[Feature] Add MySQL Loader (#920)

Co-authored-by: Deven Patel <deven298@yahoo.com>
Co-authored-by: Deshraj Yadav <deshrajdry@gmail.com>
This commit is contained in:
Deven Patel
2023-11-13 13:21:36 -08:00
committed by GitHub
parent d839991acb
commit 919cc74e94
11 changed files with 369 additions and 20 deletions

View File

@@ -0,0 +1,64 @@
import hashlib
import logging
from typing import Any, Dict, Optional
from embedchain.loaders.base_loader import BaseLoader
from embedchain.utils import clean_string
class MySQLLoader(BaseLoader):
def __init__(self, config: Optional[Dict[str, Any]]):
super().__init__()
if not config:
raise ValueError(
f"Invalid sql config: {config}.",
"Provide the correct config, refer `https://docs.embedchain.ai/data-sources/mysql`.",
)
self.config = config
self.connection = None
self.cursor = None
self._setup_loader(config=config)
def _setup_loader(self, config: Dict[str, Any]):
try:
import mysql.connector as sqlconnector
except ImportError as e:
raise ImportError(
"Unable to import required packages for MySQL loader. Run `pip install --upgrade 'embedchain[mysql]'`." # noqa: E501
) from e
try:
self.connection = sqlconnector.connection.MySQLConnection(**config)
self.cursor = self.connection.cursor()
except (sqlconnector.Error, IOError) as err:
logging.info(f"Connection failed: {err}")
raise ValueError(
f"Unable to connect with the given config: {config}.",
"Please provide the correct configuration to load data from you MySQL DB. \
Refer `https://docs.embedchain.ai/data-sources/mysql`.",
)
def _check_query(self, query):
if not isinstance(query, str):
raise ValueError(
f"Invalid mysql query: {query}",
"Provide the valid query to add from mysql, \
make sure you are following `https://docs.embedchain.ai/data-sources/mysql`",
)
def load_data(self, query):
self._check_query(query=query)
data = []
data_content = []
self.cursor.execute(query)
rows = self.cursor.fetchall()
for row in rows:
doc_content = clean_string(str(row))
data.append({"content": doc_content, "meta_data": {"url": query}})
data_content.append(doc_content)
doc_id = hashlib.sha256((query + ", ".join(data_content)).encode()).hexdigest()
return {
"doc_id": doc_id,
"data": data,
}

View File

@@ -52,7 +52,7 @@ class PostgresLoader(BaseLoader):
results = self.cursor.fetchall()
for result in results:
doc_content = str(result)
data.append({"content": doc_content, "meta_data": {"url": f"postgres_query-({query})"}})
data.append({"content": doc_content, "meta_data": {"url": query}})
data_content.append(doc_content)
doc_id = hashlib.sha256((query + ", ".join(data_content)).encode()).hexdigest()
return {