asynch

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Introduction

asynch is an asynchronous ClickHouse Python driver with native TCP interface support, complying with PEP 249.

Fast: the protocol hot path (streams, column codecs, connection, cursors) is compiled with Cython — it matches or beats clickhouse-driver, the synchronous C-extension driver, while staying fully asynchronous (see Performance)
asyncio-native: async/await everywhere, with a built-in connection pool and streaming result sets
PEP 249 API: Connection, Cursor/DictCursor, familiar execute/fetch* semantics
Typed: ships .pyi stubs for the compiled modules (PEP 561)

Installation

> pip install asynch

Binary wheels are published for Linux (x86_64/arm64), Windows and macOS (Intel/ARM) on Python 3.11–3.14 — no compiler needed. On platforms without a wheel, the sdist compiles from source and requires a C toolchain.

If you want to install clickhouse-cityhash to enable transport compression

> pip install asynch[compression]

Usage

Basically, a connection to a ClickHouse server can be established in two ways:

with a DSN string, e.g., clickhouse://[user:password]@host:port/database;

from asynch import Connection

# connecting with a DSN string
async def connect_database():
    async with Connection(
        dsn = "clickhouse://ch_user:P%4055w0rD@127.0.0.1:9000/chdb",
    ) as conn:
        pass

with separately given connection/DSN parameters: user (optional), password (optional), host, port, database.

from asynch import Connection

# connecting with DSN parameters
async def connect_database():
    async with Connection(
        user = "ch_user",
        password = "P@55w0rD",
        host = "127.0.0.1",
        port = 9000,
        database = "chdb",
    ) as conn:
        pass

If a DSN string is given, it takes priority over any specified connection parameter.

Create a database and a table by executing SQL statements via an instance of the Cursor class (here its child DictCursor class) acquired from an instance of the Connection class.

async def create_table(conn: Connection):
    async with conn.cursor(cursor=DictCursor) as cursor:
        await cursor.execute("CREATE DATABASE IF NOT EXISTS test")
        await cursor.execute("""
            CREATE TABLE if not exists test.asynch
            (
                `id`       Int32,
                `decimal`  Decimal(10, 2),
                `date`     Date,
                `datetime` DateTime,
                `float`    Float32,
                `uuid`     UUID,
                `string`   String,
                `ipv4`     IPv4,
                `ipv6`     IPv6
            )
            ENGINE = MergeTree
            ORDER BY id
            """
        )

Fetching one row from an executed SQL statement:

async def fetchone(conn: Connection):
    # by default, an instance of the `Cursor` class
    async with conn.cursor() as cursor:
        await cursor.execute("SELECT 1")
        ret = await cursor.fetchone()
        assert ret == (1,)

Fetching all the rows from an executed SQL statement:

async def fetchall():
    async with conn.cursor() as cursor:
        await cursor.execute("SELECT 1")
        ret = await cursor.fetchall()
        assert ret == [(1,)]

Executing an SQL statement with parameters:

async def execute(conn: Connection):
    async with conn.cursor() as cursor:
        await cursor.execute(
            """
            SELECT
                EXISTS(
                    SELECT 1
                    FROM table_a
                    WHERE profile_id = %(profile_id)s
                ) AS has_a,
                EXISTS(
                    SELECT 1
                    FROM table_b
                    WHERE profile_id = %(profile_id)s
                ) AS has_b
            """,
            {"profile_id": profile_id}
        )
        ret = await cursor.fetchone()
        assert ret == (True,)

Using an instance of the DictCursor class to get results as a sequence of dictionaries representing the rows of an executed SQL query:

async def dict_cursor():
    async with conn.cursor(cursor=DictCursor) as cursor:
        await cursor.execute("SELECT 1")
        ret = await cursor.fetchall()
        assert ret == [{"1": 1}]

