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Add example of producing and consuming avro messages
Signed-off-by: Ben Pope <ben@vectorized.io>
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#!/usr/bin/env python | ||
# -*- coding: utf-8 -*- | ||
# | ||
# Copyright 2020 Confluent Inc. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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# | ||
# This is a simple example of the SerializingProducer using Avro. | ||
# | ||
import argparse | ||
import time | ||
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from confluent_kafka import DeserializingConsumer | ||
from confluent_kafka.error import ConsumeError | ||
from confluent_kafka.schema_registry import SchemaRegistryClient | ||
from confluent_kafka.schema_registry.avro import AvroDeserializer | ||
from confluent_kafka.serialization import StringDeserializer | ||
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class User(object): | ||
""" | ||
User record | ||
Args: | ||
name (str): User's name | ||
favorite_number (int): User's favorite number | ||
favorite_color (str): User's favorite color | ||
""" | ||
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def __init__(self, name=None, favorite_number=None, favorite_color=None): | ||
self.name = name | ||
self.favorite_number = favorite_number | ||
self.favorite_color = favorite_color | ||
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def dict_to_user(obj, ctx): | ||
""" | ||
Converts object literal(dict) to a User instance. | ||
Args: | ||
obj (dict): Object literal(dict) | ||
ctx (SerializationContext): Metadata pertaining to the serialization | ||
operation. | ||
""" | ||
if obj is None: | ||
return None | ||
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return User(name=obj['name'], | ||
favorite_number=obj['favorite_number'], | ||
favorite_color=obj['favorite_color']) | ||
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def main(args): | ||
topic = args.topic | ||
subject = f"{topic}-value" | ||
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schema_str = """ | ||
{ | ||
"namespace": "confluent.io.examples.serialization.avro", | ||
"name": "User", | ||
"type": "record", | ||
"fields": [ | ||
{"name": "name", "type": "string"}, | ||
{"name": "favorite_number", "type": "int"}, | ||
{"name": "favorite_color", "type": "string"} | ||
] | ||
} | ||
""" | ||
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sr_conf = {'url': args.schema_registry} | ||
schema_registry_client = SchemaRegistryClient(sr_conf) | ||
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avro_deserializer = AvroDeserializer(schema_registry_client, | ||
schema_str, | ||
dict_to_user) | ||
string_deserializer = StringDeserializer('utf_8') | ||
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consumer_conf = {'bootstrap.servers': args.bootstrap_servers, | ||
'key.deserializer': string_deserializer, | ||
'value.deserializer': avro_deserializer, | ||
'group.id': args.group, | ||
'auto.offset.reset': "earliest"} | ||
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consumer = None | ||
schema_registry_conf = {'url': args.schema_registry} | ||
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for i in range(60): | ||
try: | ||
schema_registry_client = SchemaRegistryClient(schema_registry_conf) | ||
subs = schema_registry_client.get_subjects() | ||
if subject in subs: | ||
consumer = DeserializingConsumer(consumer_conf) | ||
consumer.subscribe([topic]) | ||
break | ||
else: | ||
print( | ||
f"Failed to get subject: {subject}, retrying", flush=True) | ||
time.sleep(1) | ||
except Exception as e: | ||
print(f"Failed to connect: {e}, retrying", flush=True) | ||
time.sleep(1) | ||
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while consumer: | ||
try: | ||
# SIGINT can't be handled when polling, limit timeout to 1 second. | ||
msg = consumer.poll(1.0) | ||
if msg is None: | ||
continue | ||
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user = msg.value() | ||
if user is not None: | ||
print("User record {}:\n" | ||
"\tname: {}\n" | ||
"\tfavorite_number: {}\n" | ||
"\tfavorite_color: {}\n" | ||
.format(msg.key(), user.name, | ||
user.favorite_color, | ||
user.favorite_number)) | ||
except KeyboardInterrupt: | ||
break | ||
except ConsumeError as e: | ||
print(f"Error consuming, retrying {e}") | ||
time.sleep(1) | ||
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consumer.close() | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser(description="Consumer Example client with " | ||
"serialization capabilities") | ||
parser.add_argument('-b', dest="bootstrap_servers", required=True, | ||
help="Bootstrap broker(s) (host[:port])") | ||
parser.add_argument('-s', dest="schema_registry", required=True, | ||
help="Schema Registry (http(s)://host[:port]") | ||
parser.add_argument('-t', dest="topic", default="example_serde_avro", | ||
help="Topic name") | ||
parser.add_argument('-g', dest="group", default="example_serde_avro", | ||
help="Consumer group") | ||
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main(parser.parse_args()) |
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#!/usr/bin/env python | ||
# -*- coding: utf-8 -*- | ||
# | ||
# Copyright 2020 Confluent Inc. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
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# | ||
