run(main())

Server

import asyncio
from picows import ws_create_server, WSFrame, WSTransport, WSListener, WSMsgType, WSUpgradeRequest


class ServerClientListener(WSListener):
    def on_ws_connected(self, transport: WSTransport):
        print("New client connected")

    def on_ws_frame(self, transport: WSTransport, frame: WSFrame):
        if frame.msg_type == WSMsgType.CLOSE:
            transport.send_close(frame.get_close_code(), frame.get_close_message())
            transport.disconnect()
        else:
            transport.send(frame.msg_type, frame.get_payload_as_memoryview())


async def main():
    def listener_factory(r: WSUpgradeRequest):
        # Routing can be implemented here by analyzing request content
        return ServerClientListener()

    server: asyncio.Server = await ws_create_server(listener_factory, "127.0.0.1", 9001)
    for s in server.sockets:
        print(f"Server started on {s.getsockname()}")

    await server.serve_forever()


if __name__ == "__main__":
    asyncio.run(main())

:hammer: Contributing / Building From Source

Contributions are welcome!

Fork and clone the repository:

git clone git@github.com:tarasko/picows.git
cd picows

Create a virtual environment and activate it:

python3 -m venv picows-dev
source picows-dev/bin/activate

Install development dependencies:

# To run tests
pip install -r requirements-test.txt

Build in place and run tests:

python setup.py build_ext --inplace --dev
pytest -s -v

# Run specific test with picows debug logs enabled
pytest -s -v -k test_client_handshake_timeout[uvloop-plain] --log-cli-level 9

Run perf, see call graph

For Intel:

$ perf record -F 999 -g --call-graph lbr --user-callchains -- python -m examples.perf_test --msg-size 8192 --ssl
$ DEBUGINFOD_URLS= perf report -G -n --stdio

For AMD:

$ perf record -F 999 -g --call-graph dwarf --user-callchains -- python -m examples.perf_test --msg-size 8192 --ssl
$ DEBUGINFOD_URLS= perf report -G -n --stdio

Build coverage report:

Building for coverage testing requires enabling line tracing in cython, which significantly slows down extension modules. It is disabled by default. You would need to rebuild specifically with coverage support.

python setup.py build_ext --inplace --dev --with-coverage
pytest -s -v --cov=picows --cov-report=html

Build docs:

