80c3fee9de
- clients/python/baradb/chat_history.py: BaraDBChatHistory class - Stores conversation threads in BaraDB with multi-tenant RLS - session_id + tenant_id + user_id isolation - Auto-creates table and index - Compatible with LangChain message format - examples/rag_pipeline.py: End-to-end RAG pipeline example - PDF/text ingestion -> chunking -> embedding -> BaraDB storage - Hybrid search with vector distance - LLM generation (OpenAI / Ollama) - Supports --file and --query modes - Configurable chunk size, overlap, top-k - PLAN.md: Updated all Session 10 tasks as complete
203 lines
6.7 KiB
Python
203 lines
6.7 KiB
Python
"""
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BaraDB Chat Message History — Conversation Buffer with RLS
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Implements LangChain's BaseChatMessageHistory interface backed by BaraDB.
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Supports multi-tenant isolation via tenant_id and user_id.
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Usage:
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from baradb import Client
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from baradb.chat_history import BaraDBChatHistory
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client = Client("localhost", 9472)
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await client.connect()
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history = BaraDBChatHistory(
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client=client,
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session_id="session-123",
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tenant_id="company-a",
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user_id="user-42",
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)
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# Add messages
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history.add_user_message("Hello, AI!")
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history.add_ai_message("Hello, how can I help?")
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# Retrieve conversation
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messages = history.messages
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"""
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import json
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from datetime import datetime
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from typing import Any, Dict, List, Optional
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class BaraDBChatHistory:
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"""
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Chat message history backed by BaraDB with multi-tenant RLS support.
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Stores conversations in a `chat_history` table with columns:
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id, session_id, role, content, metadata, tenant_id, user_id, created_at
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"""
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def __init__(
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self,
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client: Any,
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session_id: str,
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table: str = "chat_history",
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tenant_id: Optional[str] = None,
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user_id: Optional[str] = None,
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max_messages: int = 1000,
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):
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self.client = client
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self.session_id = session_id
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self.table = table
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self.tenant_id = tenant_id
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self.user_id = user_id
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self.max_messages = max_messages
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self._initialized = False
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async def _ensure_table(self):
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if self._initialized:
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return
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await self.client.execute(
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f"""
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CREATE TABLE IF NOT EXISTS {self.table} (
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id TEXT PRIMARY KEY,
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session_id TEXT,
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role TEXT,
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content TEXT,
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metadata TEXT,
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tenant_id TEXT,
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user_id TEXT,
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created_at TEXT
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)
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"""
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)
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await self.client.execute(
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f"CREATE INDEX IF NOT EXISTS idx_{self.table}_session "
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f"ON {self.table}(session_id) USING btree"
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)
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self._initialized = True
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def _build_session(self) -> Dict[str, str]:
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s = {"app.bara_chat_session": self.session_id}
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if self.tenant_id:
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s["app.tenant_id"] = self.tenant_id
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if self.user_id:
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s["app.user_id"] = self.user_id
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return s
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async def add_message(self, message: Any) -> None:
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await self._ensure_table()
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role = getattr(message, "type", "human")
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if role == "human":
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role = "user"
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content = getattr(message, "content", str(message))
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msg_id = f"{self.session_id}:{datetime.utcnow().timestamp()}"
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metadata = json.dumps(getattr(message, "additional_kwargs", {}) or {})
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created_at = datetime.utcnow().isoformat()
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for key, val in self._build_session().items():
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await self.client.execute(f"SET {key} = '{val}'")
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await self.client.execute(
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f"INSERT INTO {self.table} (id, session_id, role, content, metadata, "
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f"tenant_id, user_id, created_at) "
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f"VALUES ('{msg_id}', '{self.session_id}', '{role}', "
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f"'{_escape(content)}', '{_escape(metadata)}', "
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f"'{self.tenant_id or ''}', '{self.user_id or ''}', '{created_at}')"
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)
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def add_user_message(self, message: Any) -> None:
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import asyncio
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loop = asyncio.get_event_loop()
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if hasattr(message, "content"):
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content = message.content
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else:
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content = str(message)
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loop.run_until_complete(self._add_message_internal(content, "user"))
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def add_ai_message(self, message: Any) -> None:
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import asyncio
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loop = asyncio.get_event_loop()
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if hasattr(message, "content"):
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content = message.content
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else:
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content = str(message)
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loop.run_until_complete(self._add_message_internal(content, "ai"))
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async def _add_message_internal(self, content: str, role: str):
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await self._ensure_table()
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msg_id = f"{self.session_id}:{datetime.utcnow().timestamp()}"
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created_at = datetime.utcnow().isoformat()
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for key, val in self._build_session().items():
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await self.client.execute(f"SET {key} = '{val}'")
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await self.client.execute(
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f"INSERT INTO {self.table} (id, session_id, role, content, "
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f"tenant_id, user_id, created_at) "
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f"VALUES ('{msg_id}', '{self.session_id}', '{role}', "
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f"'{_escape(content)}', '{self.tenant_id or ''}', "
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f"'{self.user_id or ''}', '{created_at}')"
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)
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async def get_messages(self) -> List[Any]:
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await self._ensure_table()
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class SimpleMessage:
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def __init__(self, role: str, content: str):
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self.type = "human" if role == "user" else role
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self.content = content
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self.additional_kwargs = {}
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def __repr__(self):
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return f"{self.type}: {self.content}"
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for key, val in self._build_session().items():
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await self.client.execute(f"SET {key} = '{val}'")
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result = await self.client.execute(
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f"SELECT role, content FROM {self.table} "
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f"WHERE session_id = '{self.session_id}' "
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f"ORDER BY created_at ASC "
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f"LIMIT {self.max_messages}"
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)
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messages = []
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if result and hasattr(result, "rows"):
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for row in result.rows:
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role = row.get("role", "user")
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content = row.get("content", "")
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messages.append(SimpleMessage(role, content))
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return messages
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@property
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def messages(self) -> List[Any]:
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import asyncio
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loop = asyncio.get_event_loop()
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return loop.run_until_complete(self.get_messages())
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async def clear(self) -> None:
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await self._ensure_table()
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for key, val in self._build_session().items():
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await self.client.execute(f"SET {key} = '{val}'")
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await self.client.execute(
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f"DELETE FROM {self.table} WHERE session_id = '{self.session_id}'"
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)
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async def get_session_summary(self, max_tokens: int = 2000) -> str:
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messages = await self.get_messages()
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parts = []
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total_chars = 0
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for msg in reversed(messages):
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text = f"{msg.type}: {getattr(msg, 'content', '')}"
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if total_chars + len(text) > max_tokens * 4:
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break
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parts.insert(0, text)
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total_chars += len(text)
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return "\n".join(parts)
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def _escape(s: str) -> str:
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return s.replace("'", "''").replace("\\", "\\\\")
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