diff --git a/numalogic/connectors/aws/__init__.py b/numalogic/connectors/aws/__init__.py new file mode 100644 index 00000000..67b3f4f6 --- /dev/null +++ b/numalogic/connectors/aws/__init__.py @@ -0,0 +1,16 @@ +from enum import Enum, EnumMeta + + +class MetaEnum(EnumMeta): + def __contains__(cls, item): + try: + cls(item) + except ValueError: + return False + return True + + +class BaseEnum(Enum, metaclass=MetaEnum): + @classmethod + def list(cls): + return list(map(lambda c: c.value, cls)) diff --git a/numalogic/connectors/aws/boto3_client_manager.py b/numalogic/connectors/aws/boto3_client_manager.py new file mode 100644 index 00000000..fce139e2 --- /dev/null +++ b/numalogic/connectors/aws/boto3_client_manager.py @@ -0,0 +1,138 @@ +from boto3 import Session +import logging +from numalogic.connectors.aws import BaseEnum +from numalogic.connectors.aws.exceptions import UnRecognizedAWSClientException +from numalogic.connectors.aws.sts_client_manager import STSClientManager +from numalogic.connectors.aws.db_configurations import ( + load_db_conf, + DatabaseServiceProvider, + DatabaseTypes, +) + +logging.basicConfig(level=logging.INFO) +_LOGGER = logging.getLogger(__name__) + + +class Boto3ClientManager: + + def __init__(self, configurations): + """ + Initializes the Boto3ClientManager with the given configurations. + + The Boto3ClientManager is responsible for managing AWS clients for different services like RDS and Athena. + It uses the configurations to create the clients and manage their sessions. + + Args: + configurations (object): An object containing the necessary configurations. The configurations should include: + - aws_assume_role_arn: The ARN of the role to assume for AWS services. + - aws_assume_role_session_name: The session name to use when assuming the role. + - endpoint: The endpoint for the AWS service. + - port: The port to use for the AWS service. + - database_username: The username for the database. + - aws_region: The AWS region where the services are located. + + Attributes: + rds_client (boto3.client): The client for AWS RDS service. Initialized as None. + athena_client (boto3.client): The client for AWS Athena service. Initialized as None. + configurations (object): The configurations for the AWS services. + sts_client_manager (STSClientManager): The STSClientManager for managing AWS STS sessions. + """ + self.rds_client = None + self.athena_client = None + self.configurations = configurations + self.sts_client_manager = STSClientManager() + + def get_boto3_session(self) -> Session: + """ + Returns a Boto3 session object with the necessary credentials. + + This method retrieves the credentials from the STSClientManager using the given AWS assume role ARN and + session name. It then creates a Boto3 session object with the retrieved credentials and returns it. + + Returns: + Session: A Boto3 session object with the necessary credentials. + + """ + credentials = self.sts_client_manager.get_credentials( + self.configurations.aws_assume_role_arn, + self.configurations.aws_assume_role_session_name, + ) + tmp_access_key = credentials["AccessKeyId"] + tmp_secret_key = credentials["SecretAccessKey"] + security_token = credentials["SessionToken"] + boto3_session = Session( + aws_access_key_id=tmp_access_key, + aws_secret_access_key=tmp_secret_key, + aws_session_token=security_token, + ) + return boto3_session + + def get_rds_token(self, rds_boto3_client) -> str: + """ + Generates an RDS authentication token using the provided RDS boto3 client. + + This method generates an RDS authentication token by calling the 'generate_db_auth_token' method of the + provided RDS boto3 client. The authentication token is generated using the following parameters: - + DBHostname: The endpoint of the RDS database. - Port: The port number of the RDS database. - DBUsername: The + username for the RDS database. - Region: The AWS region where the RDS database is located. + + Parameters: + rds_boto3_client (boto3.client): The RDS boto3 client used to generate the authentication token. + + Returns: + str: The generated RDS authentication token. + + """ + rds_token = rds_boto3_client.generate_db_auth_token( + DBHostname=self.configurations.endpoint, + Port=self.configurations.port, + DBUsername=self.configurations.database_username, + Region=self.configurations.aws_region, + ) + return rds_token + + def get_client(self, client_type: str): + """ + Generates an AWS client based on the provided client type. + + This method generates an AWS client based on the provided client type. It first checks if the client type is + recognized by checking if it exists in the `DatabaseServiceProvider` enum. If the client type is recognized, + it creates the corresponding AWS client using the `get_boto3_session().client()` method and returns the + client object. + + Parameters: client_type (str): The type of AWS client to generate. This should be one of the values defined + in the `DatabaseServiceProvider` enum. + + Returns: + boto3.client: The generated AWS client object. + + Raises: UnRecognizedAWSClientException: If the client type is not recognized, an exception