pip install -r docs/requirements.txt
make -C docs clean html

Metadata

Release files for picows 2.2.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for picows 2.2.0
File	Size	Uploaded
picows-2.2.0.tar.gz	95.1 kB	Sep 11, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for picows 2.2.0
File	Interpreter	ABI	Platform	Reset
picows-2.2.0-cp314-cp314t-win_arm64.whl 321.3 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	Windows ARM64	Details
picows-2.2.0-cp314-cp314t-win_amd64.whl 376.4 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
picows-2.2.0-cp314-cp314t-win32.whl 326.0 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
picows-2.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl 459.7 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
picows-2.2.0-cp314-cp314t-musllinux_1_2_aarch64.whl 433.4 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
picows-2.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 455.5 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
picows-2.2.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 426.8 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
picows-2.2.0-cp314-cp314t-macosx_11_0_arm64.whl 392.0 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
picows-2.2.0-cp314-cp314t-macosx_10_15_x86_64.whl 411.4 kB Sep 11, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
picows-2.2.0-cp314-cp314-win_arm64.whl 303.5 kB Sep 11, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
picows-2.2.0-cp314-cp314-win_amd64.whl 352.2 kB Sep 11, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
picows-2.2.0-cp314-cp314-win32.whl 301.6 kB Sep 11, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
picows-2.2.0-cp314-cp314-musllinux_1_2_x86_64.whl 457.2 kB Sep 11, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
picows-2.2.0-cp314-cp314-musllinux_1_2_aarch64.whl 426.1 kB Sep 11, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
picows-2.2.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 453.9 kB Sep 11, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
picows-2.2.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 418.3 kB Sep 11, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
picows-2.2.0-cp314-cp314-macosx_11_0_arm64.whl 376.3 kB Sep 11, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
picows-2.2.0-cp314-cp314-macosx_10_15_x86_64.whl 395.4 kB Sep 11, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
picows-2.2.0-cp313-cp313-win_arm64.whl 293.7 kB Sep 11, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
picows-2.2.0-cp313-cp313-win_amd64.whl 345.6 kB Sep 11, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
picows-2.2.0-cp313-cp313-win32.whl 297.0 kB Sep 11, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
picows-2.2.0-cp313-cp313-musllinux_1_2_x86_64.whl 455.6 kB Sep 11, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
picows-2.2.0-cp313-cp313-musllinux_1_2_aarch64.whl 419.0 kB Sep 11, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
picows-2.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 453.0 kB Sep 11, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
picows-2.2.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 412.6 kB Sep 11, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
picows-2.2.0-cp313-cp313-macosx_11_0_arm64.whl 373.6 kB Sep 11, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
picows-2.2.0-cp313-cp313-macosx_10_13_x86_64.whl 394.5 kB Sep 11, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
picows-2.2.0-cp312-cp312-win_arm64.whl 293.5 kB Sep 11, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
picows-2.2.0-cp312-cp312-win_amd64.whl 345.8 kB Sep 11, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
picows-2.2.0-cp312-cp312-win32.whl 297.1 kB Sep 11, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
picows-2.2.0-cp312-cp312-musllinux_1_2_x86_64.whl 452.5 kB Sep 11, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
picows-2.2.0-cp312-cp312-musllinux_1_2_aarch64.whl 415.5 kB Sep 11, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
picows-2.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 448.2 kB Sep 11, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
picows-2.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 409.5 kB Sep 11, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
picows-2.2.0-cp312-cp312-macosx_11_0_arm64.whl 375.0 kB Sep 11, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
picows-2.2.0-cp312-cp312-macosx_10_13_x86_64.whl 395.0 kB Sep 11, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
picows-2.2.0-cp311-cp311-win_arm64.whl 304.3 kB Sep 11, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
picows-2.2.0-cp311-cp311-win_amd64.whl 354.9 kB Sep 11, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
picows-2.2.0-cp311-cp311-win32.whl 303.3 kB Sep 11, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
picows-2.2.0-cp311-cp311-musllinux_1_2_x86_64.whl 452.9 kB Sep 11, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
picows-2.2.0-cp311-cp311-musllinux_1_2_aarch64.whl 421.2 kB Sep 11, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
picows-2.2.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 449.6 kB Sep 11, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
picows-2.2.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 415.3 kB Sep 11, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
picows-2.2.0-cp311-cp311-macosx_11_0_arm64.whl 374.6 kB Sep 11, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
picows-2.2.0-cp311-cp311-macosx_10_9_x86_64.whl 393.3 kB Sep 11, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
picows-2.2.0-cp310-cp310-win_arm64.whl 305.1 kB Sep 11, 2026	CPython 3.10	CPython 3.10	Windows ARM64	Details
picows-2.2.0-cp310-cp310-win_amd64.whl 353.9 kB Sep 11, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
picows-2.2.0-cp310-cp310-win32.whl 304.5 kB Sep 11, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
picows-2.2.0-cp310-cp310-musllinux_1_2_x86_64.whl 453.4 kB Sep 11, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
picows-2.2.0-cp310-cp310-musllinux_1_2_aarch64.whl 421.2 kB Sep 11, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
picows-2.2.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 450.9 kB Sep 11, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
picows-2.2.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 415.4 kB Sep 11, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
picows-2.2.0-cp310-cp310-macosx_11_0_arm64.whl 376.9 kB Sep 11, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
picows-2.2.0-cp310-cp310-macosx_10_9_x86_64.whl 396.3 kB Sep 11, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
picows-2.2.0-cp39-cp39-win_arm64.whl 305.5 kB Sep 11, 2026	CPython 3.9	CPython 3.9	Windows ARM64	Details
picows-2.2.0-cp39-cp39-win_amd64.whl 355.6 kB Sep 11, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
picows-2.2.0-cp39-cp39-win32.whl 305.3 kB Sep 11, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
picows-2.2.0-cp39-cp39-musllinux_1_2_x86_64.whl 455.1 kB Sep 11, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
picows-2.2.0-cp39-cp39-musllinux_1_2_aarch64.whl 423.2 kB Sep 11, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
picows-2.2.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 452.3 kB Sep 11, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
picows-2.2.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 417.3 kB Sep 11, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
picows-2.2.0-cp39-cp39-macosx_11_0_arm64.whl 378.8 kB Sep 11, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
picows-2.2.0-cp39-cp39-macosx_10_9_x86_64.whl 398.3 kB Sep 11, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details

Total release size: 24.5 MB

Release files / picows-2.2.0.tar.gz

Download URL	picows-2.2.0.tar.gz
Size	95.1 kB
Tags	Source
SHA-256 checksum How to use checksums	`627535e97eb56dceb4e2a73f65c6cde950a619f14866161c3a4c13c358f170d5`
BLAKE2b-256 checksum How to use checksums	`ef63a9041927bdf17a335098f40ff277a6f6179fe11a40c70faf2a294da77533`
Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

Workflow

Publishing configuration: github.com/tarasko/picows/blob/e7ae11167065d8694782fd04fb0b481851a694ce/.github/workflows/release.yml
Publishing logs: github.com/tarasko/picows/actions/runs/34567968253/attempts/1