# This is a simple example of the SerializingProducer using Avro. | ||
# | ||
import argparse | ||
import time | ||
from uuid import uuid4 | ||
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from confluent_kafka import SerializingProducer | ||
from confluent_kafka.serialization import StringSerializer | ||
from confluent_kafka.schema_registry import SchemaRegistryClient, SchemaRegistryError | ||
from confluent_kafka.schema_registry.avro import AvroSerializer | ||
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class User(object): | ||
""" | ||
User record | ||
Args: | ||
name (str): User's name | ||
favorite_number (int): User's favorite number | ||
favorite_color (str): User's favorite color | ||
""" | ||
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def __init__(self, name, favorite_number, favorite_color): | ||
self.name = name | ||
self.favorite_number = favorite_number | ||
self.favorite_color = favorite_color | ||
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def user_to_dict(user, ctx): | ||
""" | ||
Returns a dict representation of a User instance for serialization. | ||
Args: | ||
user (User): User instance. | ||
ctx (SerializationContext): Metadata pertaining to the serialization | ||
operation. | ||
Returns: | ||
dict: Dict populated with user attributes to be serialized. | ||
""" | ||
return dict(name=user.name, | ||
favorite_number=user.favorite_number, | ||
favorite_color=user.favorite_color) | ||
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def delivery_report(err, msg): | ||
""" | ||
Reports the failure or success of a message delivery. | ||
Args: | ||
err (KafkaError): The error that occurred on None on success. | ||
msg (Message): The message that was produced or failed. | ||
Note: | ||
In the delivery report callback the Message.key() and Message.value() | ||
will be the binary format as encoded by any configured Serializers and | ||
not the same object that was passed to produce(). | ||
If you wish to pass the original object(s) for key and value to delivery | ||
report callback we recommend a bound callback or lambda where you pass | ||
the objects along. | ||
""" | ||
if err is not None: | ||
print("Delivery failed for User record {}: {}".format(msg.key(), err)) | ||
return | ||
print('User record {} successfully produced to {} [{}] at offset {}'.format( | ||
msg.key(), msg.topic(), msg.partition(), msg.offset())) | ||
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def main(args): | ||
topic = args.topic | ||
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schema_str = """ | ||
{ | ||
"namespace": "confluent.io.examples.serialization.avro", | ||
"name": "User", | ||
"type": "record", | ||
"fields": [ | ||
{"name": "name", "type": "string"}, | ||
{"name": "favorite_number", "type": "int"}, | ||
{"name": "favorite_color", "type": "string"} | ||
] | ||
} | ||
""" | ||
schema_registry_conf = {'url': args.schema_registry} | ||
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for i in range(60): | ||
try: | ||
schema_registry_client = SchemaRegistryClient(schema_registry_conf) | ||
schema_registry_client.get_subjects() | ||
except Exception: | ||
print("Failed to connect, retrying", flush=True) | ||
time.sleep(1) | ||
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avro_serializer = AvroSerializer(schema_registry_client, | ||
schema_str, | ||
user_to_dict) | ||
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producer_conf = {'bootstrap.servers': args.bootstrap_servers, | ||
'key.serializer': StringSerializer('utf_8'), | ||
'value.serializer': avro_serializer} | ||
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producer = SerializingProducer(producer_conf) | ||
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print("Producing user records to topic {}. ^C to exit.".format(topic)) | ||
for i in range(int(args.count)): | ||
# Prevent overflow of buffer | ||
while len(producer) > 50000: | ||
# Serve on_delivery callbacks from previous calls to produce() | ||
producer.poll(0.001) | ||
try: | ||
user_name = "Ben" | ||
user_favorite_number = i | ||
user_favorite_color = "blue" | ||
user = User(name=user_name, | ||
favorite_color=user_favorite_color, | ||
favorite_number=user_favorite_number) | ||
producer.produce(topic=topic, key=str(uuid4()), value=user, | ||
on_delivery=delivery_report) | ||
except KeyboardInterrupt: | ||
break | ||
except ValueError: | ||
print("Invalid input, discarding record...") | ||
continue | ||
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print("\nFlushing records...") | ||
producer.flush() | ||
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if __name__ == '__main__': | ||
parser = argparse.ArgumentParser(description="SerializingProducer Example") | ||
parser.add_argument('-b', dest="bootstrap_servers", required=True, | ||
help="Bootstrap broker(s) (host[:port])") | ||
parser.add_argument('-s', dest="schema_registry", required=True, | ||
help="Schema Registry (http(s)://host[:port]") | ||
parser.add_argument('-t', dest="topic", default="example_serde_avro", | ||
help="Topic name") | ||
parser.add_argument('-c', dest="count", default="1000000", | ||
help="Number of messages to send") | ||
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main(parser.parse_args()) |
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confluent_kafka==1.7.0 | ||
fastavro==1.4.9 | ||
requests==v2.27.1 |
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