Created
July 26, 2023 09:58
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Confluent Kafka: DeprecationWarning: AvroProducer has been deprecated. Use AvroSerializer instead.
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pip install confluent-kafka avro urllib3 requests fastavro |
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from confluent_kafka.avro import AvroProducer | |
from confluent_kafka import avro | |
import datetime, random, uuid | |
schema_name = "telemetry.avsc" | |
producer_config = { | |
'bootstrap.servers': 'localhost:9092', | |
'schema.registry.url': 'http://localhost:8081', | |
'broker.address.family': 'v4' | |
} | |
value_schema = avro.load(schema_name) | |
producer = AvroProducer(producer_config, default_value_schema=value_schema) | |
user_countries = ["US", "IN", "GB", "CA", "AU", "DE", "FR", "IT", "BR", "JP"] | |
resolutions = ["480p", "720p", "1080p", "1440p", "2160p"] | |
bitrates = ["1 Mbps", "2 Mbps", "3 Mbps", "4 Mbps", "5 Mbps", | |
"6 Mbps", "7 Mbps", "8 Mbps", "9 Mbps", "10 Mbps",] | |
buffering_durations = [0, 1, 2, 3, 4, 5] | |
error_codes = [None, "err_100", "err_101", "err_102", "err_103"] | |
ts = int(datetime.datetime.now().timestamp() * 1000) | |
user_id = str(uuid.uuid4()) | |
video_id = str(uuid.uuid4()) | |
country = random.choice(user_countries) | |
resolution = random.choice(resolutions) | |
bitrate = random.choice(bitrates) | |
buffering_duration = random.choice(buffering_durations) | |
error_code = random.choice(error_codes) | |
event = { | |
"ts": ts, | |
"userId": user_id, | |
"videoId": video_id, | |
"country": country, | |
"resolution": resolution, | |
"bitrate": bitrate, | |
"bufferingDuration": buffering_duration, | |
"errorCode": error_code, | |
} | |
producer.produce(topic="telemetry", value=event) | |
producer.flush() |
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import datetime, random, uuid | |
from confluent_kafka import Producer | |
from confluent_kafka.schema_registry import SchemaRegistryClient | |
from confluent_kafka.schema_registry.avro import AvroSerializer | |
from confluent_kafka.serialization import ( | |
SerializationContext, | |
MessageField, | |
) | |
schema_registry_conf = {'url': 'http://localhost:8081'} | |
schema_registry_client = SchemaRegistryClient(schema_registry_conf) | |
with open("telemetry.avsc") as f: | |
value_schema = f.read() | |
avro_serializer = AvroSerializer(schema_registry_client, value_schema) | |
producer_conf = {'bootstrap.servers': 'localhost:9092'} | |
producer = Producer(producer_conf) | |
user_countries = ["US", "IN", "GB", "CA", "AU", "DE", "FR", "IT", "BR", "JP"] | |
resolutions = ["480p", "720p", "1080p", "1440p", "2160p"] | |
bitrates = ["1 Mbps", "2 Mbps", "3 Mbps", "4 Mbps", "5 Mbps", | |
"6 Mbps", "7 Mbps", "8 Mbps", "9 Mbps", "10 Mbps",] | |
buffering_durations = [0, 1, 2, 3, 4, 5] | |
error_codes = [None, "err_100", "err_101", "err_102", "err_103"] | |
ts = int(datetime.datetime.now().timestamp() * 1000) | |
user_id = str(uuid.uuid4()) | |
video_id = str(uuid.uuid4()) | |
country = random.choice(user_countries) | |
resolution = random.choice(resolutions) | |
bitrate = random.choice(bitrates) | |
buffering_duration = random.choice(buffering_durations) | |
error_code = random.choice(error_codes) | |
event = { | |
"ts": ts, | |
"userId": user_id, | |
"videoId": video_id, | |
"country": country, | |
"resolution": resolution, | |
"bitrate": bitrate, | |
"bufferingDuration": buffering_duration, | |
"errorCode": error_code, | |
} | |
producer.produce( | |
topic="telemetry", | |
value=avro_serializer(event, SerializationContext("telemetry", MessageField.VALUE)), | |
) | |
producer.flush() |
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{ | |
"namespace": "com.youtube.telemetry", | |
"type": "record", | |
"name": "VideoWatching", | |
"fields": [ | |
{"name": "ts", "type": "long"}, | |
{"name": "userId", "type": "string"}, | |
{"name": "videoId", "type": "string"}, | |
{"name": "country", "type": "string"}, | |
{"name": "resolution", "type": "string"}, | |
{"name": "bitrate", "type": "string"}, | |
{"name": "bufferingDuration", "type": "int"}, | |
{"name": "errorCode", "type": ["null", "string"], "default": null} | |
] | |
} |
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