is raised with a + message indicating the unrecognized client type and the available options. + + """ + _LOGGER.debug( + f"Generating AWS client for client_type: {client_type} , and configurations: {str(self.configurations)}" + ) + if client_type in DatabaseServiceProvider: + if client_type == DatabaseServiceProvider.rds.value: + self.rds_client = self.get_boto3_session().client( + "rds", region_name=self.configurations.aws_region + ) + return self.rds_client + if client_type == DatabaseServiceProvider.athena.value: + self.athena_client = self.get_boto3_session().client( + "athena", region_name=self.configurations.aws_region + ) + else: + raise UnRecognizedAWSClientException( + f"Unrecognized Client Type : {client_type}, please choose one from {DatabaseServiceProvider.list()}" + ) + +# +# if __name__ == "__main__": +# config = load_db_conf( +# "./db_config.yaml") +# boto3_client_manager = Boto3ClientManager(config) +# rds = DatabaseServiceProvider.rds.value +# rds_client = boto3_client_manager.get_client(rds) +# _LOGGER.info(boto3_client_manager.get_rds_token(rds_client)) diff --git a/numalogic/connectors/aws/db_configurations.py b/numalogic/connectors/aws/db_configurations.py new file mode 100644 index 00000000..ab169140 --- /dev/null +++ b/numalogic/connectors/aws/db_configurations.py @@ -0,0 +1,166 @@ +import os +import logging +from dataclasses import dataclass, field +from typing import Optional +from omegaconf import OmegaConf +from numalogic.connectors.aws import BaseEnum +from numalogic.connectors.aws.exceptions import ConfigNotFoundError + +_LOGGER = logging.getLogger(__name__) + + +class DatabaseServiceProvider(BaseEnum): + """ + A class representing the database service providers. + + Attributes: + rds (str): Represents the RDS (Relational Database Service) provider. + athena (str): Represents the Athena provider. + + """ + + rds = "rds" + athena = "athena" + + +class DatabaseTypes(BaseEnum): + """ + A class representing different types of databases. + + Attributes: + mysql (str): Represents the MySQL database type. + athena (str): Represents the Athena database type. + """ + + mysql = "mysql" + athena = "athena" + + +@dataclass +class AWSConfig: + """ + Class representing AWS configuration. + + Attributes: + aws_assume_role_arn (str): The ARN of the IAM role to assume. + aws_assume_role_session_name (str): The name of the session when assuming the IAM role. + """ + + aws_assume_role_arn: str = "" + aws_assume_role_session_name: str = "" + + +@dataclass +class SSLConfig: + """ + SSLConfig class represents the configuration for SSL/TLS settings. + + Attributes: + ca (Optional[str]): The path to the Certificate Authority (CA) file. Defaults to an empty string. + + """ + + ca: Optional[str] = "" + + +@dataclass +class RDBMSConfig: + """ + RDBMSConfig class represents the configuration for a Relational Database Management System (RDBMS). + + Attributes: + endpoint (str): The endpoint or hostname of the database. Defaults to an empty string. + port (int): The port number of the database. Defaults to 3306. + database_name (str): The name of the database. Defaults to an empty string. + database_username (str): The username for the database connection. Defaults to an empty string. + database_password (str): The password for the database connection. Defaults to an empty string. + database_connection_timeout (int): The timeout duration for the database connection in seconds. Defaults to 10. + database_type (str): The type of the database. Defaults to 'mysql'. + database_provider (str): The provider of the database service. Defaults to 'rds'. + ssl_enabled (bool): Flag indicating whether SSL/TLS is enabled for the database connection. Defaults to False. + ssl (Optional[SSLConfig]): The SSL/TLS configuration for the database connection. Defaults to an empty SSLConfig object. + + """ + + endpoint: str = "" + port: int = 3306 + database_name: str = "" + database_username: str = "" + database_password: str = "" + database_connection_timeout: int = 10 + database_type: str = DatabaseTypes.mysql.value + database_provider: str = DatabaseServiceProvider.rds.value + ssl_enabled: bool = False + ssl: Optional[SSLConfig] = field(default_factory=lambda: SSLConfig()) + + +@dataclass +class RDSConfig(AWSConfig, RDBMSConfig): + """ + Class representing the configuration for an RDS (Relational Database Service) instance. + + Inherits from: + - AWSConfig: Class representing AWS configuration. + - RDBMSConfig: Class representing the configuration for a Relational Database Management System (RDBMS). + + Attributes: + aws_assume_role_arn (str): The ARN of the IAM role to assume. + aws_assume_role_session_name (str): The name of the session when assuming the IAM role. + endpoint (str): The endpoint or hostname of the database. Defaults to an empty string. + port (int): The port number of the database. Defaults to 3306. + database_name (str): The name of the database. Defaults to an empty string. + database_username (str): The username for the database connection. Defaults to an empty string. + database_password (str): The password for the database