Kafka integration with asyncio.
Project description
aiokafka
asyncio client for Kafka
AIOKafkaProducer
AIOKafkaProducer is a high-level, asynchronous message producer.
Example of AIOKafkaProducer usage:
from aiokafka import AIOKafkaProducer
import asyncio
async def send_one():
producer = AIOKafkaProducer(bootstrap_servers='localhost:9092')
# Get cluster layout and initial topic/partition leadership information
await producer.start()
try:
# Produce message
await producer.send_and_wait("my_topic", b"Super message")
finally:
# Wait for all pending messages to be delivered or expire.
await producer.stop()
asyncio.run(send_one())
AIOKafkaConsumer
AIOKafkaConsumer is a high-level, asynchronous message consumer. It interacts with the assigned Kafka Group Coordinator node to allow multiple consumers to load balance consumption of topics (requires kafka >= 0.9.0.0).
Example of AIOKafkaConsumer usage:
from aiokafka import AIOKafkaConsumer
import asyncio
async def consume():
consumer = AIOKafkaConsumer(
'my_topic', 'my_other_topic',
bootstrap_servers='localhost:9092',
group_id="my-group")
# Get cluster layout and join group `my-group`
await consumer.start()
try:
# Consume messages
async for msg in consumer:
print("consumed: ", msg.topic, msg.partition, msg.offset,
msg.key, msg.value, msg.timestamp)
finally:
# Will leave consumer group; perform autocommit if enabled.
await consumer.stop()
asyncio.run(consume())
Running tests
Docker is required to run tests. See https://docs.docker.com/engine/installation for installation notes. Also note, that lz4 compression libraries for python will require python-dev package, or python source header files for compilation on Linux. NOTE: You will also need a valid java installation. It’s required for the keytool utility, used to generate ssh keys for some tests.
Setting up tests requirements (assuming you’re within virtualenv on ubuntu 14.04+):
sudo apt-get install -y libsnappy-dev make setup
Running tests with coverage:
make cov
To run tests with a specific version of Kafka (default one is 1.0.2) use KAFKA_VERSION variable:
make cov KAFKA_VERSION=0.10.2.1
Test running cheatsheat:
make test FLAGS="-l -x --ff" - run until 1 failure, rerun failed tests fitst. Great for cleaning up a lot of errors, say after a big refactor.
make test FLAGS="-k consumer" - run only the consumer tests.
make test FLAGS="-m 'not ssl'" - run tests excluding ssl.
make test FLAGS="--no-pull" - do not try to pull new docker image before test run.
Changelog
0.7.1 (2021-06-04)
Bugfixes:
Allow group coordinator to close when all brokers are unavailable (issue #659 and pr #660 by @dkilgore90)
Exclude .so from source distribution to fix usage of sdist tarball (issue #681 and pr #684 by ods)
Add dataclasses backport package to dependencies for Python 3.6 (pr #690 by @ods)
Fix initialization without running loop (issue #689 and pr #690 by @ods)
Fix consumer fetcher for python3.9 (pr #672 by @dutradda)
Make sure generation and member id are correct after (re)joining group. (issue #727 and pr #747 by @vangheem)
Deprecation:
Add deprecation warning when loop argument to AIOKafkaConsumer and AIOKafkaProducer is passed. It’s scheduled for removal in 0.8.0 as a preparation step towards upcoming Python 3.10 (pr #699 by @ods)
Improved Documentation:
Update docs and examples to not use deprecated practices like passing loop explicitly (pr #693 by @ods)
Add docstring for Kafka header support in Producer.send() (issue #566 and pr #650 by @andreportela)
0.7.0 (2020-10-28)
New features:
Add support for Python 3.8 and 3.9. (issue #569, pr #669 and #676 by @ods)
Drop support for Python 3.5. (pr #667 by @ods)
Add OAUTHBEARER as a new sasl_mechanism. (issue #618 and pr #630 by @oulydna)
Bugfixes:
Fix memory leak in kafka consumer when consumer is in idle state not consuming any message. (issue #628 and pr #629 by @iamsinghrajat)
0.6.0 (2020-05-15)
New features:
Add async context manager support for both Producer and Consumer. (pr #613 and #494 by @nimish)
Upgrade to kafka-python version 2.0.0 and set it as non-strict parameter. (issue #590 by @yumendy and #558 by @originalgremlin)
Make loop argument optional (issue #544)
SCRAM-SHA-256 and SCRAM-SHA-512 support for SASL authentication (issue #571 and pr #588 by @SukiCZ)
Added headers param to AIOKafkaProducer.send_and_wait (pr #553 by @megabotan)
Add consumer.last_poll_timestamp(partition) which gives the ms timestamp of the last update of highwater and lso. (issue #523 and pr #526 by @aure-olli)
Change all code base to async-await (pr #522)
Minor: added PR and ISSUE templates to GitHub