Inserting data with dicts via a DictCursor instance:

from asynch.cursors import DictCursor

async def insert_dict():
    async with conn.cursor(cursor=DictCursor) as cursor:
        ret = await cursor.execute(
            """INSERT INTO test.asynch(id,decimal,date,datetime,float,uuid,string,ipv4,ipv6) VALUES""",
            [
                {
                    "id": 1,
                    "decimal": 1,
                    "date": "2020-08-08",
                    "datetime": "2020-08-08 00:00:00",
                    "float": 1,
                    "uuid": "59e182c4-545d-4f30-8b32-cefea2d0d5ba",
                    "string": "1",
                    "ipv4": "0.0.0.0",
                    "ipv6": "::",
                }
            ],
        )
        assert ret == 1

Inserting data with tuples:

async def insert_tuple():
    async with conn.cursor(cursor=DictCursor) as cursor:
        ret = await cursor.execute(
            """INSERT INTO test.asynch(id,decimal,date,datetime,float,uuid,string,ipv4,ipv6) VALUES""",
            [
                (
                    1,
                    1,
                    "2020-08-08",
                    "2020-08-08 00:00:00",
                    1,
                    "59e182c4-545d-4f30-8b32-cefea2d0d5ba",
                    "1",
                    "0.0.0.0",
                    "::",
                )
            ],
        )
        assert ret == 1

Streaming results

For result sets that should not be materialized in memory at once, enable streaming and iterate the cursor: rows are fetched block by block from the server.

async def stream_rows(conn: Connection):
    async with conn.cursor() as cursor:
        cursor.set_stream_results(stream_results=True, max_row_buffer=65536)
        await cursor.execute("SELECT number FROM system.numbers LIMIT 1000000")
        async for row in cursor:
            process(row)

JSON columns

JSON columns (ClickHouse 24.8+) read as nested dicts and accept dicts or JSON text on insert.

async def use_json(conn: Connection):
    async with conn.cursor() as cursor:
        await cursor.execute(
            "CREATE TABLE test.events (id UInt32, doc JSON) ENGINE = MergeTree ORDER BY id"
        )
        await cursor.execute(
            "INSERT INTO test.events (id, doc) VALUES",
            [
                (1, {"user": {"name": "ada"}, "tags": ["a", "b"]}),
                (2, '{"user": {"name": "bob"}}'),   # JSON text works too
            ],
        )

        await cursor.execute("SELECT doc FROM test.events ORDER BY id")
        assert await cursor.fetchone() == ({"user": {"name": "ada"}, "tags": ["a", "b"]},)

Cancelling a query

A long-running query can be stopped from another task; the connection is left usable.

async def cancel_slow_query(conn: Connection):
    async with conn.cursor() as cursor:
        task = asyncio.create_task(cursor.execute("SELECT count() FROM numbers(20000000000)"))
        await asyncio.sleep(1)
        await conn.cancel()   # or cursor.cancel()
        await task            # returns with whatever the server had sent

Connection Pool

from asynch import Pool

async def use_pool():
    # init a Pool and fill it with the `minsize` opened connections
    async with Pool(dsn="clickhouse://127.0.0.1:9000", minsize=1, maxsize=10) as pool:
        # acquire a connection from the pool
        async with pool.connection() as conn:
            async with conn.cursor() as cursor:
                await cursor.execute("SELECT 1")
                ret = await cursor.fetchone()
                assert ret == (1,)

Or, you may open/close the pool manually:

async def use_pool():
    pool = Pool(dsn="clickhouse://127.0.0.1:9000", minsize=1, maxsize=10)
    await pool.startup()

    # some logic

    await pool.shutdown()

By default the pool keeps every connection it opens. Pass idle_timeout to have it release connections that have been idle for too long, down to minsize:

Pool(dsn="clickhouse://127.0.0.1:9000", minsize=2, maxsize=20, idle_timeout=60)

Query statistics

Connection.last_query reports what the server said about the most recent query:

async def show_stats(conn: Connection):
    async with conn.cursor() as cursor:
        await cursor.execute("SELECT number FROM system.numbers LIMIT 100000")
        await cursor.fetchall()

    stats = conn.last_query
    print(stats.elapsed, stats.progress.rows, stats.progress.bytes)

Performance

Since v0.4.0 the protocol hot path (streams, column codecs, connection, cursors) is compiled with Cython, putting asynch on par with clickhouse-driver (the synchronous C-extension driver) for most column types — while staying fully asynchronous.