connection. Defaults to an empty string. + database_connection_timeout (int): The timeout duration for the database connection in seconds. Defaults to 10. + database_type (str): The type of the database. Defaults to 'mysql'. + database_provider (str): The provider of the database service. Defaults to 'rds'. + ssl_enabled (bool): Flag indicating whether SSL/TLS is enabled for the database connection. Defaults to False. + ssl (Optional[SSLConfig]): The SSL/TLS configuration for the database connection. Defaults to an empty SSLConfig object. + aws_region (str): The AWS region for the RDS instance. + aws_rds_use_iam (bool): Flag indicating whether to use IAM authentication for the RDS instance. Defaults to False. + """ + + aws_region: str = "" + aws_rds_use_iam: bool = False + + +def load_db_conf(*paths: str) -> RDSConfig: + """ + Load database configuration from one or more YAML files. + + Parameters: + - paths (str): One or more paths to YAML files containing the database configuration. + + Returns: + - RDSConfig: An instance of the RDSConfig class representing the loaded database configuration. + + Raises: + - ConfigNotFoundError: If none of the given configuration file paths exist. + + Example: + load_db_conf("/path/to/config.yaml", "/path/to/another/config.yaml") + """ + confs = [] + for _path in paths: + try: + conf = OmegaConf.load(_path) + except FileNotFoundError: + _LOGGER.warning("Config file path: %s not found. Skipping...", _path) + continue + confs.append(conf) + + if not confs: + _err_msg = f"None of the given conf paths exist: {paths}" + raise ConfigNotFoundError(_err_msg) + + schema = OmegaConf.structured(RDSConfig) + conf = OmegaConf.merge(schema, *confs) + return OmegaConf.to_object(conf) + + +# if __name__ == "__main__": +# print( +# load_db_conf( +# "/Users/skondakindi/Desktop/codebase/odl/odl-ml-python-sdk/tests/resources/db_config.yaml" +# ) +# ) diff --git a/numalogic/connectors/aws/db_connector.py b/numalogic/connectors/aws/db_connector.py new file mode 100644 index 00000000..f6bc9f1d --- /dev/null +++ b/numalogic/connectors/aws/db_connector.py @@ -0,0 +1,198 @@ +import pandas as pd +import pymysql.cursors +import os +import logging +from numalogic.connectors.aws.boto3_client_manager import Boto3ClientManager +from numalogic.connectors.aws.db_configurations import ( + load_db_conf, + DatabaseServiceProvider, + DatabaseTypes, +) +from numalogic.connectors.aws.exceptions import UnRecognizedDatabaseTypeException, \ + UnRecognizedDatabaseServiceProviderException + +logging.basicConfig(level=logging.INFO) +_LOGGER = logging.getLogger(__name__) + + +class DBConnector: + """ + This code snippet defines a class called DBConnector, which is used to connect to a database and execute queries. + The class has the following methods: + + - __init__(self, db_config, **kwargs): Initializes the DBConnector object with the provided database + configuration and additional keyword arguments. + + - get_mysql_connection(self, db_config): Establishes a MySQL database connection using the provided database + configuration. + + - connect(self): Connects to the database based on the specified database provider (RDS or Athena) and returns + the connection object. + + - execute_query(self, query): Executes the given query on the connected database and returns the result as a + pandas DataFrame. + + The code also includes an if __name__ == "__main__" block, which demonstrates the usage of the DBConnector class + by loading a database configuration, creating a DBConnector object, and executing a sample query. + + """ + + def __init__(self, db_config, **kwargs): + self.kwargs = kwargs + self.db_config = db_config + self.conn = None + self.database_type = db_config.database_type + + def get_mysql_connection(self, db_config): + """ + Establishes a MySQL database connection using the provided database configuration. + + Parameters: + db_config (object): The database configuration object containing the necessary connection details. + + Returns: + object: The connection object to the MySQL database. + + Notes: + - If SSL is enabled in the database configuration, the connection will be established with SSL. + - The connection uses the pymysql library and the DictCursor cursor class. + - The connection character set is set to 'utf8mb4'. + - The connection timeout is set to the value specified in the database configuration. + + """ + os.environ["LIBMYSQL_ENABLE_CLEARTEXT_PLUGIN"] = "1" + if db_config.ssl and db_config.ssl_enabled: + self.conn = pymysql.connect( + host=db_config.endpoint, + port=db_config.port, + user=db_config.database_username, + password=db_config.database_password, + db=db_config.database_name, + ssl=db_config.ssl, + cursorclass=pymysql.cursors.DictCursor, + charset="utf8mb4", + connect_timeout=db_config.database_connection_timeout, + ) + return self.conn + else: + self.conn = pymysql.connect( + host=db_config.endpoint, + port=db_config.port, + user=db_config.database_username, + password=db_config.database_password, + db=db_config.database_name, + cursorclass=pymysql.cursors.DictCursor, + charset="utf8mb4", + connect_timeout=db_config.database_connection_timeout, + ) + return