Source code for langchain_community.document_loaders.oracleadb_loader
from typing import Any, Dict, List, Optional
from langchain_core.documents import Document
from langchain_community.document_loaders.base import BaseLoader
[docs]class OracleAutonomousDatabaseLoader(BaseLoader):
"""
Load from oracle adb
Autonomous Database connection can be made by either connection_string
or tns name. wallet_location and wallet_password are required
for TLS connection.
Each document will represent one row of the query result.
Columns are written into the `page_content` and 'metadata' in
constructor is written into 'metadata' of document,
by default, the 'metadata' is None.
"""
[docs] def __init__(
self,
query: str,
user: str,
password: str,
*,
schema: Optional[str] = None,
tns_name: Optional[str] = None,
config_dir: Optional[str] = None,
wallet_location: Optional[str] = None,
wallet_password: Optional[str] = None,
connection_string: Optional[str] = None,
metadata: Optional[List[str]] = None,
):
"""
init method
:param query: sql query to execute
:param user: username
:param password: user password
:param schema: schema to run in database
:param tns_name: tns name in tnsname.ora
:param config_dir: directory of config files(tnsname.ora, wallet)
:param wallet_location: location of wallet
:param wallet_password: password of wallet
:param connection_string: connection string to connect to adb instance
:param metadata: metadata used in document
"""
# Mandatory required arguments.
self.query = query
self.user = user
self.password = password
# Schema
self.schema = schema
# TNS connection Method
self.tns_name = tns_name
self.config_dir = config_dir
# Wallet configuration is required for mTLS connection
self.wallet_location = wallet_location
self.wallet_password = wallet_password
# Connection String connection method
self.connection_string = connection_string
# metadata column
self.metadata = metadata
# dsn
self.dsn: Optional[str]
self._set_dsn()
def _set_dsn(self) -> None:
if self.connection_string:
self.dsn = self.connection_string
elif self.tns_name:
self.dsn = self.tns_name
def _run_query(self) -> List[Dict[str, Any]]:
try:
import oracledb
except ImportError as e:
raise ImportError(
"Could not import oracledb, "
"please install with 'pip install oracledb'"
) from e
connect_param = {"user": self.user, "password": self.password, "dsn": self.dsn}
if self.dsn == self.tns_name:
connect_param["config_dir"] = self.config_dir
if self.wallet_location and self.wallet_password:
connect_param["wallet_location"] = self.wallet_location
connect_param["wallet_password"] = self.wallet_password
try:
connection = oracledb.connect(**connect_param)
cursor = connection.cursor()
if self.schema:
cursor.execute(f"alter session set current_schema={self.schema}")
cursor.execute(self.query)
columns = [col[0] for col in cursor.description]
data = cursor.fetchall()
data = [dict(zip(columns, row)) for row in data]
except oracledb.DatabaseError as e:
print("Got error while connecting: " + str(e)) # noqa: T201
data = []
finally:
cursor.close()
connection.close()
return data
[docs] def load(self) -> List[Document]:
data = self._run_query()
documents = []
metadata_columns = self.metadata if self.metadata else []
for row in data:
metadata = {
key: value for key, value in row.items() if key in metadata_columns
}
doc = Document(page_content=str(row), metadata=metadata)
documents.append(doc)
return documents