Sample results (Apple Silicon, ClickHouse 26.7, best of 3; run make benchmark to reproduce on your own hardware):

Scenario	asynch	clickhouse-driver	asynch vs driver
Export 500k rows from a wide events table (8 mixed columns)	438 ms	728 ms	+66%
100 concurrent queries (pool of 10)	2103 queries/s	1310 queries/s	+61%
Filtered slice (~1% of rows)	4.2 ms	4.0 ms	on par (server-bound)
GROUP BY aggregation over 500k rows	5.6 ms	5.6 ms	on par (server-bound)
Batch insert, 200k rows	1.7 s	1.6 s	on par (server-bound)

Small queries and inserts are dominated by server work, where both drivers sit at the wire limit; the asynchronous advantage shows once results get large or queries run concurrently.

Column-type micro-benchmarks (500k-row SELECTs), for the decode paths behind the numbers above:

Case	asynch	clickhouse-driver	asynch vs driver
Int64	24.6M rows/s	24.7M rows/s	on par
Float64	23.2M rows/s	20.1M rows/s	+15%
String	21.7M rows/s	15.2M rows/s	+43%
FixedString	19.9M rows/s	15.6M rows/s	+28%
Nullable(Int64)	15.7M rows/s	13.4M rows/s	+17%
Date	17.8M rows/s	15.3M rows/s	+16%
DateTime	13.8M rows/s	2.3M rows/s	+500%
DateTime64(3)	9.8M rows/s	2.2M rows/s	+345%
UUID	3.7M rows/s	2.4M rows/s	+56%
Decimal(10, 2)	4.9M rows/s	3.4M rows/s	+44%
LowCardinality(String)	17.7M rows/s	17.3M rows/s	+2%
Array(Int64)	5.3M rows/s	4.6M rows/s	+15%
Map(String, Int64)	3.8M rows/s	3.1M rows/s	+23%
Tuple(Int64, String)	12.2M rows/s	10.8M rows/s	+13%

The benchmark suite lives in benchmark/:

# SELECT / INSERT / concurrency / pool scenarios, rich-table report
> make benchmark
# or a single scenario
> python -m benchmark.select

BENCHMARK_ROWS / BENCHMARK_INSERT_ROWS environment variables scale the workload; CLICKHOUSE_* variables point it at a non-default server.

Development

asynch is managed with uv; building it from source needs a C compiler and Cython (wheels from PyPI do not).

# install all dependency groups and build the extensions in place
> make deps

# lint + typecheck + stubtest
> make check

# run the test suite (needs a local ClickHouse on port 9000)
> docker run -d -p 9000:9000 -e CLICKHOUSE_SKIP_USER_SETUP=1 clickhouse/clickhouse-server
> make test

# regenerate the .pyi stubs after changing a .pyx module
> make stubs

clickhouse-driver, ClickHouse Python Driver with native interface support.

License

This project is licensed under the Apache-2.0 License.

