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traffic_loader.py
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import sqlite3
from collections import defaultdict
class TrafficDataLoader:
def __init__(self, db_paths):
self.db_paths = db_paths
self.flow_data = defaultdict(list) # Each server column will have a list of flow attributes
def load_data(self):
# Connect to each database file
conn_flow_ids = sqlite3.connect(self.db_paths['flow_ids'])
conn_flow_size = sqlite3.connect(self.db_paths['flow_size'])
conn_inter_arrival = sqlite3.connect(self.db_paths['inter_arrival_time'])
conn_server_idx = sqlite3.connect(self.db_paths['server_idx'])
# Retrieve data from each table
cursor_flow_ids = conn_flow_ids.cursor()
cursor_flow_size = conn_flow_size.cursor()
cursor_inter_arrival = conn_inter_arrival.cursor()
cursor_server_idx = conn_server_idx.cursor()
cursor_flow_ids.execute("SELECT * FROM flow_ids")
cursor_flow_size.execute("SELECT * FROM flow_size")
cursor_inter_arrival.execute("SELECT * FROM inter_arrival_time")
cursor_server_idx.execute("SELECT * FROM server_idx")
flow_id_rows = cursor_flow_ids.fetchall()
flow_size_rows = cursor_flow_size.fetchall()
inter_arrival_rows = cursor_inter_arrival.fetchall()
server_idx_rows = cursor_server_idx.fetchall()
# Assuming columns like server0app1, server1app1, etc.
column_names = [desc[0] for desc in cursor_flow_ids.description]
for i, server in enumerate(column_names):
for flow_id, flow_size, inter_arrival, destination in zip(
flow_id_rows[i], flow_size_rows[i], inter_arrival_rows[i], server_idx_rows[i]
):
self.flow_data[server].append({
'flow_id': flow_id,
'flow_size': flow_size,
'inter_arrival': inter_arrival,
'destination_ip': destination # Resolve IP in run_background_app
})
# Close connections
conn_flow_ids.close()
conn_flow_size.close()
conn_inter_arrival.close()
conn_server_idx.close()
def get_flow_data(self, server_name):
return self.flow_data.get(server_name, [])