Enhance File Upload Script with AI-Powered MIME Detection, Compression, and Endpoint Optimization

[RahulVadisetty91]

This update introduces significant enhancements to the file upload script, integrating advanced AI-driven features to improve functionality and efficiency. The following modifications have been made:

1. AI-Powered MIME Type Detection:

• Implemented a machine learning model to predict MIME types based on file content rather than relying solely on file extensions. This approach improves accuracy in determining file types, especially for files with non-standard or missing extensions.

2. Smart File Compression:

   • Added an AI-driven file compression feature that dynamically adjusts compression algorithms based on file content and size. This optimization ensures efficient storage and faster upload times while maintaining file integrity.

3. Predictive Upload Endpoint Selection:

   • Incorporated an AI model to predict the optimal upload endpoint based on historical data and current server load. This feature enhances upload speed and reliability by directing files to the most suitable endpoint.

4. Advanced Error Handling:

   • Enhanced error handling mechanisms using AI algorithms to analyze and predict potential upload issues. This proactive approach helps in identifying and resolving issues before they impact the upload process.

5. AI-Optimized Base64 Encoding:

   • Improved base64 encoding performance with AI-based optimizations that reduce processing time and resource consumption during the encoding process.

6. Dynamic Timeout Adjustments:

• Introduced AI-driven adjustments for connection and read timeouts based on real-time network conditions and historical data. This feature helps in managing timeouts more effectively, reducing the likelihood of failed uploads.

These updates collectively enhance the script's efficiency, reliability, and overall performance by leveraging AI technologies to optimize various aspects of the file upload process.

[RahulVadisetty91]

This update introduces several significant enhancements to the file upload script, incorporating advanced AI features to improve its functionality and efficiency.

Key Updates:
AI-Powered MIME Type Detection:

Implemented a more accurate MIME type detection mechanism using machine learning models. This improves the script’s ability to correctly identify file types, enhancing compatibility and reliability in handling various file formats.

File Compression:

Added an AI-based file compression feature that dynamically adjusts compression settings based on the file content and size. This reduces file upload times and optimizes storage usage, making the process more efficient.

Endpoint Optimization:

Improved handling of signed endpoints by integrating AI-driven strategies for endpoint management. This includes enhanced URL generation and better handling of authentication headers, ensuring more secure and reliable file uploads.

Type Hinting and Code Quality:

Resolved type hinting issues, specifically for dictionary type arguments, and refactored the code for better readability and maintainability. This adheres to modern Python best practices and improves code clarity.

Impact:

• Improved Accuracy: Enhanced MIME type detection ensures that files are processed correctly based on their actual content.
• Increased Efficiency: AI-driven compression reduces file sizes and speeds up upload processes.
• Enhanced Security: Optimized endpoint handling improves the security of file uploads.

These updates collectively improve the script’s performance, accuracy, and security, making it more robust and efficient for handling file uploads.