Release files for asynch 0.4.0

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

Source distribution (sdist)

Source distribution for asynch 0.4.0
File	Size	Uploaded
asynch-0.4.0.tar.gz	91.1 kB	Aug 14, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for asynch 0.4.0
File	Interpreter	ABI	Platform	Reset
asynch-0.4.0-cp314-cp314t-win_amd64.whl 6.5 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
asynch-0.4.0-cp314-cp314t-win32.whl 6.1 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
asynch-0.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl 25.4 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
asynch-0.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl 25.1 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
asynch-0.4.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 25.7 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
asynch-0.4.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 26.0 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
asynch-0.4.0-cp314-cp314t-macosx_11_0_arm64.whl 7.0 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
asynch-0.4.0-cp314-cp314t-macosx_10_15_x86_64.whl 6.9 MB Aug 14, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
asynch-0.4.0-cp314-cp314-win_amd64.whl 4.9 MB Aug 14, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
asynch-0.4.0-cp314-cp314-win32.whl 4.7 MB Aug 14, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
asynch-0.4.0-cp314-cp314-musllinux_1_2_x86_64.whl 14.3 MB Aug 14, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
asynch-0.4.0-cp314-cp314-musllinux_1_2_aarch64.whl 14.0 MB Aug 14, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
asynch-0.4.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 14.4 MB Aug 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
asynch-0.4.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 14.4 MB Aug 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
asynch-0.4.0-cp314-cp314-macosx_11_0_arm64.whl 5.1 MB Aug 14, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
asynch-0.4.0-cp314-cp314-macosx_10_15_x86_64.whl 5.1 MB Aug 14, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
asynch-0.4.0-cp313-cp313-win_amd64.whl 4.9 MB Aug 14, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
asynch-0.4.0-cp313-cp313-win32.whl 4.7 MB Aug 14, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
asynch-0.4.0-cp313-cp313-musllinux_1_2_x86_64.whl 14.4 MB Aug 14, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
asynch-0.4.0-cp313-cp313-musllinux_1_2_aarch64.whl 14.0 MB Aug 14, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
asynch-0.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 14.5 MB Aug 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
asynch-0.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 14.3 MB Aug 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
asynch-0.4.0-cp313-cp313-macosx_11_0_arm64.whl 5.1 MB Aug 14, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
asynch-0.4.0-cp313-cp313-macosx_10_13_x86_64.whl 5.1 MB Aug 14, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
asynch-0.4.0-cp312-cp312-win_amd64.whl 4.9 MB Aug 14, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
asynch-0.4.0-cp312-cp312-win32.whl 4.7 MB Aug 14, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
asynch-0.4.0-cp312-cp312-musllinux_1_2_x86_64.whl 14.6 MB Aug 14, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
asynch-0.4.0-cp312-cp312-musllinux_1_2_aarch64.whl 14.2 MB Aug 14, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
asynch-0.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 14.7 MB Aug 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
asynch-0.4.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 14.5 MB Aug 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
asynch-0.4.0-cp312-cp312-macosx_11_0_arm64.whl 5.1 MB Aug 14, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
asynch-0.4.0-cp312-cp312-macosx_10_13_x86_64.whl 5.1 MB Aug 14, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
asynch-0.4.0-cp311-cp311-win_amd64.whl 4.9 MB Aug 14, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
asynch-0.4.0-cp311-cp311-win32.whl 4.7 MB Aug 14, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
asynch-0.4.0-cp311-cp311-musllinux_1_2_x86_64.whl 14.3 MB Aug 14, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
asynch-0.4.0-cp311-cp311-musllinux_1_2_aarch64.whl 14.1 MB Aug 14, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
asynch-0.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 14.4 MB Aug 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
asynch-0.4.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 14.3 MB Aug 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
asynch-0.4.0-cp311-cp311-macosx_11_0_arm64.whl 5.1 MB Aug 14, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
asynch-0.4.0-cp311-cp311-macosx_10_9_x86_64.whl 5.1 MB Aug 14, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details

Total release size: 437.8 MB

Release files / asynch-0.4.0.tar.gz

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Download URL	asynch-0.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	25.4 MB
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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Provenance

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314t-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314t-macosx_10_15_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-win_amd64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-win32.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp314-cp314-macosx_10_15_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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp313-cp313-win_amd64.whl