Bugfixes:
Ignore debug package generation on bdist_rpm command. (issue #599 by @gabriel-tincu)
UnknownMemberId was raised to the user instead of retrying on auto commit. (issue #611)
Fix issue with messages not being read after subscriptions change with group_id=None. (issue #536)
Handle RequestTimedOutError in coordinator._do_commit_offsets() method to explicitly mark coordinator as dead. (issue #584 and pr #585 by @FedirAlifirenko)
Added handling asyncio.TimeoutError on metadata request to broker and metadata update. (issue #576 and pr #577 by @MichalMazurek)
Too many reqs on kafka not available (issue #496 by @lud4ik)
Consumer.seek_to_committed now returns mapping of committed offsets (pr #531 by @ask)
Message Accumulator: add_message being recursive eventually overflows (pr #530 by @ask)
Improved Documentation:
Clarify auto_offset_reset usage. (pr 601 by @dargor)
Fix spelling errors in comments and documentation using codespell (pr #567 by mauritsvdvijgh)
Delete old benchmark file (issue #546 by @jeffwidman)
Fix a few typos in docs (pr #573 and pr #563 by @ultrabug)
Fix typos, spelling, grammar, etc (pr #545 and pr #547 by @jeffwidman)
Fix typo in docs (pr #541 by @pablogamboa)
Fix documentation for benchmark (pr #537 by @abhishekray07)
Better logging for bad CRC (pr #529 by @ask)
0.5.2 (2019-03-10)
Bugfixes:
Fix ConnectionError breaking metadata sync background task (issue #517 and #512)
Fix event_waiter reference before assignment (pr #504 by @romantolkachyov)
Bump version of kafka-python
0.5.1 (2019-03-10)
New features:
Add SASL support with both SASL plain and SASL GGSAPI. Support also includes Broker v0.9.0, but you will need to explicitly pass api_version="0.9". (Big thanks to @cyrbil and @jsurloppe for working on this)
Added support for max_poll_interval_ms and rebalance_timeout_ms settings ( issue #67)
Added pause/resume API for AIOKafkaConsumer. (issue #304)
Added header support to both AIOKafkaConsumer and AIOKafkaProducer for brokers v0.11 and above. (issue #462)
Bugfixes:
Made sure to not request metadata for all topics if broker version is passed explicitly and is 0.10 and above. (issue #440, thanks to @ulrikjohansson)
Make sure heartbeat task will close if group is reset. (issue #372)
0.5.0 (2018-12-28)
New features:
Add full support for V2 format messages with a Cython extension. Those are used for Kafka >= 0.11.0.0
Added support for transactional producing (issue #182)
Added support for idempotent producing with enable_idempotence parameter
Added support for fetch_max_bytes in AIOKafkaConsumer. This can help limit the amount of data transferred in a single roundtrip to broker, which is essential for consumers with large amount of partitions
Bugfixes:
Fix issue with connections not propagating serialization errors
Fix issue with group=None resetting offsets on every metadata update (issue #441)
Fix issue with messages not delivered in order when Leader changes (issue #228)
Fixed version parsing of api_version parameter. Before it ignored the parameter
0.4.3 (2018-11-01)
Bugfix:
Fixed memory issue introduced as a result of a bug in asyncio.shield and not cancelling coroutine after usage. (see issue #444 and #436)
0.4.2 (2018-09-12)
Bugfix:
Added error propagation from coordinator to main consumer. Before consumer just stopped with error logged. (issue #294)
Fix manual partition assignment, broken in 0.4.0 (issue #394)
Fixed RecursionError in MessageAccumulator.add_message (issue #409)
Update kafka-python to latest 1.4.3 and added support for Python3.7
Dropped support for Python3.3 and Python3.4
Infrastructure:
Added Kafka 1.0.2 broker for CI test runner
Refactored travis CI build pipeline
0.4.1 (2018-05-13)
Fix issue when offset commit error reports wrong partition in log (issue #353)
Add ResourceWarning when Producer, Consumer or Connections are not closed properly (issue #295)
Fix Subscription None in GroupCoordinator._do_group_rejoin (issue #306)
0.4.0 (2018-01-30)
Major changes:
Full refactor of the internals of AIOKafkaConsumer. Needed to avoid several race conditions in code (PR #286, fixes #258, #264 and #261)
Rewrote Records parsing protocol to allow implementation of newer protocol versions later
Added C extension for Records parsing protocol, boosting the speed of produce/consume routines significantly
Added an experimental batch producer API for unique cases, where user wants to control batching himself (by @shargan)
Minor changes:
Add timestamp field to produced message’s metadata. This is needed to find LOG_APPEND_TIME configured timestamps.