self.conn + + def connect(self): + """ + Connects to the database based on the specified database provider (RDS or Athena) and returns the connection object. + + Returns: + object: The connection object to the database. + + Raises: + UnRecognizedDatabaseTypeException: If the specified database type is not supported. + UnRecognizedDatabaseServiceProviderException: If the specified database service provider is not supported + + Notes: + - If the database provider is RDS and the 'aws_rds_use_iam' flag is set to True or the database password is empty, + the method uses AWS IAM authentication to connect to the database. + - If the database provider is RDS and the 'aws_rds_use_iam' flag is set to False and the database password is not + empty, the method uses password-based authentication to connect to the database. + - If the database provider is Athena, the method uses the Boto3ClientManager to get the Athena client and returns it. + """ + if self.db_config.database_provider.lower() == DatabaseServiceProvider.rds.value: + db_password = None + if self.db_config.aws_rds_use_iam or db_password == "": + print("using aws_rds_use_iam ") + boto3_client_manager = Boto3ClientManager(self.db_config) + rds_client = boto3_client_manager.get_client(DatabaseServiceProvider.rds.value) + db_password = boto3_client_manager.get_rds_token(rds_client) + else: + print("using password") + db_password = self.db_config.database_password + + self.db_config.database_password = db_password + + if self.db_config.database_type.lower() == DatabaseTypes.mysql.value: + return self.get_mysql_connection(self.db_config) + else: + raise UnRecognizedDatabaseTypeException( + f"database_type : {self.db_config.database_type.lower()} is not yet supported, please choose one " + f"from {DatabaseTypes.list()}" + ) + elif self.db_config.database_provider.lower() == DatabaseServiceProvider.athena.value: + boto3_client_manager = Boto3ClientManager(self.db_config) + athena_client = boto3_client_manager.get_client( + client_type=DatabaseServiceProvider.athena.value + ) + return athena_client + else: + raise UnRecognizedDatabaseServiceProviderException( + f"database_provider: {self.db_config.database_provider.lower()} is not yet supported, please choose one" + f"from {DatabaseServiceProvider.list()}" + ) + + def get_db_cursor(self): + self.conn = self.connect() + cursor = self.conn.cursor() + return cursor + + def execute_query(self, query): + """ + Executes the given query on the connected database and returns the result as a pandas DataFrame. + + Parameters: + query (str): The SQL query to be executed on the database. + + Returns: + pandas.DataFrame: The result of the query as a pandas DataFrame, with column names and rows. + + Raises: + None + + Notes: + - This method fetches column names and results for Athena and Mysql/Aurora Mysql databases. + - For Athena, the method does not perform any specific action. + - For Mysql/Aurora Mysql, the method establishes a connection to the database, executes the query using a cursor, + fetches the column names and rows, and returns the result as a pandas DataFrame. + + """ + # Fetching column names and results for Athena + if self.db_config.database_provider.lower() == DatabaseServiceProvider.athena.value: + """To Be Implemented for Athena""" + # Fetching column names and results for Mysql / Aurora Mysql + elif self.db_config.database_provider.lower() == DatabaseServiceProvider.rds.value: + """""" + cursor = self.get_db_cursor() + cursor.execute(query) + col_names = [desc[0] for desc in cursor.description] + rows = cursor.fetchall() + res=pd.DataFrame(rows, columns=col_names) + return pd.DataFrame(rows, columns=col_names) + else: + raise UnRecognizedDatabaseServiceProviderException( + f"database_provider: {self.db_config.database_provider.lower()} is not yet supported, please choose one" + f"from {DatabaseServiceProvider.list()}" + ) + +# if __name__ == "__main__": +# pd.options.display.max_columns = 1000 +# pd.options.display.max_rows = 1000 +# +# config = load_db_conf( +# "/Users/skondakindi/Desktop/codebase/odl/odl-ml-python-sdk/tests/resources/db_config_no_ssl.yaml" +# ) +# _LOGGER.info(config) +# db_connector = DBConnector(config) +# +# # result = db_connector.execute_query("""show create table ml_poc.fci_ml_poc5""") +# result = db_connector.execute_query( +# """select * from ml_poc.fci_ml_poc5 +# where hash_assetid_pluginassetid_iname='3a82e4cf00949ff6ddbf3fdd9ea4dfad' """ +# ) +# _LOGGER.info(result.to_json(orient="records")) diff --git a/numalogic/connectors/aws/exceptions.py b/numalogic/connectors/aws/exceptions.py new file mode 100644 index 00000000..8e6452c4 --- /dev/null +++ b/numalogic/connectors/aws/exceptions.py @@ -0,0 +1,37 @@ +class UnRecognizedAWSClientException(Exception): + + # Constructor or Initializer + def __init__(self, value): + self.value = value + + def __str__(self): + return repr(self.value) + + +class ConfigNotFoundError(Exception): + + # Constructor or Initializer + def __init__(self, value): + self.value = value + + def __str__(self): + return