feat(SnowFlake): snowflake connector

examples/from_snowflake.py

@@ -0,0 +1,30 @@
+"""Example of using PandasAI with a Snowflake"""
+
+from pandasai import SmartDataframe
+from pandasai.llm import OpenAI
+from pandasai.connectors import SnowFlakeConnector
+
+
+snowflake_connector = SnowFlakeConnector(
+    config={
+        "account": "ehxzojy-ue47135",
+        "database": "SNOWFLAKE_SAMPLE_DATA",
+        "username": "test",
+        "password": "*****",
+        "table": "lineitem",
+        "warehouse": "COMPUTE_WH",
+        "dbSchema": "tpch_sf1",
+        "where": [
+            # this is optional and filters the data to
+            # reduce the size of the dataframe
+            ["l_quantity", ">", "49"]
+        ],
+    }
+)
+
+OPEN_AI_API = "Your-API-Key"
+llm = OpenAI(api_token=OPEN_AI_API)
+df = SmartDataframe(snowflake_connector, config={"llm": llm})
+
+response = df.chat("Count line status is F")
+print(response)

examples/from_yahoo_finance.py

@@ -0,0 +1,14 @@
+from pandasai.connectors.yahoo_finance import YahooFinanceConnector
+from pandasai import SmartDataframe
+from pandasai.llm import OpenAI
+
+
+yahoo_connector = YahooFinanceConnector("MSFT")
+
+
+OPEN_AI_API = "OPEN_API_KEY"
+llm = OpenAI(api_token=OPEN_AI_API)
+df = SmartDataframe(yahoo_connector, config={"llm": llm})
+
+response = df.chat("closing price yesterday")
+print(response)

pandasai/connectors/__init__.py

@@ -5,7 +5,7 @@
 """
 
 from .base import BaseConnector
-from .sql import SQLConnector, MySQLConnector, PostgreSQLConnector
+from .sql import SQLConnector, MySQLConnector, PostgreSQLConnector, SnowFlakeConnector
 from .yahoo_finance import YahooFinanceConnector
 
 __all__ = [
@@ -14,4 +14,5 @@
     "MySQLConnector",
     "PostgreSQLConnector",
     "YahooFinanceConnector",
+    "SnowFlakeConnector"
 ]

pandasai/connectors/base.py

@@ -6,25 +6,54 @@
 from ..helpers.df_info import DataFrameType
 from ..helpers.logger import Logger
 from pydantic import BaseModel
-from typing import Optional
+from typing import Optional, Union
 
 
-class ConnectorConfig(BaseModel):
+class BaseConnectorConfig(BaseModel):
     """
-    Connector configuration.
+    Base Connector configuration.
     """
 
     dialect: Optional[str] = None
     driver: Optional[str] = None
-    username: str
-    password: str
-    host: str
-    port: int
     database: str
     table: str
     where: list[list[str]] = None
 
 
+class YahooFinanceConnectorConfig(BaseConnectorConfig):
+    """
+    Connector configuration for Yahoo Finance.
+    """
+
+    host: str
+    port: int
+
+
+class SQLConnectorConfig(BaseConnectorConfig):
+    """
+    Connector configuration.
+    """
+
+    host: str
+    port: int
+    username: str
+    password: str
+
+
+class SnowFlakeConnectorConfig(BaseConnectorConfig):
+    """
+    Connector configuration for SnowFlake.
+    """
+
+    account: str
+    database: str
+    username: str
+    password: str
+    dbSchema: str
+    warehouse: str
+
+
 class BaseConnector(ABC):
     """
     Base connector class to be extended by all connectors.
@@ -43,6 +72,23 @@ def __init__(self, config):
         """
         self._config = config
 
+    def _load_connector_config(self, config: Union[BaseConnectorConfig, dict]):
+        """Loads passed Configuration to object
+
+        Args:
+            config (BaseConnectorConfig): Construct config in structure
+
+        Returns:
+            config: BaseConnectorConfig
+        """
+        pass
+
+    def _init_connection(self, config: BaseConnectorConfig):
+        """
+        make connection to database
+        """
+        pass
+
     @abstractmethod
     def head(self):
         """

pandasai/connectors/sql.py

@@ -5,7 +5,8 @@
 import re
 import os
 import pandas as pd
-from .base import BaseConnector, ConnectorConfig
+from .base import BaseConnector, SQLConnectorConfig
+from .base import BaseConnectorConfig, SnowFlakeConnectorConfig
 from sqlalchemy import create_engine, sql, text, select, asc
 from functools import cached_property, cache
 import hashlib
@@ -25,19 +26,46 @@ class SQLConnector(BaseConnector):
     _columns_count: int = None
     _cache_interval: int = 600  # 10 minutes
 