Consumer.seek() and similar API’s now raise proper ValueError’s on validation failure instead of AssertionError.
Bug fixes:
Fix connections_max_idle_ms option, as earlier it was only applied to bootstrap socket. (PR #299)
Fix consumer.stop() side effect of logging an exception ConsumerStoppedError (issue #263)
Problem with Producer not able to recover from broker failure (issue #267)
Traceback containing duplicate entries due to exception sharing (PR #247 by @Artimi)
Concurrent record consumption rasing InvalidStateError(‘Exception is not set.’) (PR #249 by @aerkert)
Don’t fail GroupCoordinator._on_join_prepare() if commit_offset() throws exception (PR #230 by @shargan)
Send session_timeout_ms to GroupCoordinator constructor (PR #229 by @shargan)
Big thanks to:
@shargan for Producer speed enhancements and the batch produce API proposal/implementation.
@vineet-rh and other contributors for constant feedback on Consumer problems, leading to the refactor mentioned above.
0.3.1 (2017-09-19)
Added AIOKafkaProducer.flush() method. (PR #209 by @vineet-rh)
- Fixed a bug with uvloop involving float(“inf”) for timeout. (PR #210 by
dmitry-moroz)
Changed test runner to allow running tests on OSX. (PR #213 by @shargan)
0.3.0 (2017-08-17)
Moved all public structures and errors to aiokafka namespace. You will no longer need to import from kafka namespace.
Changed ConsumerRebalanceListener to support either function or coroutine for on_partitions_assigned and on_partitions_revoked callbacks. (PR #190 by @ask)
Added support for offsets_for_times, beginning_offsets, end_offsets API’s. (issue #164)
Coordinator requests are now sent using a separate socket. Fixes slow commit issue. (issuer #137, issue #128)
Added seek_to_end, seek_to_beginning API’s. (issue #154)
Updated documentation to provide more useful usage guide on both Consumer and Producer interface.
0.2.3 (2017-07-23)
Fixed retry problem in Producer, when buffer is not reset to 0 offset. Thanks to @ngavrysh for the fix in Tubular/aiokafka fork. (issue #184)
Fixed how Producer handles retries on Leader node failure. It just did not work before… Thanks to @blugowski for the help in locating the problem. (issue #176, issue #173)
Fixed degrade in v0.2.2 on Consumer with no group_id. (issue #166)
0.2.2 (2017-04-17)
Reconnect after KafkaTimeoutException. (PR #149 by @Artimi)
Fixed compacted topic handling. It could skip messages if those were compacted (issue #71)
Fixed old issue with new topics not adding to subscription on pattern (issue #46)
Another fix for Consumer race condition on JoinGroup. This forces Leader to wait for new metadata before assigning partitions. (issue #118)
Changed metadata listener in Coordinator to avoid 2 rejoins in a rare condition (issue #108)
getmany will not return 0 results until we hit timeout. (issue #117)
Big thanks to @Artimi for pointing out several of those issues.