Artifact

Subject: picows-2.2.0.tar.gz
SHA-256 checksum: 627535e97eb56dceb4e2a73f65c6cde950a619f14866161c3a4c13c358f170d5 Verifying attestations

Release files / picows-2.2.0-cp314-cp314t-win_arm64.whl

Download URL	picows-2.2.0-cp314-cp314t-win_arm64.whl
Size	321.3 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows ARM64
SHA-256 checksum How to use checksums	`c21cddcb88458fb16a00e6db22a1b4d84bdf75594a84e0bb60efcb740edc495e`
BLAKE2b-256 checksum How to use checksums	`dba87c0d6404a560a9c6c4d804cc3fec1b7b0c5ff17787e5283c88efd6d71de6`
Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

Workflow

Publishing configuration: github.com/tarasko/picows/blob/e7ae11167065d8694782fd04fb0b481851a694ce/.github/workflows/release.yml
Publishing logs: github.com/tarasko/picows/actions/runs/34567968253/attempts/1

Artifact

Subject: picows-2.2.0-cp314-cp314t-win_arm64.whl
SHA-256 checksum: c21cddcb88458fb16a00e6db22a1b4d84bdf75594a84e0bb60efcb740edc495e Verifying attestations

Release files / picows-2.2.0-cp314-cp314t-win_amd64.whl

Download URL	picows-2.2.0-cp314-cp314t-win_amd64.whl
Size	376.4 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`6e025c697dc92a7c6ca00c3965d51a45da742fbe31e40a03a5f9d02cf66999ef`
BLAKE2b-256 checksum How to use checksums	`955e60a4aecee0a1e65246bfd85b729e5f88173b522f910bab468ef5418a1fc2`
Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

Workflow

Publishing configuration: github.com/tarasko/picows/blob/e7ae11167065d8694782fd04fb0b481851a694ce/.github/workflows/release.yml
Publishing logs: github.com/tarasko/picows/actions/runs/34567968253/attempts/1

Artifact

Subject: picows-2.2.0-cp314-cp314t-win_amd64.whl
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Release files / picows-2.2.0-cp314-cp314t-win32.whl

Download URL	picows-2.2.0-cp314-cp314t-win32.whl
Size	326.0 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-32
SHA-256 checksum How to use checksums	`b12f2c093a13f830c6c37ea6eb30ff69a68770443875c3a2de0ace6c4db808bf`
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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314t-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp314-cp314t-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314t-macosx_10_15_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-win_arm64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-win_amd64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-win32.whl

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Upload date	Sep 11, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-musllinux_1_2_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-musllinux_1_2_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-macosx_11_0_arm64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp314-cp314-macosx_10_15_x86_64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
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Release files / picows-2.2.0-cp313-cp313-win_arm64.whl

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Upload date	Sep 11, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp313-cp313-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp313-cp313-win32.whl

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Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp313-cp313-musllinux_1_2_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp313-cp313-musllinux_1_2_aarch64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp313-cp313-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp313-cp313-macosx_10_13_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp312-cp312-win_arm64.whl

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Upload date	Sep 11, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp312-cp312-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp312-cp312-musllinux_1_2_x86_64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp312-cp312-musllinux_1_2_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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SHA-256 checksum: fd89e3147cea3112cf898fc7e664bd28f12d500573e5233b815a165a3cc2d3f4 Verifying attestations

Release files / picows-2.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp312-cp312-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp312-cp312-macosx_10_13_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp311-cp311-win_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp311-cp311-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp311-cp311-win32.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp311-cp311-musllinux_1_2_x86_64.whl

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Provenance

Identity

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Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp311-cp311-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp311-cp311-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp311-cp311-macosx_10_9_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp310-cp310-win_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp310-cp310-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp310-cp310-win32.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Upload date	Sep 11, 2026
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

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Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp310-cp310-musllinux_1_2_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp310-cp310-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp310-cp310-macosx_10_9_x86_64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp39-cp39-win_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp39-cp39-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp39-cp39-win32.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp39-cp39-musllinux_1_2_x86_64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp39-cp39-musllinux_1_2_aarch64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Release files / picows-2.2.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp39-cp39-macosx_11_0_arm64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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Release files / picows-2.2.0-cp39-cp39-macosx_10_9_x86_64.whl

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Upload date	Sep 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tarasko/picows
Publishing commit: github.com/tarasko/picows/tree/e7ae11167065d8694782fd04fb0b481851a694ce

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Artifact

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SHA-256 checksum: 44ed36264a687cb37815dbb0dddfbd3ef8026643eba5068cd013c411f152cae9 Verifying attestations