Upload streaming_simulator/simulator.py
Browse files- streaming_simulator/simulator.py +46 -14
streaming_simulator/simulator.py
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@@ -26,10 +26,21 @@ from typing import List, Optional
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from pathlib import Path
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import pandas as pd
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from confluent_kafka
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# ============================================================
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# CONFIGURATION
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self.stats = {topic: 0 for topic in TOPICS.values()}
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# Kafka Producer
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logger.info(f"Simulator initialized: speed={speed_factor}x, data_dir={data_dir}")
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@@ -376,6 +391,21 @@ class OlistStreamSimulator:
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time.sleep(sleep_time)
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# Send to Kafka
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try:
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self.producer.produce(
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topic=event.topic,
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@@ -399,7 +429,8 @@ class OlistStreamSimulator:
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# Periodic flush and progress
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if events_sent % 5000 == 0:
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self.producer
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elapsed = time.time() - start_time
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rate = events_sent / elapsed if elapsed > 0 else 0
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logger.info(
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@@ -412,7 +443,8 @@ class OlistStreamSimulator:
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prev_event_time = current_event_time
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# Final flush
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self.producer
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elapsed = time.time() - start_time
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logger.info(f"\n{'='*60}")
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from pathlib import Path
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import pandas as pd
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# Lazy import Kafka to allow data loading/testing without running Kafka server
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try:
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from confluent_kafka import Producer
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from confluent_kafka.serialization import SerializationContext, MessageField
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from confluent_kafka.schema_registry import SchemaRegistryClient
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from confluent_kafka.schema_registry.avro import AvroSerializer
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_KAFKA_AVAILABLE = True
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except ImportError:
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_KAFKA_AVAILABLE = False
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Producer = None
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SerializationContext = None
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MessageField = None
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SchemaRegistryClient = None
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AvroSerializer = None
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# ============================================================
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# CONFIGURATION
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self.stats = {topic: 0 for topic in TOPICS.values()}
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# Kafka Producer
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if _KAFKA_AVAILABLE:
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self.producer = Producer({
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'bootstrap.servers': kafka_bootstrap,
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'client.id': 'olist-simulator',
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'linger.ms': 5,
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'batch.num.messages': 1000,
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'queue.buffering.max.messages': 100000,
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'compression.type': 'snappy',
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})
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else:
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logger.warning("Kafka library not available. Data loading will work, but streaming to Kafka will fail.")
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self.producer = None
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logger.info(f"Simulator initialized: speed={speed_factor}x, data_dir={data_dir}")
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time.sleep(sleep_time)
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# Send to Kafka
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if self.producer is None:
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# Kafka not available — simulate send (for testing/data loading only)
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self.stats[event.topic] = self.stats.get(event.topic, 0) + 1
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events_sent += 1
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if events_sent % 5000 == 0:
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elapsed = time.time() - start_time
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rate = events_sent / elapsed if elapsed > 0 else 0
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logger.info(
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f"Progress: {events_sent:,}/{total_events:,} events "
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f"({events_sent/total_events*100:.1f}%) | "
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f"Rate: {rate:.0f} events/sec | "
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f"Simulated time: {current_event_time}"
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)
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continue
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try:
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self.producer.produce(
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topic=event.topic,
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# Periodic flush and progress
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if events_sent % 5000 == 0:
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if self.producer is not None:
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self.producer.flush(timeout=5)
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elapsed = time.time() - start_time
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rate = events_sent / elapsed if elapsed > 0 else 0
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logger.info(
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prev_event_time = current_event_time
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# Final flush
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if self.producer is not None:
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self.producer.flush(timeout=30)
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elapsed = time.time() - start_time
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logger.info(f"\n{'='*60}")
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