0.2.1 (2017-02-19)
Add a check to wait topic autocreation in Consumer, instead of raising UnknownTopicOrPartitionError (PR #92 by fabregas)
Consumer now stops consumption after consumer.stop() call. Any new get* calls will result in ConsumerStoppedError (PR #81)
Added exclude_internal_topics option for Consumer (PR #111)
Better support for pattern subscription when used with group_id (part of PR #111)
Fix for Consumer subscribe and JoinGroup race condition (issue #88). Coordinator will now notice subscription changes during rebalance and will join group again. (PR #106)
Changed logging messages according to KAFKA-3318. Now INFO level should be less messy and more informative. (PR #110)
Add support for connections_max_idle_ms config (PR #113)
0.2.0 (2016-12-18)
Added SSL support. (PR #81 by Drizzt1991)
Fixed UnknownTopicOrPartitionError error on first message for autocreated topic (PR #96 by fabregas)
Fixed next_record recursion (PR #94 by fabregas)
Fixed Heartbeat fail if no consumers (PR #92 by fabregas)
Added docs addressing kafka-python and aiokafka differences (PR #70 by Drizzt1991)
Added max_poll_records option for Consumer (PR #72 by Drizzt1991)
Fix kafka-python typos in docs (PR #69 by jeffwidman)
Topics and partitions are now randomized on each Fetch request (PR #66 by Drizzt1991)
0.1.4 (2016-11-07)
Bumped kafka-python version to 1.3.1 and Kafka to 0.10.1.0.
Fixed auto version detection, to correctly handle 0.10.0.0 version
Updated Fetch and Produce requests to use v2 with v0.10.0 message format on brokers. This allows a timestamp to be associated with messages.
Changed lz4 compression framing, as it was changed due to KIP-57 in new message format.
Minor refactorings
Big thanks to @fabregas for the hard work on this release (PR #60)
0.1.3 (2016-10-18)
Fixed bug with infinite loop on heartbeats with autocommit=True. #44
Bumped kafka-python to version 1.1.1
Fixed docker test runner with multiple interfaces
Minor documentation fixes
0.1.2 (2016-04-30)
Added Python3.5 usage example to docs
Don’t raise retriable exceptions in 3.5’s async for iterator
Fix Cancellation issue with producer’s send_and_wait method
0.1.1 (2016-04-15)
Fix packaging issues. Removed unneeded files from package.
0.1.0 (2016-04-15)
Initial release
Added full support for Kafka 9.0. Older Kafka versions are not tested.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distributions
Hashes for aiokafka-0.7.1-cp39-cp39-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4c463265252236b7759920998862b56bad3d6eedfdfd3fce0774ad99bb2c4877 |
|
MD5 | b2e0a12c00869ddaad359d02bfd62cbc |
|
BLAKE2b-256 | 2aeb382e66cdbe80f21b98a127e5b986c28112ae92e7d45706196fb16bb9c1e4 |
Hashes for aiokafka-0.7.1-cp39-cp39-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 02156dee5156a0c5283d45df0f0e8aa516ec7f3d966d7dfeb35f8ada7c8f8557 |
|
MD5 | 25d3d5d7ceca098ff10f358ce5bc46b4 |
|
BLAKE2b-256 | 3b3558025e722883d3292c3068bfbb35be96f7c0c1a22a9933e5e5849ff204e7 |
Hashes for aiokafka-0.7.1-cp39-cp39-manylinux2010_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f3a2138649ca2427a91dfc0927ddd445a9a6aaf9a9b0972d683cb230923f821f |
|
MD5 | e814228a076812291edc27ca0e330475 |
|
BLAKE2b-256 | 5e8d471375ce5a3828fb3dddebc15504eca520cc70529ec71820b2616236d64b |
Hashes for aiokafka-0.7.1-cp39-cp39-manylinux2010_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b19d00b16637d02cfcee3d5cfdbcfd497702c09ae1f63e194830798cd223f910 |
|
MD5 | 003b5ce2ea28d2a6e567266218a9be16 |
|