repr(self.value) + + +class UnRecognizedDatabaseTypeException(Exception): + + # Constructor or Initializer + def __init__(self, value): + self.value = value + + def __str__(self): + return repr(self.value) + +class UnRecognizedDatabaseServiceProviderException(Exception): + + # Constructor or Initializer + def __init__(self, value): + self.value = value + + def __str__(self): + return repr(self.value) \ No newline at end of file diff --git a/numalogic/connectors/aws/generate_hash_based_scan_query.py b/numalogic/connectors/aws/generate_hash_based_scan_query.py new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/numalogic/connectors/aws/generate_hash_based_scan_query.py @@ -0,0 +1 @@ + diff --git a/numalogic/connectors/aws/sts_client_manager.py b/numalogic/connectors/aws/sts_client_manager.py new file mode 100644 index 00000000..98b261f6 --- /dev/null +++ b/numalogic/connectors/aws/sts_client_manager.py @@ -0,0 +1,91 @@ +import time +import logging +from datetime import datetime, timedelta, timezone + +import boto3 + +_LOGGER = logging.getLogger(__name__) + + +class STSClientManager: + def __init__(self): + self.sts_client = boto3.client("sts") + self.credentials = None + + def assume_role(self, role_arn, role_session_name, duration_seconds=3600): + """ + Assumes the specified role and retrieves the temporary security credentials. + + Parameters: + - role_arn (str): The Amazon Resource Name (ARN) of the role to assume. + - role_session_name (str): A name for the assumed role session. + - duration_seconds (int): The duration, in seconds, for which the temporary credentials are valid. Default is 3600 seconds (1 hour). + + Returns: + - None + + Raises: + - botocore.exceptions.ClientError: If the assume role operation fails. + + """ + response = self.sts_client.assume_role( + RoleArn=role_arn, + RoleSessionName=role_session_name, + DurationSeconds=duration_seconds, + ) + self.credentials = response["Credentials"] + + def is_token_about_to_expire(self): + """ + Checks if the token is about to expire. + + Returns: + bool: True if the token is about to expire within the next 15 minutes, False otherwise. + + """ + if self.credentials: + if self.credentials["Expiration"] > datetime.now(timezone.utc): + expiration = self.credentials["Expiration"] + remaining_time = expiration - datetime.now(timezone.utc) + return (remaining_time.total_seconds()) <= 15 * 60 + return True + + def get_credentials(self, role_arn, role_session_name): + """ + Retrieves the AWS IAM credentials for the specified role and role session name. + + Parameters: + - role_arn (str): The Amazon Resource Name (ARN) of the role to assume. + - role_session_name (str): A name for the assumed role session. + + Returns: + - dict: A dictionary containing the temporary security credentials, including the access key, secret key, session token, and expiration time. + + Raises: + - botocore.exceptions.ClientError: If the assume role operation fails. + + """ + if not self.credentials or self.is_token_about_to_expire(): + _LOGGER.info( + "Renewing AWS IAM Credentials as existing credentials are expired or does not exists" + ) + self.assume_role(role_arn, role_session_name) + else: + + _LOGGER.debug("Using Existing Credentials") + return self.credentials + + +# if __name__ == "__main__": +# sts_client_manager = STSClientManager() +# credentials = sts_client_manager.get_credentials( +# "arn:aws:iam::907103919737:role/RDS_IAM_ODL_USER_ROLE", +# "ml_feature_store_session", +# ) +# print(credentials) +# credentials["Expiration"] = datetime.now(timezone.utc) + timedelta(minutes=30) +# credentials = sts_client_manager.get_credentials( +# "arn:aws:iam::907103919737:role/RDS_IAM_ODL_USER_ROLE", +# "ml_feature_store_session", +# ) +# print(credentials) diff --git a/poetry.lock b/poetry.lock index b26acd5b..60ee08a0 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. 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= "werkzeug" -version = "3.0.1" +version = "3.0.2" description = "The comprehensive WSGI web application library." optional = false python-versions = ">=3.8" files = [ - {file = "werkzeug-3.0.1-py3-none-any.whl", hash = "sha256:90a285dc0e42ad56b34e696398b8122ee4c681833fb35b8334a095d82c56da10"}, - {file = "werkzeug-3.0.1.tar.gz", hash = "sha256:507e811ecea72b18a404947aded4b3390e1db8f826b494d76550ef45bb3b1dcc"}, + {file = "werkzeug-3.0.2-py3-none-any.whl", hash = "sha256:3aac3f5da756f93030740bc235d3e09449efcf65f2f55e3602e1d851b8f48795"}, + {file = "werkzeug-3.0.2.tar.gz", hash = "sha256:e39b645a6ac92822588e7b39a692e7828724ceae0b0d702ef96701f90e70128d"}, ] [package.dependencies] @@ -5304,12 +5481,16 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.link testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] [extras] +boto3 = ["boto3"] +cryptography = ["cryptography"] druid = ["pydruid"] dynamodb = ["boto3"] mlflow = ["mlflow-skinny"] +mysql = ["PyMySQL"] redis = ["redis"] +sqlalchemy = ["SQLAlchemy"] [metadata] lock-version = "2.0" python-versions = ">=3.9, <3.12" -content-hash = "aa1a4b16b63ed2a6a73f78e4a51f8703b00c6046ed38f5423b0a8a379135cb96" +content-hash = "fb745a83c04cb1cc82694c88443f6a6b3dc51212159cfc92af697e144d88f673" diff --git a/pyproject.toml b/pyproject.toml index 184f01b3..2278b7ee 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,7 +26,7 @@ homepage = "https://numalogic.numaproj.io/" [tool.poetry.dependencies] python = ">=3.9, <3.12" numpy = "^1.26" -pandas = {version = "^2.0", extras = ["performance"]} +pandas = { version = "^2.0", extras = ["performance"] } scikit-learn = "^1.3" omegaconf = "^2.3.0" cachetools = "^5.3.0" @@ -36,15 +36,23 @@ prometheus_client = "^0.18.0" # extras mlflow-skinny = { version = "^2.0", optional = true } -redis = {extras = ["hiredis"], version = "^5.0", optional = true} +redis = { extras = ["hiredis"], version = "^5.0", optional = true } boto3 = { version = "^1.24.64", optional = true } -pydruid= { version= "^0.6", optional = true } +pydruid = { version = "^0.6", optional = true } +PyMySQL = { version = "^1.1.0", optional = true } +cryptography = { version = "^42.0.5", optional = true } +SQLAlchemy = { version = "^2.0.28", optional = true } + [tool.poetry.extras] mlflow = ["mlflow-skinny"] redis = ["redis"] dynamodb = ["boto3"] druid = ["pydruid"] +boto3 = ["boto3"] +mysql = ["PyMySQL"] +cryptography = ["cryptography"] +SQLAlchemy = ["SQLAlchemy"] [tool.poetry.group.torch] optional = true @@ -103,7 +111,7 @@ exclude = ''' [tool.ruff] line-length = 100 src = ["numalogic", "tests"] -select = ["E", "F", "W", "C901", "NPY", "RUF", "TRY", "G", "PLE", "PLW", "UP", "ICN", "RET", "Q" , "PLR", "D"] +select = ["E", "F", "W", "C901", "NPY", "RUF", "TRY", "G", "PLE", "PLW", "UP", "ICN", "RET", "Q", "PLR", "D"] ignore = ["TRY003", "TRY301", "RUF100", "D100", "D104", "PLR2004", "D102", "D401", "D107", "D205", "D105", "PLW0603", "PLR0915", "UP035"] target-version = "py39" show-fixes = true diff --git a/tests/connectors/aws/__init__.py b/tests/connectors/aws/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tests/connectors/aws/test_aws.py b/tests/connectors/aws/test_aws.py new file mode 100644 index 00000000..99bde10a --- /dev/null +++ b/tests/connectors/aws/test_aws.py @@ -0,0 +1,47 @@ +from numalogic.connectors.aws import BaseEnum +import unittest +import logging + +logging.basicConfig(level=logging.DEBUG) + + + +class test_aws_init(unittest.TestCase): + def test_invalid_value_returns_false(self): + # Arrange + class MyEnum(BaseEnum): + VALUE1 = 1 + VALUE2 = 2 + VALUE3 = 3 + + # Act + result = "INVALID" in MyEnum + + # Assert + assert result == False + + def test_invalid_value_returns_true(self): + # Arrange + class MyEnum(BaseEnum): + VALUE1 = 1 + VALUE2 = 2 + VALUE3 = 3 + + # Act + result = 1 in MyEnum + + # Assert + assert result == True + + def test_list_method_returns_list_of_values(self): + # Arrange + class MyEnum(BaseEnum): + VALUE1 = 1 + VALUE2 = 2 + VALUE3 = 3 + + # Act + result = MyEnum.list() + + # Assert + assert result == [1, 2, 3] \ No newline at end of file diff --git a/tests/connectors/aws/test_aws_boto3_client_manager.py b/tests/connectors/aws/test_aws_boto3_client_manager.py new file mode 100644 index 00000000..c9da5fb7 --- /dev/null +++ b/tests/connectors/aws/test_aws_boto3_client_manager.py @@ -0,0 +1,88 @@ +import unittest +from unittest.mock import MagicMock, patch +from botocore.exceptions import NoCredentialsError +from numalogic.connectors.aws.exceptions import UnRecognizedAWSClientException +from numalogic.connectors.aws.boto3_client_manager import Boto3ClientManager +from numalogic.connectors.aws.sts_client_manager import STSClientManager + +class TestBoto3ClientManager(unittest.TestCase): + + def setUp(self): + self.config_mock = MagicMock() + self.boto3_client_manager = Boto3ClientManager(self.config_mock) + self.rds_client_mock = MagicMock() + self.athena_client_mock = MagicMock() + self.sts_client_manager_mock = MagicMock() + self.boto3_session_mock = MagicMock() + + def test_init(self): + self.assertTrue(isinstance(self.boto3_client_manager.sts_client_manager, STSClientManager)) + + def test_get_boto3_session(self): + self.boto3_client_manager.sts_client_manager.get_credentials = MagicMock(return_value={ + "AccessKeyId": "testAccessKey", + "SecretAccessKey": "testSecretKey", + "SessionToken": "testSessionToken" + }) + + boto3_session = self.boto3_client_manager.get_boto3_session() + + print(boto3_session) + + # self.boto3_session_mock.assert_called_with( + # aws_access_key_id="testAccessKey", + # aws_secret_access_key="testSecretKey", + # aws_session_token="testSessionToken" + # ) + + + with patch.object(Boto3ClientManager,'get_boto3_session', return_value=self.boto3_session_mock) as boto3_session_class: + boto3_session = self.boto3_client_manager.get_boto3_session() + + self.assertEqual(boto3_session, self.boto3_session_mock) + boto3_session_class.assert_called_with( ) + + def test_get_rds_token(self): + self.rds_client_mock.generate_db_auth_token.return_value = 'test_token' + self.boto3_client_manager.configurations.endpoint = 'test_endpoint' + self.boto3_client_manager.configurations.port = 'test_port' + self.boto3_client_manager.configurations.database_username = 'username' + self.boto3_client_manager.configurations.aws_region = 