added kafka streaming part

This commit is contained in:
Akash Sivakumar
2024-11-03 18:33:11 -07:00
parent 599741326e
commit d8631a5cfc
2 changed files with 58 additions and 3 deletions

View File

@@ -6,8 +6,21 @@ from scapy.packet import Packet
from scapy.utils import PcapReader
from scapy.layers.inet import IP, TCP, UDP
from kafka import KafkaProducer
import json
dbg_print = lambda *x: DEBUG and print(f"[DEBUG] {x}")
# Kafka Configuration
KAFKA_TOPIC = 'pcap_stream'
KAFKA_SERVER = 'localhost:9092' # Adjust to your Kafka server
# Initialize Kafka Producer
producer = KafkaProducer(
bootstrap_servers=KAFKA_SERVER,
value_serializer=lambda v: json.dumps(v).encode('utf-8') # Encode data as JSON
)
def pkt_filter(pkt: Packet) -> bool:
"""filter to include/exclude a packet"""
@@ -53,6 +66,30 @@ def pkt_extract(pkt: Packet) -> list:
return pkt_attrs
def create_pkt_object(pkt: Packet) -> dict:
"""create a dictionary of packet attributes"""
"""key: attribute name, value: attribute value"""
l4_proto = None
if TCP in pkt:
l4_proto = TCP
elif UDP in pkt:
l4_proto = UDP
pkt_time_str = str(datetime.fromtimestamp(float(pkt.time), timezone.utc))
res_json = {
"time": float(pkt.time),
"l4_proto": pkt.getlayer(l4_proto).name,
"src_addr": pkt[IP].src,
"dst_addr": pkt[IP].dst,
"src_port": pkt[l4_proto].sport,
"dst_port": pkt[l4_proto].dport,
"pkt_len": len(pkt)
}
return res_json
def prep_csv(out_file: str):
with open(out_file, "w", newline="") as csvfile:
writer = csv.writer(csvfile)
@@ -81,6 +118,7 @@ if __name__ == "__main__":
argp = ArgumentParser()
argp.add_argument("-f", "--pcap_file", required=True, dest="_pcap")
argp.add_argument("-o", "--out_file", required=False, dest="_out")
argp.add_argument("--stream_size", required=False, default=10000, dest="_streamsize")
argp.add_argument(
"-x",
"--sample",
@@ -111,11 +149,12 @@ if __name__ == "__main__":
out_file = args._out
streaming = args._stream
sample = args._sample
samplesize = int(args._streamsize)
DEBUG = args._debug
sample_size = 1000000
batch_size = 100000
sample_size = samplesize #1000000
batch_size = 100 #100000
pcap_rdr = PcapReader(pcap_file)
if not streaming:
@@ -140,7 +179,10 @@ if __name__ == "__main__":
pkts = []
else:
# direct streaming to kafka goes here
pass
packet_data = create_pkt_object(pkt)
producer.send(KAFKA_TOPIC, packet_data)
print(f"streamed packet at index {idx} ")
if idx > sample_size: break
# flush remaining
if not streaming and len(pkts) > 0: