thanhtai435 commited on
Commit
635ca24
·
verified ·
1 Parent(s): a7f49cd

Upload streaming_simulator/simulator.py

Browse files
Files changed (1) hide show
  1. streaming_simulator/simulator.py +46 -14
streaming_simulator/simulator.py CHANGED
@@ -26,10 +26,21 @@ from typing import List, Optional
26
  from pathlib import Path
27
 
28
  import pandas as pd
29
- from confluent_kafka import Producer
30
- from confluent_kafka.serialization import SerializationContext, MessageField
31
- from confluent_kafka.schema_registry import SchemaRegistryClient
32
- from confluent_kafka.schema_registry.avro import AvroSerializer
 
 
 
 
 
 
 
 
 
 
 
33
 
34
  # ============================================================
35
  # CONFIGURATION
@@ -93,14 +104,18 @@ class OlistStreamSimulator:
93
  self.stats = {topic: 0 for topic in TOPICS.values()}
94
 
95
  # Kafka Producer
96
- self.producer = Producer({
97
- 'bootstrap.servers': kafka_bootstrap,
98
- 'client.id': 'olist-simulator',
99
- 'linger.ms': 5,
100
- 'batch.num.messages': 1000,
101
- 'queue.buffering.max.messages': 100000,
102
- 'compression.type': 'snappy',
103
- })
 
 
 
 
104
 
105
  logger.info(f"Simulator initialized: speed={speed_factor}x, data_dir={data_dir}")
106
 
@@ -376,6 +391,21 @@ class OlistStreamSimulator:
376
  time.sleep(sleep_time)
377
 
378
  # Send to Kafka
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
379
  try:
380
  self.producer.produce(
381
  topic=event.topic,
@@ -399,7 +429,8 @@ class OlistStreamSimulator:
399
 
400
  # Periodic flush and progress
401
  if events_sent % 5000 == 0:
402
- self.producer.flush(timeout=5)
 
403
  elapsed = time.time() - start_time
404
  rate = events_sent / elapsed if elapsed > 0 else 0
405
  logger.info(
@@ -412,7 +443,8 @@ class OlistStreamSimulator:
412
  prev_event_time = current_event_time
413
 
414
  # Final flush
415
- self.producer.flush(timeout=30)
 
416
 
417
  elapsed = time.time() - start_time
418
  logger.info(f"\n{'='*60}")
 
26
  from pathlib import Path
27
 
28
  import pandas as pd
29
+
30
+ # Lazy import Kafka to allow data loading/testing without running Kafka server
31
+ try:
32
+ from confluent_kafka import Producer
33
+ from confluent_kafka.serialization import SerializationContext, MessageField
34
+ from confluent_kafka.schema_registry import SchemaRegistryClient
35
+ from confluent_kafka.schema_registry.avro import AvroSerializer
36
+ _KAFKA_AVAILABLE = True
37
+ except ImportError:
38
+ _KAFKA_AVAILABLE = False
39
+ Producer = None
40
+ SerializationContext = None
41
+ MessageField = None
42
+ SchemaRegistryClient = None
43
+ AvroSerializer = None
44
 
45
  # ============================================================
46
  # CONFIGURATION
 
104
  self.stats = {topic: 0 for topic in TOPICS.values()}
105
 
106
  # Kafka Producer
107
+ if _KAFKA_AVAILABLE:
108
+ self.producer = Producer({
109
+ 'bootstrap.servers': kafka_bootstrap,
110
+ 'client.id': 'olist-simulator',
111
+ 'linger.ms': 5,
112
+ 'batch.num.messages': 1000,
113
+ 'queue.buffering.max.messages': 100000,
114
+ 'compression.type': 'snappy',
115
+ })
116
+ else:
117
+ logger.warning("Kafka library not available. Data loading will work, but streaming to Kafka will fail.")
118
+ self.producer = None
119
 
120
  logger.info(f"Simulator initialized: speed={speed_factor}x, data_dir={data_dir}")
121
 
 
391
  time.sleep(sleep_time)
392
 
393
  # Send to Kafka
394
+ if self.producer is None:
395
+ # Kafka not available — simulate send (for testing/data loading only)
396
+ self.stats[event.topic] = self.stats.get(event.topic, 0) + 1
397
+ events_sent += 1
398
+ if events_sent % 5000 == 0:
399
+ elapsed = time.time() - start_time
400
+ rate = events_sent / elapsed if elapsed > 0 else 0
401
+ logger.info(
402
+ f"Progress: {events_sent:,}/{total_events:,} events "
403
+ f"({events_sent/total_events*100:.1f}%) | "
404
+ f"Rate: {rate:.0f} events/sec | "
405
+ f"Simulated time: {current_event_time}"
406
+ )
407
+ continue
408
+
409
  try:
410
  self.producer.produce(
411
  topic=event.topic,
 
429
 
430
  # Periodic flush and progress
431
  if events_sent % 5000 == 0:
432
+ if self.producer is not None:
433
+ self.producer.flush(timeout=5)
434
  elapsed = time.time() - start_time
435
  rate = events_sent / elapsed if elapsed > 0 else 0
436
  logger.info(
 
443
  prev_event_time = current_event_time
444
 
445
  # Final flush
446
+ if self.producer is not None:
447
+ self.producer.flush(timeout=30)
448
 
449
  elapsed = time.time() - start_time
450
  logger.info(f"\n{'='*60}")