HITL-KG / src /core /session_manager.py
avojarot's picture
Upload 22 files
c5880fb verified
"""
Session Manager Module - Enhanced Version
Handles per-user state isolation, persistence, and recovery for multi-user deployments.
Features:
- Save/load sessions to/from disk
- Session restoration on reconnect
- Graph state persistence
- RLHF data collection with detailed interaction tracking
- Session archiving before cleanup
- Thread-safe operations
"""
import json
import logging
import threading
import glob
from datetime import datetime, timedelta
from pathlib import Path
from dataclasses import dataclass, field, asdict
from typing import Dict, List, Optional, Any
logger = logging.getLogger(__name__)
@dataclass
class ChatMessage:
"""A single chat message."""
role: str # "user", "assistant", "error"
content: str
timestamp: str = field(default_factory=lambda: datetime.now().isoformat())
language: str = "en"
def to_dict(self) -> Dict:
return asdict(self)
@classmethod
def from_dict(cls, data: Dict) -> "ChatMessage":
return cls(**data)
@dataclass
class UserInteraction:
"""Records a single user interaction for RLHF data collection."""
timestamp: str
action_type: str # 'query', 'prune', 'resurrect', 'inject', 'feedback'
node_id: Optional[str] = None
content: Optional[str] = None
feedback: Optional[str] = None # 'correct', 'incorrect', 'partial'
metadata: Dict[str, Any] = field(default_factory=dict)
def to_dict(self) -> Dict:
return {
'timestamp': self.timestamp,
'action_type': self.action_type,
'node_id': self.node_id,
'content': self.content,
'feedback': self.feedback,
'metadata': self.metadata
}
@classmethod
def from_dict(cls, data: Dict) -> 'UserInteraction':
return cls(**data)
@dataclass
class Session:
"""User session state with RLHF tracking."""
session_id: str
created_at: str = field(default_factory=lambda: datetime.now().isoformat())
updated_at: str = field(default_factory=lambda: datetime.now().isoformat())
language: str = "en"
chat_history: List[ChatMessage] = field(default_factory=list)
interactions: List[UserInteraction] = field(default_factory=list)
graph_state: Optional[Dict] = None
metadata: Dict[str, Any] = field(default_factory=dict)
feedback_count: Dict[str, int] = field(
default_factory=lambda: {'correct': 0, 'incorrect': 0, 'partial': 0}
)
def add_message(self, role: str, content: str, language: str = "en"):
"""Add a message to chat history."""
self.chat_history.append(ChatMessage(
role=role,
content=content,
language=language
))
self.updated_at = datetime.now().isoformat()
def add_interaction(
self,
action_type: str,
node_id: Optional[str] = None,
content: Optional[str] = None,
feedback: Optional[str] = None,
metadata: Optional[Dict] = None
):
"""Record an interaction for RLHF."""
interaction = UserInteraction(
timestamp=datetime.now().isoformat(),
action_type=action_type,
node_id=node_id,
content=content,
feedback=feedback,
metadata=metadata or {}
)
self.interactions.append(interaction)
self.updated_at = datetime.now().isoformat()
if feedback and feedback in self.feedback_count:
self.feedback_count[feedback] += 1
def get_title(self, max_length: int = 35) -> str:
"""Get session title from first user message."""
for msg in self.chat_history:
if msg.role == "user":
title = msg.content[:max_length]
return title + "..." if len(msg.content) > max_length else title
return "New Chat"
def to_dict(self) -> Dict:
return {
"session_id": self.session_id,
"created_at": self.created_at,
"updated_at": self.updated_at,
"language": self.language,
"chat_history": [m.to_dict() for m in self.chat_history],
"interactions": [i.to_dict() for i in self.interactions],
"graph_state": self.graph_state,
"metadata": self.metadata,
"feedback_summary": self.feedback_count,
}
def export_rlhf_data(self) -> Dict:
"""Export session data formatted for RLHF training."""
return {
"session_id": self.session_id,
"created_at": self.created_at,
"language": self.language,
"interactions": [i.to_dict() for i in self.interactions],
"feedback_summary": self.feedback_count,
"chat_history": [m.to_dict() for m in self.chat_history],
"graph_state": self.graph_state,
}
@classmethod
def from_dict(cls, data: Dict) -> "Session":
session = cls(
session_id=data["session_id"],
created_at=data.get("created_at", datetime.now().isoformat()),
updated_at=data.get("updated_at", datetime.now().isoformat()),
language=data.get("language", "en"),
chat_history=[ChatMessage.from_dict(m) for m in data.get("chat_history", [])],
graph_state=data.get("graph_state"),
metadata=data.get("metadata", {}),
feedback_count=data.get("feedback_summary", {'correct': 0, 'incorrect': 0, 'partial': 0}),
)
session.interactions = [
UserInteraction.from_dict(i) for i in data.get("interactions", [])
]
return session
class SessionManager:
"""
Manages user sessions with persistence, RLHF tracking, and cleanup.
