Files
PHANTOM/sim/rl/behavior_loader/loader.py

84 lines
2.5 KiB
Python

import os
from pydantic import BaseModel as Base
import json
class PayloadModel(Base):
sessionId: str
experimentId: str | None
eventName: str
page: str | None
productId: str | None
metadata: dict
storeMode: str
userAgent: str
ts: str
class ValueModel(Base):
payload: PayloadModel
encoding: str
isPayloadNull: bool
schemaId: int
size: int
class InteractionModel(Base):
partitionID: int
offset: int
timestamp: int
compression: str
isTransactional: bool
headers: list
key: dict
value: ValueModel
class Loader:
def __init__(self, src_dir: str):
self.src_dir = src_dir
self.entries = os.listdir(src_dir)
if not self.entries: raise ValueError("empty directory")
self.data = self._load_sessions()
def _is_admin_page(self, interaction: InteractionModel) -> bool:
page = interaction.value.payload.page
return page and page.startswith("/admin/")
def _load_sessions(self) -> dict:
sessions = {}
for entry in self.entries:
int_path = f"{self.src_dir}/{entry}/int.json"
raw = json.load(open(int_path))
ints = [InteractionModel(**i) for i in raw]
sessions[entry] = [i for i in ints if not self._is_admin_page(i)]
return sessions
def get_data(self) -> dict:
return self.data
def get_entries(self) -> tuple[list[str], int]:
return self.entries, len(self.entries)
class AgentLoader(Loader):
"""Loader for agent interaction data with simplified schema (direct PayloadModel format)"""
def _is_admin_page_simple(self, interaction: PayloadModel) -> bool:
return interaction.page and interaction.page.startswith("/admin/")
def _load_sessions(self) -> dict:
sessions = {}
for entry in self.entries:
int_path = f"{self.src_dir}/{entry}/int.json"
raw = json.load(open(int_path))
ints = [PayloadModel(**i) for i in raw]
sessions[entry] = [i for i in ints if not self._is_admin_page_simple(i)]
return sessions
if __name__ == "__main__":
DIR = "/home/velocitatem/Documents/Projects/PHANTOM/experiments/agents/collected_data/"
loader = AgentLoader(DIR)
_, n = loader.get_entries()
print(f"Loaded {n} sessions from {DIR}")
DIR = "/home/velocitatem/Documents/Projects/PHANTOM/experiments/collected_data/"
loader = Loader(DIR)
_, n = loader.get_entries()
print(f"Loaded {n} sessions from {DIR}")