devils-agent / baim /memory.py
devildasdf's picture
Upload experimental BAIM code, research checkpoints and measured evaluations
795f737 verified
Raw
History Blame Contribute Delete
1.87 kB
"""Local metadata-only trajectories; raw values are deliberately not persisted.
Hashes can still reveal low-entropy secrets via guessing. Persist HMACs instead,
using a per-store key kept outside the database. Rich training records require a
separate reviewed, redacted ingestion path.
"""
import hashlib
import hmac
import json
from pathlib import Path
import secrets
import sqlite3
from time import time
class Recorder:
def __init__(self, path):
path = Path(path)
path.parent.mkdir(parents=True, exist_ok=True)
keyfile = path.with_suffix('.key')
try:
with keyfile.open('xb') as handle:
handle.write(secrets.token_bytes(32))
keyfile.chmod(0o600)
except FileExistsError:
pass
self.key = keyfile.read_bytes()
if len(self.key) != 32:
raise ValueError('invalid recording key')
self.db = sqlite3.connect(path)
self.db.execute('''CREATE TABLE IF NOT EXISTS events (
id INTEGER PRIMARY KEY, created REAL, task TEXT, epoch INTEGER,
sequence INTEGER, state_key TEXT, action_key TEXT, kind TEXT,
status TEXT, code TEXT, wall_ms REAL, cpu_ms REAL)''')
def private_key(self, value):
return hmac.new(self.key, value.encode('utf-8'), hashlib.sha256).hexdigest()
def record(self, decision, state, outcome):
ticket = decision.ticket
self.db.execute('INSERT INTO events VALUES (NULL,?,?,?,?,?,?,?,?,?,?,?)',
(time(), ticket.task_id, ticket.epoch, ticket.sequence,
self.private_key(state.state_hash if state else ''),
self.private_key(decision.action.encode()), decision.action.kind.name,
outcome.status, outcome.code, outcome.wall_ms, outcome.cpu_ms))
self.db.commit()
def close(self):
self.db.close()