Merge branch 'main' into preprocessing

This commit is contained in:
2024-11-25 13:21:52 -07:00
12 changed files with 334 additions and 71 deletions

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@@ -16,5 +16,5 @@ COPY pcap_processor.py /app
# Expose the port Kafka uses (optional, for communication with other services)
EXPOSE 9092
# Command to run your Python application
# Command to allow custom runtime arguments
CMD ["python", "pcap_processor.py"]

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@@ -48,4 +48,4 @@
- -d or --debug: boolean value indicating if program is run in debug mode
python pcap_processor.py -f C:/Users/akash/storage/Asu/sem3/dds/project/202310081400.pcap -s --sample-size 1000
python pcap_processor.py -f C:/Users/akash/storage/Asu/sem3/dds/project/202310081400.pcap -s --stream_size 1000

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@@ -0,0 +1,69 @@
version: '3.8'
services:
zookeeper:
image: confluentinc/cp-zookeeper:latest
networks:
kafka_network:
aliases:
- zookeeper
deploy:
replicas: 1
restart_policy:
condition: on-failure
environment:
ZOOKEEPER_CLIENT_PORT: 2181
ports:
- "2181:2181"
kafka:
image: confluentinc/cp-kafka:latest
depends_on:
- zookeeper
environment:
KAFKA_ZOOKEEPER_CONNECT: zookeeper:2181
KAFKA_LISTENERS: PLAINTEXT://0.0.0.0:9092
KAFKA_ADVERTISED_LISTENERS: PLAINTEXT://kafka:9092
KAFKA_LISTENER_SECURITY_PROTOCOL_MAP: PLAINTEXT:PLAINTEXT
KAFKA_BROKER_ID: 1
KAFKA_MESSAGE_MAX_BYTES: 200000000
KAFKA_REPLICA_FETCH_MAX_BYTES: 200000000
networks:
kafka_network:
aliases:
- kafka
ports:
- "9092:9092"
volumes:
- kafka_data:/var/lib/kafka/data
deploy:
replicas: 1
restart_policy:
condition: on-failure
pcap_streamer:
image: levenshtein/streamer_test3:latest
depends_on:
- kafka
networks:
kafka_network:
aliases:
- pcap_streamer
volumes:
- "/host_mnt/c/Users/akash/storage/Asu/sem3/dds/project:/data/pcap"
environment:
PCAP_FILE: /data/pcap/202310081400.pcap
command: ["sh", "-c", "sleep 30 && python /app/pcap_processor.py -f /data/pcap/202310081400.pcap -s --stream_size 1000"]
deploy:
replicas: 1
restart_policy:
condition: on-failure
networks:
kafka_network:
driver: overlay
attachable: true
volumes:
kafka_data:
driver: local

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@@ -6,10 +6,42 @@ from scapy.packet import Packet
from scapy.utils import PcapReader
from scapy.layers.inet import IP, TCP, UDP
from kafka import KafkaProducer
from kafka import KafkaProducer, KafkaConsumer
import json
dbg_print = lambda *x: DEBUG and print(f"[DEBUG] {x}")
class KafkaClient:
def __init__(self, topic_name=None, mode='producer'):
self.mode = mode
self.topic_name = topic_name
if mode == 'producer':
self.client = KafkaProducer(
bootstrap_servers=['kafka:9092'],
max_request_size = 200000000,
api_version=(0,11,5),
value_serializer=lambda x: json.dumps(x).encode('utf-8'))
elif mode == 'consumer' and topic_name is not None:
self.client = KafkaConsumer(
topic_name,
bootstrap_servers=['localhost:9092'],
api_version=(0,11,5),
value_deserializer=lambda x: json.loads(x.decode('utf-8')))
else:
raise ValueError("Consumer mode requires a topic_name")
# Kafka Configuration
KAFKA_TOPIC = 'pcap_stream'
KAFKA_SERVER = 'kafka:9092' # Adjust to your Kafka server
#KAFKA_SERVER = 'kafka_service:9092'
# Initialize Kafka Producer
# producer = KafkaProducer(
# bootstrap_servers=KAFKA_SERVER,
# value_serializer=lambda v: v.encode('utf-8') if isinstance(v, str) else str(v).encode('utf-8') #remove intermediate JSON encoding
# )
producer = KafkaClient(topic_name=KAFKA_TOPIC)
def pkt_filter(pkt: Packet) -> bool:
"""filter to include/exclude a packet"""
@@ -153,6 +185,7 @@ if __name__ == "__main__":
prep_csv(out_file)
pkts = []
cnt = 0
for idx, pkt in enumerate(pcap_rdr):
# filter packets
if not pkt_filter(pkt):
@@ -184,11 +217,12 @@ if __name__ == "__main__":
)
packet_data = create_pkt_object(pkt)
producer.send(KAFKA_TOPIC, packet_data)
print(f"streamed packet at index {idx} ")
if idx > sample_size:
break
producer.client.send(KAFKA_TOPIC, packet_data)
cnt += 1
#print(f"streamed packet at index {idx} ")
if idx > sample_size: break
print(f"total streamed: {cnt}")
# flush remaining
if not streaming and len(pkts) > 0:
pkts_write_csv(pkts, out_file)