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langchain/libs/community/langchain_community/chat_message_histories/xata.py

135 lines
4.5 KiB
Python

import json
from typing import List
from langchain_core.chat_history import BaseChatMessageHistory
from langchain_core.messages import (
BaseMessage,
message_to_dict,
messages_from_dict,
)
class XataChatMessageHistory(BaseChatMessageHistory):
"""Chat message history stored in a Xata database."""
def __init__(
self,
session_id: str,
db_url: str,
api_key: str,
branch_name: str = "main",
table_name: str = "messages",
create_table: bool = True,
) -> None:
"""Initialize with Xata client."""
try:
from xata.client import XataClient # noqa: F401
except ImportError:
raise ValueError(
"Could not import xata python package. "
"Please install it with `pip install xata`."
)
self._client = XataClient(
api_key=api_key, db_url=db_url, branch_name=branch_name
)
self._table_name = table_name
self._session_id = session_id
if create_table:
self._create_table_if_not_exists()
def _create_table_if_not_exists(self) -> None:
r = self._client.table().get_schema(self._table_name)
if r.status_code <= 299:
return
if r.status_code != 404:
raise Exception(
f"Error checking if table exists in Xata: {r.status_code} {r}"
)
r = self._client.table().create(self._table_name)
if r.status_code > 299:
raise Exception(f"Error creating table in Xata: {r.status_code} {r}")
r = self._client.table().set_schema(
self._table_name,
payload={
"columns": [
{"name": "sessionId", "type": "string"},
{"name": "type", "type": "string"},
{"name": "role", "type": "string"},
{"name": "content", "type": "text"},
{"name": "name", "type": "string"},
{"name": "additionalKwargs", "type": "json"},
]
},
)
if r.status_code > 299:
raise Exception(f"Error setting table schema in Xata: {r.status_code} {r}")
def add_message(self, message: BaseMessage) -> None:
"""Append the message to the Xata table"""
msg = message_to_dict(message)
r = self._client.records().insert(
self._table_name,
{
"sessionId": self._session_id,
"type": msg["type"],
"content": message.content,
"additionalKwargs": json.dumps(message.additional_kwargs),
"role": msg["data"].get("role"),
"name": msg["data"].get("name"),
},
)
if r.status_code > 299:
raise Exception(f"Error adding message to Xata: {r.status_code} {r}")
@property
def messages(self) -> List[BaseMessage]: # type: ignore
r = self._client.data().query(
self._table_name,
payload={
"filter": {
"sessionId": self._session_id,
},
"sort": {"xata.createdAt": "asc"},
},
)
if r.status_code != 200:
raise Exception(f"Error running query: {r.status_code} {r}")
msgs = messages_from_dict(
[
{
"type": m["type"],
"data": {
"content": m["content"],
"role": m.get("role"),
"name": m.get("name"),
"additional_kwargs": json.loads(m["additionalKwargs"]),
},
}
for m in r["records"]
]
)
return msgs
def clear(self) -> None:
"""Delete session from Xata table."""
while True:
r = self._client.data().query(
self._table_name,
payload={
"columns": ["id"],
"filter": {
"sessionId": self._session_id,
},
},
)
if r.status_code != 200:
raise Exception(f"Error running query: {r.status_code} {r}")
ids = [rec["id"] for rec in r["records"]]
if len(ids) == 0:
break
operations = [
{"delete": {"table": self._table_name, "id": id}} for id in ids
]
self._client.records().transaction(payload={"operations": operations})