'region' + + rds_token = self.boto3_client_manager.get_rds_token(self.rds_client_mock) + + self.assertEqual(rds_token, 'test_token') + self.rds_client_mock.generate_db_auth_token.assert_called_with( + DBHostname='test_endpoint', + Port='test_port', + DBUsername='username', + Region='region' + ) + + def test_get_client_unrecognized(self): + with self.assertRaises(UnRecognizedAWSClientException): + self.boto3_client_manager.get_client('unrecognized') + + def test_get_client_rds(self): + self.boto3_client_manager.get_boto3_session = MagicMock(return_value=self.boto3_session_mock) + self.boto3_session_mock.client.return_value = self.rds_client_mock + + rds_client = self.boto3_client_manager.get_client('rds') + + self.boto3_client_manager.get_boto3_session.assert_called_once() + self.boto3_session_mock.client.assert_called_with('rds', region_name=self.boto3_client_manager.configurations.aws_region) + self.assertEqual(rds_client, self.rds_client_mock) + + def test_get_client_athena(self): + self.boto3_client_manager.get_boto3_session = MagicMock(return_value=self.boto3_session_mock) + self.boto3_session_mock.client.return_value = self.athena_client_mock + + athena_client = self.boto3_client_manager.get_client('athena') + + self.boto3_client_manager.get_boto3_session.assert_called_once() + self.boto3_session_mock.client.assert_called_with('athena', region_name=self.boto3_client_manager.configurations.aws_region) + + + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/tests/connectors/aws/test_aws_db_configurations.py b/tests/connectors/aws/test_aws_db_configurations.py new file mode 100644 index 00000000..8522b8ae --- /dev/null +++ b/tests/connectors/aws/test_aws_db_configurations.py @@ -0,0 +1,28 @@ +import unittest +from unittest.mock import patch, Mock +import numalogic.connectors.aws.db_configurations as db_configuration # Replace with the actual module name +from numalogic.connectors.aws.exceptions import ConfigNotFoundError +from numalogic._constants import TESTS_DIR +import os + + +class TestAwsConfig(unittest.TestCase): + def test_load_db_conf_file_exists(self): + result = db_configuration.load_db_conf(os.path.join(TESTS_DIR, "resources", "rds_db_config.yaml")) + # here add the asserts to validate that the config has been created as expected + self.assertIsNotNone(result) + + @patch("numalogic.connectors.aws.db_configurations.OmegaConf.load", side_effect=FileNotFoundError()) + def test_load_db_conf_file_not_exists(self, mock_load): + path = "/path/doesnotexist/config.yaml" + with self.assertRaises(ConfigNotFoundError): + db_configuration.load_db_conf(path) + + def test_RDSConfig_defaults(self): + config = db_configuration.RDSConfig() + self.assertEqual(config.aws_region, "") + self.assertFalse(config.aws_rds_use_iam) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/connectors/aws/test_db_connector.py b/tests/connectors/aws/test_db_connector.py new file mode 100644 index 00000000..f7f438c3 --- /dev/null +++ b/tests/connectors/aws/test_db_connector.py @@ -0,0 +1,125 @@ +import unittest +from unittest.mock import patch, Mock, MagicMock +import pymysql +from numalogic.connectors.aws.exceptions import UnRecognizedDatabaseTypeException, \ + UnRecognizedDatabaseServiceProviderException +from numalogic.connectors.aws.db_connector import DBConnector +from numalogic.connectors.aws.boto3_client_manager import Boto3ClientManager +from numalogic.connectors.aws.db_configurations import DatabaseServiceProvider, DatabaseTypes + + +# replace your_module with the actual name of your module + +class TestDBConnector(unittest.TestCase): + + @patch.object(pymysql, 'connect') + def test_get_mysql_connection(self, mock_mysql_connect): + mock_db_config = Mock() + mock_db_config.ssl = False + mock_db_config.ssl_enabled = False + db_connector = DBConnector(mock_db_config) + + db_connector.get_mysql_connection(mock_db_config) + + mock_mysql_connect.assert_called_once() + + @patch.object(pymysql, 'connect') + def test_get_mysql_connection_ssl(self, mock_mysql_connect): + mock_db_config = Mock() + mock_db_config.ssl = True + mock_db_config.ssl_enabled = True + db_connector = DBConnector(mock_db_config) + + db_connector.get_mysql_connection(mock_db_config) + + mock_mysql_connect.assert_called_once() + + def test_connect_unknown_database(self): + mock_db_config = Mock() + mock_db_config.database_type.lower.return_value = 'unknown' + db_connector = DBConnector(mock_db_config) + + with self.assertRaises(UnRecognizedDatabaseServiceProviderException): + db_connector.connect() + + @patch.object(DBConnector, 'get_mysql_connection') + @patch.object(Boto3ClientManager, 'get_rds_token') + @patch.object(Boto3ClientManager, 'get_client') + def test_connect_rds_mysql(self, mock_get_mysql_connection, mock_get_rds_token, mock_get_client): + mock_db_config = Mock() + mock_db_config.database_provider.lower.return_value = DatabaseServiceProvider.rds.value + mock_db_config.database_type.lower.return_value = "mysql" + db_connector = DBConnector(mock_db_config) + + db_connector.connect() + + mock_get_mysql_connection.assert_called_once() + + + @patch.object(DBConnector,'connect') + @patch.object(Boto3ClientManager, 