BLAKE2b-256 | efea8def505f7d0422fa418947621290332051517f27be55488efa24065a4562 |
Hashes for aiokafka-0.7.1-cp39-cp39-manylinux1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 567a3b856639bff36b8c74a92dfecd64ace8d07d755bb3ee6d5332273d2a8c6e |
|
MD5 | 8fb67f9852708a599e96e87ca370d17a |
|
BLAKE2b-256 | fc4913aeac4bc13d40ea3ba6484785d07f75c0292555537e1f70808190b75b15 |
Hashes for aiokafka-0.7.1-cp39-cp39-manylinux1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 90a4cb54ae23ff55758a9ce8f3ba1ec67c6f2328f9197c3bacc61a24f812cf04 |
|
MD5 | 0239b2573c224268ca6128b15d73b417 |
|
BLAKE2b-256 | 46fb4e3a220bc58166e1517632dd147e9b200aec904822021a053a6bd0676d65 |
Hashes for aiokafka-0.7.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 45704e5a8c81e4db6333ab6315effc1b83feec1dfc2fc3a28e7c7600b0d80a23 |
|
MD5 | 274ee76358f4e471f1b1de8087255782 |
|
BLAKE2b-256 | 820a33aae0ba2eab0e7fccb9b4b92cadbef3d136a50811c7da87209bab699adf |
Hashes for aiokafka-0.7.1-cp38-cp38-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8ebb032a05a6696b25abbe5db677890adca9a3284d13e1975842009c1d7678dd |
|
MD5 | 19cf7ab331b0df557871cdb37b946b75 |
|
BLAKE2b-256 | 8991943257784090576b1c586e6506cb6c9b63844a9286a7a570038a92f83aea |
Hashes for aiokafka-0.7.1-cp38-cp38-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 47cda205e8fe16edf126c362a59071d0a4b74dd07bee6f070b26e5d2580cc37b |
|
MD5 | acddb1df627c66618556fc6902f21bdf |
|
BLAKE2b-256 | 3ec67c718bcec49cb67e8fab07bbcecbb8f2fb57c598034d4414be85aa3162d6 |
Hashes for aiokafka-0.7.1-cp38-cp38-manylinux2010_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 09cef9cf579193b497d3c65644b71ba1523660b7677805d0efea6c3206e4e643 |
|
MD5 | 23562d24c6d10d3ec8cfb8b5feb693f8 |
|
BLAKE2b-256 | 2a76d174b529d124d8add89a9999bbaece6b731a7b7feac950306a1d8afc8a5a |
Hashes for aiokafka-0.7.1-cp38-cp38-manylinux2010_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 95edb38631bf5dbb8cd65fecd8620e11a15534cd6dd22e0dc45488b4266b5452 |
|
MD5 | 4d3ebbe309b45ab79383fee41147d114 |
|
BLAKE2b-256 | f34d40e5a20656a510a75828ccbbebfea1bcee24f7898075a95492a7a7f96be1 |
Hashes for aiokafka-0.7.1-cp38-cp38-manylinux1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 49517e2309826c27eaff940384e90773d89c69da023907663cda7853a00fb9ee |
|
MD5 | 330db96963185eb67506e0ab209ba2ff |
|
BLAKE2b-256 | 1c6e2ecf4406721d45e7b1906e051c70703577fbd0ffc530a120a2a57826a9ce |
Hashes for aiokafka-0.7.1-cp38-cp38-manylinux1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6e7d031b8bc08f9d9c4149c6afaedb650082309f01a3b79f0619814cc299fc4d |
|
MD5 | 0e74547d73b307051e984a4bfe738c8f |
|
BLAKE2b-256 | 8041bd0f1791a74e15a4ba3336b8e37c02df3d834ed8c3e36df9725de29f23f0 |
Hashes for aiokafka-0.7.1-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 120d3c477e7e9a53dd55f1a16b9c67e8a51cdc38e5e46fc25aae7d20f78519f2 |
|
MD5 | 053faa5c5a4ab1dc8436ea33d8823b51 |
|
BLAKE2b-256 | c38cf51a30ccc6e09cb36c343c23cd7daee92b76fdb527ad4b530fea5bc7e477 |
Hashes for aiokafka-0.7.1-cp37-cp37m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 035d1fb4cb22273bb0a47f31040fabfd9b248f8026dd306dd50e7e69f005a71d |
|
MD5 | 68fccca4932aa248e3c060f94040de89 |
|
BLAKE2b-256 | dabe62e7b8861c1a2b39561730b7bf99a60330e6d197f9599d159336d089b214 |
Hashes for aiokafka-0.7.1-cp37-cp37m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2f1a2fcb5f0643527d77446437d27ed93ae94844c1b324e904a813acce675db8 |
|
MD5 | e8f0787701fb852d2da7c9990a7688fd |
|
BLAKE2b-256 | 98bcc8c7580979df26ca6ffdd27f6083f37a42b59ee76969f7267f68ea5adf98 |
