main

This Python script establishes a multithreaded environment for document processing and monitoring within a given system. It is designed to efficiently manage and monitor the processing of documents by utilizing a combination of custom classes, threading, and resource management techniques. The script integrates several components, including:

• ProcessRunner: A class responsible for managing the processing pipeline of documents. It uses MongoDB for storage and retrieval of documents and employs a queue for managing updates.

• MonitoringAgent: A class tasked with monitoring the progress and status of document processing, ensuring that system performance is maintained and any issues are promptly addressed.

• MongoDBUtilitySingleton: A singleton class that provides a centralized connection to MongoDB, ensuring efficient data handling and retrieval.

• Queue: A thread-safe queue used for communication between the process runner and monitoring agent, facilitating efficient data exchange and task management.

Key features include: - Threading: Utilizes Python’s threading module to run document processing and monitoring tasks concurrently, improving system throughput and responsiveness. - Memory Profiling: Employs the memory_profiler module to monitor and optimize memory usage, ensuring the application runs efficiently even under heavy load. - Environment Configuration: Leverages dotenv for managing environment variables, allowing for flexible configuration of critical paths and parameters without hardcoding.

The script is structured to initiate and manage parallel threads dedicated to document processing and system monitoring, demonstrating an effective pattern for building scalable and responsive Python applications. By separating concerns into distinct threads and utilizing a shared queue for communication, it achieves a high degree of concurrency and efficiency in processing tasks.

celi_framework.main.bool_opt(parser, opt, env_var, help)

celi_framework.main.get_celi_config()

celi_framework.main.get_obj_by_name(name)

celi_framework.main.parse_standard_args(args)

celi_framework.main.read_json_from_file(file_path)

Reads a JSON object from a file.

Parameters:

file_path – Path to the JSON file.

Returns:

The JSON object.

celi_framework.main.run_celi(celi_config)

celi_framework.main.setup_logging()

celi_framework.main.setup_standard_args()