-    def __init__(self, config: Union[ConnectorConfig, dict], cache_interval: int = 600):
+    def __init__(
+        self, config: Union[BaseConnectorConfig, dict], cache_interval: int = 600
+    ):
         """
         Initialize the SQL connector with the given configuration.
 
         Args:
             config (ConnectorConfig): The configuration for the SQL connector.
         """
-        config = ConnectorConfig(**config)
+        config = self._load_connector_config(config)
         super().__init__(config)
 
         if config.dialect is None:
             raise Exception("SQL dialect must be specified")
 
+        self._init_connection(config)
+
+        self._cache_interval = cache_interval
+
+    def _load_connector_config(self, config: Union[BaseConnectorConfig, dict]):
+        """
+        Loads passed Configuration to object
+
+        Args:
+            config (BaseConnectorConfig): Construct config in structure
+
+        Returns:
+            config: BaseConenctorConfig
+        """
+        return SQLConnectorConfig(**config)
+
+    def _init_connection(self, config: SQLConnectorConfig):
+        """
+        Initialize Database Connection
+
+        Args:
+            config (SQLConnectorConfig): Configurations to load database
+
+        """
+
         if config.driver:
             self._engine = create_engine(
                 f"{config.dialect}+{config.driver}://{config.username}:{config.password}"
@@ -48,8 +76,8 @@ def __init__(self, config: Union[ConnectorConfig, dict], cache_interval: int = 6
                 f"{config.dialect}://{config.username}:{config.password}@{config.host}"
                 f":{str(config.port)}/{config.database}"
             )
+
         self._connection = self._engine.connect()
-        self._cache_interval = cache_interval
 
     def __del__(self):
         """
@@ -340,7 +368,7 @@ class MySQLConnector(SQLConnector):
     MySQL connectors are used to connect to MySQL databases.
     """
 
-    def __init__(self, config: ConnectorConfig):
+    def __init__(self, config: SQLConnectorConfig):
         """
         Initialize the MySQL connector with the given configuration.
 
@@ -369,7 +397,7 @@ class PostgreSQLConnector(SQLConnector):
     PostgreSQL connectors are used to connect to PostgreSQL databases.
     """
 
-    def __init__(self, config: ConnectorConfig):
+    def __init__(self, config: SQLConnectorConfig):
         """
         Initialize the PostgreSQL connector with the given configuration.
 
@@ -413,3 +441,88 @@ def head(self):
 
