This commit includes several changes: - Reorganized imports and class inheritance in activities.py, gates.py and mlflow.py for better readability and maintainability. - Improved error handling and logging in gates.py and mlflow.py. - Added input validation and filtering in gates.py to ensure data quality. - Enhanced prediction formatting and storage policy management in gates.py. - Updated metrics.py to use consistent naming conventions and labels. - Refactored connectors_config.py to use type hints and improve code clarity. - Updated conditional and MLFlow filters for better data quality checks. - Improved model repository logic for retraining and updating models. - Enhanced worker.py to include SDK metrics and improved error handling. - Refactored workflows for better modularity and error handling. - Updated tests to reflect the changes and improve test coverage.
90 lines
3.5 KiB
Python
90 lines
3.5 KiB
Python
from os import getenv
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from typing import Any
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def build_postgres_config() -> dict[str, Any]:
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"""
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Build PostgreSQL database configuration from environment variables.
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This function constructs a PostgreSQL configuration dictionary from
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environment variables with sensible defaults for local development.
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It handles connection pool configuration and security parameters.
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Environment Variables:
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POSTGRES_HOST: Database hostname (default: localhost)
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POSTGRES_PORT: Database port (default: 5432)
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POSTGRES_USER: Database username (default: sientia)
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POSTGRES_PASSWORD: Database password (default: sientia)
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POSTGRES_DBNAME: Database name (default: sientia)
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POSTGRES_MIN_CONNECTIONS: Minimum connection pool size (default: 5)
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POSTGRES_MAX_CONNECTIONS: Maximum connection pool size (default: 20)
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Returns:
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dict: PostgreSQL configuration dictionary with all required parameters
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"""
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return {
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'host': getenv('POSTGRES_HOST', 'localhost'),
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'port': int(getenv('POSTGRES_PORT', '5432')),
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'user': getenv('POSTGRES_USER', 'sientia'),
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'password': getenv('POSTGRES_PASSWORD', 'sientia'),
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'dbname': getenv('POSTGRES_DBNAME', 'sientia'),
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'min_connections': int(getenv('POSTGRES_MIN_CONNECTIONS', '5')),
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'max_connections': int(getenv('POSTGRES_MAX_CONNECTIONS', '20')),
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}
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def build_mlflow_config() -> dict[str, Any]:
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"""
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Build MLFlow server configuration from environment variables.
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This function constructs an MLFlow configuration dictionary from
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environment variables with sensible defaults for local development.
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It handles server connection and authentication parameters.
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Environment Variables:
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MLFLOW_HOST: MLFlow server hostname (default: http://localhost)
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MLFLOW_PORT: MLFlow server port (default: 5080)
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MLFLOW_USERNAME: MLFlow username (default: aignosi)
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MLFLOW_PASSWORD: MLFlow password (default: aignosi)
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Returns:
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dict: MLFlow configuration dictionary with all required parameters
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"""
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return {
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'host': getenv('MLFLOW_HOST', 'http://localhost'),
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'port': int(getenv('MLFLOW_PORT', '5080')),
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'username': getenv('MLFLOW_USERNAME', 'aignosi'),
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'password': getenv('MLFLOW_PASSWORD', 'aignosi'),
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}
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def build_mongodb_config() -> dict[str, Any]:
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"""
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Build MongoDB configuration from environment variables.
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This function constructs a MongoDB configuration dictionary from
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environment variables with sensible defaults for local development.
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It handles connection string and database name configuration.
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Environment Variables:
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MONGODB_USERNAME: MongoDB username (default: root)
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MONGODB_PASSWORD: MongoDB password (default: wKZDbMNU1c)
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MONGODB_URL: MongoDB connection URI (default: localhost:27018)
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MONGODB_DATABASE_NAME: MongoDB database name (default: sientia)
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MONGODB_TTL_INDEX_HOURS: TTL index duration in hours (default: 1)
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Returns:
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dict: MongoDB configuration dictionary with connection parameters
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"""
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username = getenv('MONGODB_USERNAME', 'root')
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password = getenv('MONGODB_PASSWORD', 'wKZDbMNU1c')
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uri = getenv('MONGODB_URL', 'localhost:27018')
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connection_string = f'mongodb://{username}:{password}@{uri}'
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return {
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'connection_string': connection_string,
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'database_name': getenv('MONGODB_DATABASE_NAME', 'sientia'),
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'ttl_index_seconds': int(getenv('MONGODB_TTL_INDEX_HOURS', '1')) * 3600,
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}
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