Hashes for aiokafka-0.7.1-cp37-cp37m-manylinux2010_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c70ed4b09e01d774d1821db30f6fbc6475a41224d0dc1488d018ef97610dc3da |
|
MD5 | c9067d34c2c75e96946a085c7768de98 |
|
BLAKE2b-256 | 26685e5324fe8f0e1b5c7077c4972fa40b9fada3094a21ba16ffc15377bbafb6 |
Hashes for aiokafka-0.7.1-cp37-cp37m-manylinux2010_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | edcf1cdcf9246edd5c4c1b649609a7ac5bfe4276da586aede470b73f9d00b809 |
|
MD5 | dfe7fdf43d13b64872c4645eed85459d |
|
BLAKE2b-256 | 620fb4e4cab0521599b4056ff8fe65afd22c5fdd23343120baf50acf303607b1 |
Hashes for aiokafka-0.7.1-cp37-cp37m-manylinux1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2294ba68ff87fdf6cf70a5603afb4020c4fc7a39053ccd8e6abdf0aa34ba1ca3 |
|
MD5 | b6c11ddeae55fd1dca79f7382afcdf04 |
|
BLAKE2b-256 | d3ee34409a51bd999a7165ed096faa81ee0190fc6778558f44a444f86d5b9bb9 |
Hashes for aiokafka-0.7.1-cp37-cp37m-manylinux1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e8276baed94281ef4548f19e039b9b4a8af79afee324bd259d8898638ca15da6 |
|
MD5 | 4cd86e09d06edb9b7e6639767854aa3a |
|
BLAKE2b-256 | ea82465e71cb0ba2940c2aa475473700069891c400b6bba8dc41cc9177b58f39 |
Hashes for aiokafka-0.7.1-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b7390a9d9d03a2a3dbee0f8fa6735b008408e0f561a279b3df13e9758ab6d67f |
|
MD5 | 9faf8d8287ccb11c8205e56d13638ddb |
|
BLAKE2b-256 | 5a25ff69f06048245ff1de6d34f632d39d65333f35668350cf637b1a46d9455d |
Hashes for aiokafka-0.7.1-cp36-cp36m-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 061799f1b8b005f950012a11948ff8a6ab48114eac91341acd8feec5430f0f31 |
|
MD5 | 631ed71864a9883fd2f4fc2ea43f72d6 |
|
BLAKE2b-256 | 464772835b2ba9f4ddc21817ebd5839296884e185b643bfdb33f6cb7956ebcdf |
Hashes for aiokafka-0.7.1-cp36-cp36m-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4cb2544ca8d5d5a4055c57fbb6c4ecfc82e6f3b670485c291b256c90d506acf3 |
|
MD5 | 6ea279f01606e70cc0af368aee1e626c |
|
BLAKE2b-256 | f782e13e15613a57dc7835de6aedebe41698ae6326b305cca18cd6eb0694206f |
Hashes for aiokafka-0.7.1-cp36-cp36m-manylinux2010_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5fac6f1168c15b08f3fcb951347343a78d8c130292127d8a4e23466a5d2510f7 |
|
MD5 | d5bf82ecd10159d2058c705085af4e92 |
|
BLAKE2b-256 | 70d85f69b93039fe42d551cce328c781cb67b09360d477fc124c92be7138bafc |
Hashes for aiokafka-0.7.1-cp36-cp36m-manylinux2010_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8b5e71d6da8edf0f592080488b198af42fbe9778de077762e4452d574e694efa |
|
MD5 | 9d111784f272c2540720d37aeb26fe58 |
|
BLAKE2b-256 | 1c47a686fc2f1cffad0167962e8ec4d1386c6c788e7ce495b25732886530c591 |
Hashes for aiokafka-0.7.1-cp36-cp36m-manylinux1_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | dfd8d58f7418aabc07f1e8c1b904f478bf955919b743d4d44607dbf18a2c54b2 |
|
MD5 | 1e192663e6aade1b56e024809bbfc747 |
|
BLAKE2b-256 | ef4b374e3e1d6a3fa9bb268b9bc25b5838de74eed5fd6a5ada2655d524faca5e |
Hashes for aiokafka-0.7.1-cp36-cp36m-manylinux1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 02f67258a78e5d9d17470816ea879a653c5efecc0c6686e18d792fbd38e1f70c |
|
MD5 | 33634ca684099cdc4270df5c4d722f3f |
|
BLAKE2b-256 | e395a6926f5ea35571e807b6303aae56d0a252c7bc8a57a90cfbd371a0f30ea9 |
Hashes for aiokafka-0.7.1-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 90a91155aeb28c872b74ecb3c9f671253db10cf23dc3af858bd9ed1630c0d1ae |
|
MD5 | 6825c7777163731c80ee253c838e9c00 |
|
BLAKE2b-256 | 13fa39c134eb1aca37d320f29c3b7e26c110351673247e9c3fdb0d148f2630cf |