'get_client') + @patch.object(Boto3ClientManager, 'get_rds_token') + def test_execute_query(self, mock_connect, get_client_mock, get_rds_token_mock): + # Prepare the mock methods + get_rds_token_mock.return_value = 'dummy_rds_token' + get_client_mock.return_value = 'dummy_client' + mock_connect.return_value = 'dummy_db_connection' + + mock_config = MagicMock() + mock_config.database_provider = DatabaseServiceProvider.rds.value + mock_config.aws_rds_use_iam = True + mock_config.database_password = '' + mock_config.database_type = 'mysql' + + connector = DBConnector(mock_config) + + # Mock pymysql's DictCursor object + dummy_cursor = MagicMock() + dummy_cursor.description = [(None, None, None, None, None, None, None), (None, None, None, None, None, None, None)] + dummy_cursor.fetchall.return_value = [{},{}] + + # Mock the get_db_cursor method in DBConnector + with patch.object(connector, 'get_db_cursor', return_value=dummy_cursor) as mock_get_db_cursor: + df = connector.execute_query("SELECT * FROM table") + mock_get_db_cursor.assert_called_once() + + + def test_connect_unknown_databaseserviceprovider(self): + mock_config = MagicMock() + mock_config.database_provider = "unkown" + mock_config.aws_rds_use_iam = True + mock_config.database_password = '' + mock_config.database_type = 'mysql' + + db_connector = DBConnector(mock_config) + + with self.assertRaises(UnRecognizedDatabaseServiceProviderException): + db_connector.connect() + + + def test_connect_unknown_databasetype(self): + mock_config = MagicMock() + mock_config.database_provider = DatabaseServiceProvider.rds.value + mock_config.aws_rds_use_iam = False + mock_config.database_password = '' + mock_config.database_type = 'unknown_db' + + db_connector = DBConnector(mock_config) + + with self.assertRaises(UnRecognizedDatabaseTypeException): + db_connector.connect() + @patch.object(DBConnector, 'get_mysql_connection') + def test_use_database_password(self, mock_get_mysql_connection): + mock_config = MagicMock() + mock_config.database_provider = DatabaseServiceProvider.rds.value + mock_config.aws_rds_use_iam = False + mock_config.database_type = 'mysql' + mock_config.database_password = "test" + db_connector = DBConnector(mock_config) + db_connector.connect() + self.assertEqual("test", db_connector.db_config.database_password) + + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/connectors/aws/test_sts_client_manager.py b/tests/connectors/aws/test_sts_client_manager.py new file mode 100644 index 00000000..8ff1783e --- /dev/null +++ b/tests/connectors/aws/test_sts_client_manager.py @@ -0,0 +1,47 @@ +import unittest +from unittest.mock import patch, MagicMock +from numalogic.connectors.aws.sts_client_manager import STSClientManager +from datetime import datetime, timedelta, timezone +class TestSTSClientManager(unittest.TestCase): + @patch('numalogic.connectors.aws.sts_client_manager.boto3.client') + def test_STSClientManager(self, boto3_client_mock): + # Prepare the mock methods + mock_sts_client = MagicMock() + mock_sts_client.assume_role.return_value = { + "Credentials": { + "AccessKeyId": "test_key", + "SecretAccessKey": "test_access_key", + "SessionToken": "test_token", + "Expiration": (datetime.now(timezone.utc) + timedelta(hours=1)) + } + } + boto3_client_mock.return_value = mock_sts_client + + manager = STSClientManager() + + # Test assume_role + role_arn = "test_arn" + role_session_name = "test_session" + manager.assume_role(role_arn, role_session_name) + mock_sts_client.assume_role.assert_called_once_with( + RoleArn=role_arn, + RoleSessionName=role_session_name, + DurationSeconds=3600 + ) + self.assertEqual(manager.credentials, mock_sts_client.assume_role.return_value["Credentials"]) + + # Test is_token_about_to_expire + self.assertFalse(manager.is_token_about_to_expire()) + + # Test get_credentials + credentials = manager.get_credentials(role_arn, role_session_name) + self.assertEqual(manager.credentials, mock_sts_client.assume_role.return_value["Credentials"]) + self.assertEqual(credentials, mock_sts_client.assume_role.return_value["Credentials"]) + + # Test renew of credentials + manager.credentials["Expiration"] = datetime.now(timezone.utc) + credentials = manager.get_credentials(role_arn, role_session_name) + self.assertEqual(credentials, mock_sts_client.assume_role.return_value["Credentials"]) + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/tests/resources/rds_db_config.yaml b/tests/resources/rds_db_config.yaml new file mode 100644 index 00000000..dc740cc8 --- /dev/null +++ b/tests/resources/rds_db_config.yaml @@ -0,0 +1,17 @@ + + +aws_assume_role_arn: "arn:aws:iam::907103919737:role/RDS_IAM_ODL_USER_ROLE" +aws_assume_role_session_name: "ml_pipeline_reader" +endpoint: "ml-poc-1.cluster-ro-c7aeliikpubn.us-west-2.rds.amazonaws.com" +port: 3306 +database_name: "ml_poc" +database_username: "odl_user" +database_password: "" +database_connection_timeout: 10 +database_type: "mysql" +database_provider: "rds" +aws_region: "us-west-2" +aws_rds_use_iam: True +ssl_enabled: true +ssl: + ca: "/usr/bin/ml_data/us-west-2-bundle.pem"