         # Return the head of the data source
         return pd.read_sql(query, self._connection)
+
+
+class SnowFlakeConnector(SQLConnector):
+    """
+    SnowFlake connectors are used to connect to SnowFlake Data Cloud.
+    """
+
+    def __init__(self, config: SnowFlakeConnectorConfig):
+        """
+        Initialize the SnowFlake connector with the given configuration.
+
+        Args:
+            config (ConnectorConfig): The configuration for the SnowFlake connector.
+        """
+        config["dialect"] = "snowflake"
+
+        if "account" not in config and os.getenv("SNOWFLAKE_HOST"):
+            config["account"] = os.getenv("SNOWFLAKE_HOST")
+        if "database" not in config and os.getenv("SNOWFLAKE_DATABASE"):
+            config["database"] = os.getenv("SNOWFLAKE_DATABASE")
+        if "warehouse" not in config and os.getenv("SNOWFLAKE_WAREHOUSE"):
+            config["warehouse"] = os.getenv("SNOWFLAKE_WAREHOUSE")
+        if "dbSchema" not in config and os.getenv("SNOWFLAKE_SCHEMA"):
+            config["dbSchema"] = os.getenv("SNOWFLAKE_SCHEMA")
+        if "username" not in config and os.getenv("SNOWFLAKE_USERNAME"):
+            config["username"] = os.getenv("SNOWFLAKE_USERNAME")
+        if "password" not in config and os.getenv("SNOWFLAKE_PASSWORD"):
+            config["password"] = os.getenv("SNOWFLAKE_PASSWORD")
+
+        super().__init__(config)
+
+    def _load_connector_config(self, config: Union[BaseConnectorConfig, dict]):
+        return SnowFlakeConnectorConfig(**config)
+
+    def _init_connection(self, config: SnowFlakeConnectorConfig):
+        """
+        Initialize Database Connection
+
+        Args:
+            config (SQLConnectorConfig): Configurations to load database
+
+        """
+        self._engine = create_engine(
+            f"{config.dialect}://{config.username}:{config.password}@{config.account}/?warehouse={config.warehouse}&database={config.database}&schema={config.dbSchema}"
+        )
+
+        self._connection = self._engine.connect()
+
+    @cache
+    def head(self):
+        """
+        Return the head of the data source that the connector is connected to.
+        This information is passed to the LLM to provide the schema of the data source.
+
+        Returns:
+            DataFrame: The head of the data source.
+        """
+
+        if self.logger:
+            self.logger.log(
+                f"Getting head of {self._config.table} "
+                f"using dialect {self._config.dialect}"
+            )
+
+        # Run a SQL query to get all the columns names and 5 random rows
+        query = self._build_query(limit=5, order="RANDOM()")
+
+        # Return the head of the data source
+        return pd.read_sql(query, self._connection)
+
+    def __repr__(self):
+        """
+        Return the string representation of the SnowFlake connector.
+
+        Returns:
+            str: The string representation of the SnowFlake connector.
+        """
+        return (
+            f"<{self.__class__.__name__} dialect={self._config.dialect} "
+            f"username={self._config.username} "
+            f"password={self._config.password} Account={self._config.account} "
+            f"warehouse={self._config.warehouse} "
+            f"database={self._config.database} schema={str(self._config.dbSchema)}  "
+            f"table={self._config.table}>"
+        )

pandasai/connectors/yahoo_finance.py

@@ -1,6 +1,7 @@
 import os
 import pandas as pd
-from .base import ConnectorConfig, BaseConnector
+
+from .base import YahooFinanceConnectorConfig, BaseConnector
 import time
 from ..helpers.path import find_project_root
 import hashlib
@@ -21,10 +22,8 @@ def __init__(self, stock_ticker, where=None, cache_interval: int = 600):
                 "Could not import yfinance python package. "
                 "Please install it with `pip install yfinance`."
             )
-        yahoo_finance_config = ConnectorConfig(
+        yahoo_finance_config = YahooFinanceConnectorConfig(
             dialect="yahoo_finance",
-            username="",
-            password="",
             host="yahoo.finance.com",
             port=443,
             database="stock_data",
@@ -34,7 +33,7 @@ def __init__(self, stock_ticker, where=None, cache_interval: int = 600):
         self._cache_interval = cache_interval
         super().__init__(yahoo_finance_config)
         self.ticker = yfinance.Ticker(self._config.table)
-
+    
     def head(self):
         """
         Return the head of the data source that the connector is connected to.

pyproject.toml

@@ -52,7 +52,7 @@ coverage = "^7.2.7"
 google-cloud-aiplatform = "^1.26.1"
 
 [tool.poetry.extras]
-connectors = ["pymysql", "psycopg2"]
+connectors = ["pymysql", "psycopg2", "snowflake-sqlalchemy"]
 google-ai = ["google-generativeai", "google-cloud-aiplatform"]
 google-sheets = ["beautifulsoup4"]
 excel = ["openpyxl"]

tests/connectors/test_base.py

@@ -1,5 +1,6 @@
 import pytest
 from pandasai.connectors import BaseConnector
+from pandasai.connectors.base import BaseConnectorConfig
 from pandasai.helpers import Logger
 
 
@@ -13,6 +14,13 @@ def __init__(self, host, port, database, table):
 
 # Mock subclass of BaseConnector for testing
 class MockConnector(BaseConnector):
+
+    def _load_connector_config(self, config: BaseConnectorConfig):
+        pass
+
+    def _init_connection(self, config: BaseConnectorConfig):
+        pass
+
     def head(self):
         pass