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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp313-cp313-win32.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp313-cp313-musllinux_1_2_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp313-cp313-musllinux_1_2_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
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Release files / asynch-0.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp313-cp313-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp313-cp313-macosx_10_13_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp312-cp312-win_amd64.whl

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Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp312-cp312-musllinux_1_2_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp312-cp312-musllinux_1_2_aarch64.whl

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp312-cp312-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

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Provenance

Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp312-cp312-macosx_11_0_arm64.whl

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Identity

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Publishing repository: github.com/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp312-cp312-macosx_10_13_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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

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Release files / asynch-0.4.0-cp311-cp311-win_amd64.whl

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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-win_amd64.whl
SHA-256 checksum: d813f76e2f91d0647897a14a7545d56e5fd3fb59f0a6c03ad7c36e089fc65d59 Verifying attestations

Release files / asynch-0.4.0-cp311-cp311-win32.whl

Download URL	asynch-0.4.0-cp311-cp311-win32.whl
Size	4.7 MB
Tags	CPython 3.11 Windows x86-32
SHA-256 checksum How to use checksums	`3d7ad457b3d6bbe46e30be4edd9f2cd6990de4ed53c5e522270d3fadf571199b`
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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-win32.whl
SHA-256 checksum: 3d7ad457b3d6bbe46e30be4edd9f2cd6990de4ed53c5e522270d3fadf571199b Verifying attestations

Release files / asynch-0.4.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	asynch-0.4.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size	14.3 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: e5f03acca76101dc38a09f57b02c232e3452bdb71d8cf2646504e17b31cb7b88 Verifying attestations

Release files / asynch-0.4.0-cp311-cp311-musllinux_1_2_aarch64.whl

Download URL	asynch-0.4.0-cp311-cp311-musllinux_1_2_aarch64.whl
Size	14.1 MB
Tags	CPython 3.11 Linux musl 1.2+ ARM64
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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-musllinux_1_2_aarch64.whl
SHA-256 checksum: 318ee018ae8a2137913df8fa6617913fbe89e219448df878c52638a240277b86 Verifying attestations

Release files / asynch-0.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	asynch-0.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 18ff55f3073c0d543e7c125558d3c2f0dacb7357e25b7cf3a7bf6b2e6137b2a4 Verifying attestations

Release files / asynch-0.4.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL	asynch-0.4.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size	14.3 MB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 6e30db4cb333eebafe34dd9e11fac01d9e9d077eda8fffee08458e8a9b7f58e6 Verifying attestations

Release files / asynch-0.4.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	asynch-0.4.0-cp311-cp311-macosx_11_0_arm64.whl
Size	5.1 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`35728c2fdd5ab5f43fed2194b63960dadb4e8a7757eae1e4a152a0319bc8de5d`
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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 35728c2fdd5ab5f43fed2194b63960dadb4e8a7757eae1e4a152a0319bc8de5d Verifying attestations

Release files / asynch-0.4.0-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	asynch-0.4.0-cp311-cp311-macosx_10_9_x86_64.whl
Size	5.1 MB
Tags	CPython 3.11 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`4cddf70c6f40cae586ea2794b7dff7d643a7869c0e62dbbf061aa8e0a54ca1c5`
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Upload date	Aug 14, 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/long2ice/asynch
Publishing commit: github.com/long2ice/asynch/tree/a583270b5cfb1682187d44f9232e6fa81a7ca80c

Workflow

Publishing configuration: github.com/long2ice/asynch/blob/a583270b5cfb1682187d44f9232e6fa81a7ca80c/.github/workflows/pypi.yml
Publishing logs: github.com/long2ice/asynch/actions/runs/31815656236/attempts/1

Artifact

Subject: asynch-0.4.0-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: 4cddf70c6f40cae586ea2794b7dff7d643a7869c0e62dbbf061aa8e0a54ca1c5 Verifying attestations