Thread-safe for multi-user deployments.
"""
def __init__(
self,
sessions_dir: str = "./data/sessions",
max_sessions: int = 1000,
session_max_age_hours: int = 24
):
self.sessions_dir = Path(sessions_dir)
self.sessions_dir.mkdir(parents=True, exist_ok=True)
# Archive directory for RLHF data
self.archive_dir = self.sessions_dir / "archive"
self.archive_dir.mkdir(parents=True, exist_ok=True)
self.max_sessions = max_sessions
self.session_max_age = timedelta(hours=session_max_age_hours)
# In-memory session cache
self._sessions: Dict[str, Session] = {}
self._lock = threading.RLock()
def get_session(self, session_id: str) -> Optional[Session]:
"""Get session by ID, loading from disk if needed."""
with self._lock:
# Check memory cache
if session_id in self._sessions:
session = self._sessions[session_id]
# Check if expired
try:
updated = datetime.fromisoformat(session.updated_at)
if datetime.now() - updated > self.session_max_age:
self._archive_session(session)
del self._sessions[session_id]
return None
except Exception:
pass
return session
# Try loading from disk
session = self._load_from_disk(session_id)
if session:
self._sessions[session_id] = session
return session
def create_session(self, session_id: str) -> Session:
"""Create a new session."""
with self._lock:
session = Session(session_id=session_id)
self._sessions[session_id] = session
self._save_to_disk(session)
# Cleanup if too many sessions
if len(self._sessions) > self.max_sessions:
self._cleanup_old_sessions()
logger.info(f"Created new session: {session_id}")
return session
def get_or_create(self, session_id: str) -> Session:
"""Get existing session or create new one."""
session = self.get_session(session_id)
if session is None:
session = self.create_session(session_id)
return session
def save_session(self, session_id: str):
"""Save session to disk."""
with self._lock:
session = self._sessions.get(session_id)
if session:
session.updated_at = datetime.now().isoformat()
self._save_to_disk(session)
def update_graph_state(self, session_id: str, state: Dict):
"""Update session's graph state."""
with self._lock:
session = self.get_or_create(session_id)
session.graph_state = state
session.updated_at = datetime.now().isoformat()
self._save_to_disk(session)
def update_language(self, session_id: str, language: str):
"""Update the detected language for a session."""
session = self.get_session(session_id)
if session:
session.language = language
def record_interaction(
self,
session_id: str,
action_type: str,
node_id: Optional[str] = None,
content: Optional[str] = None,
feedback: Optional[str] = None,
metadata: Optional[Dict] = None
):
"""Record a user interaction for RLHF."""
session = self.get_session(session_id)
if session:
session.add_interaction(action_type, node_id, content, feedback, metadata)
# Auto-save on significant interactions
if action_type in ['feedback', 'prune', 'inject', 'resurrect']:
self.save_session(session_id)
def add_feedback(
self,
session_id: str,
node_id: str,
feedback_type: str,
context: str = ""
):
"""Record user feedback on reasoning."""
self.record_interaction(
session_id=session_id,
action_type='feedback',
node_id=node_id,
feedback=feedback_type,
metadata={'context': context}
)
def delete_session(self, session_id: str, archive: bool = True):
"""Delete a session, optionally archiving for RLHF."""
with self._lock:
session = self._sessions.pop(session_id, None)
if session and archive:
self._archive_session(session)
session_file = self.sessions_dir / f"{session_id}.json"
if session_file.exists():
session_file.unlink()
def list_sessions(self, limit: int = 20) -> List[Dict]:
"""List recent sessions with titles."""
sessions = []
# Get from disk
for session_file in self.sessions_dir.glob("*.json"):
try:
with open(session_file) as f:
data = json.load(f)
sessions.append({
"id": data["session_id"],
"title": self._get_title(data),
"timestamp": data.get("updated_at", ""),
"language": data.get("language", "en"),
})
except Exception:
continue
# Sort by timestamp
sessions.sort(key=lambda x: x["timestamp"], reverse=True)
return sessions[:limit]
def cleanup_stale_sessions(self):
"""Remove expired sessions, archiving for RLHF."""
cutoff = datetime.now() - self.session_max_age
with self._lock:
# Clean memory cache
to_remove = []
for sid, session in self._sessions.items():
try:
updated = datetime.fromisoformat(session.updated_at)
if updated < cutoff:
self._archive_session(session)
to_remove.append(sid)
except Exception:
continue
for sid in to_remove:
del self._sessions[sid]
# Clean disk
for session_file in self.sessions_dir.glob("*.json"):
if session_file.name == "archive":
continue
try:
mtime = datetime.fromtimestamp(session_file.stat().st_mtime)
if mtime < cutoff:
# Load and archive before deleting
try:
with open(session_file) as f:
data = json.load(f)
session = Session.from_dict(data)
self._archive_session(session)
except Exception:
pass
session_file.unlink()
logger.debug(f"Cleaned up stale session: {session_file.stem}")
except Exception:
continue
if to_remove:
logger.info(f"Cleaned up {len(to_remove)} stale sessions")
def export_all_rlhf_data(self) -> List[Dict]:
"""Export all active sessions' RLHF data."""
with self._lock:
return [session.export_rlhf_data() for session in self._sessions.values()]
def get_stats(self) -> Dict:
"""Get session manager statistics."""
with self._lock:
total_interactions = sum(len(s.interactions) for s in self._sessions.values())
total_feedback = sum(sum(s.feedback_count.values()) for s in self._sessions.values())
return {
'active_sessions': len(self._sessions),
'total_interactions': total_interactions,
'total_feedback': total_feedback,
}
def _archive_session(self, session: Session):
"""Archive session data for RLHF before deletion."""
try:
filename = self.archive_dir / f"session_{session.session_id}_{session.created_at[:10]}.json"
with open(filename, 'w', encoding='utf-8') as f:
json.dump(session.export_rlhf_data(), f, indent=2, ensure_ascii=False)
logger.info(f"Archived session {session.session_id}")
except Exception as e:
logger.error(f"Failed to archive session {session.session_id}: {e}")
def _load_from_disk(self, session_id: str) -> Optional[Session]:
"""Load session from disk."""
session_file = self.sessions_dir / f"{session_id}.json"
if not session_file.exists():
return None
try:
with open(session_file) as f:
data = json.load(f)
logger.info(f"Loaded session {session_id} from disk")
return Session.from_dict(data)
except Exception as e:
logger.warning(f"Failed to load session {session_id}: {e}")
return None
def _save_to_disk(self, session: Session):
"""Save session to disk."""
session_file = self.sessions_dir / f"{session.session_id}.json"
try:
with open(session_file, 'w', encoding='utf-8') as f:
json.dump(session.to_dict(), f, indent=2, ensure_ascii=False)
logger.debug(f"Saved session {session.session_id} to disk")
except Exception as e:
logger.warning(f"Failed to save session {session.session_id}: {e}")
def _cleanup_old_sessions(self):
"""Remove oldest sessions when over limit."""
sessions = list(self._sessions.values())
sessions.sort(key=lambda s: s.updated_at)
# Remove oldest 10%
to_remove = sessions[:len(sessions) // 10]
for session in to_remove:
self.delete_session(session.session_id, archive=True)
def _get_title(self, data: Dict) -> str:
"""Extract title from session data."""
for msg in data.get("chat_history", []):
if msg.get("role") == "user":
content = msg.get("content", "")
return content[:35] + "..." if len(content) > 35 else content
return "New Chat"
# Global instance
_session_manager: Optional[SessionManager] = None
def get_session_manager() -> SessionManager:
"""Get global session manager instance."""
global _session_manager
if _session_manager is None:
from .config import get_config
config = get_config()
_session_manager = SessionManager(
sessions_dir=str(config.sessions_dir),
max_sessions=config.max_sessions,
session_max_age_hours=config.session_max_age_hours
)
return _session_manager
def generate_session_id() -> str:
"""Generate a unique session ID for a new user."""
import uuid
return str(uuid.uuid4())[:12]