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Enhancement of file upload script: AI, MIME Identification Compressing and Endpoint Optimization #1928

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1. Summary:

This pull request adds AI augmentations to the file upload script which includes; Mime type detection, the ability to compress files depending on the file type, enhanced error handling, adaptive timeout settings and dynamic URL management. It is apparent that these updates enhance the performance of the script through the improvement of files handling, uploading and error management. The enhancement in the user interface includes the use of AI in the file compression which minimizes the time taken to upload files, improvements in the timeout management and error handling to give the best network performance. The use of documentation and type annotations also enhance the readability and reliability of the script.

2. Related Issues:

  • The previous approach used in MIME type detection was not efficient in handling of complex file formats. The new method which uses artificial intelligence to detect the fake data eliminates this problem.
  • The earlier versions had one major disadvantage in that they did not support file compression and thus took longer to upload. The above problem is solved by the AI-driven compression since it optimizes the uploading process.
  • In the past there was a poor management of errors which resulted in frequent failure of the upload process. The next generation of AI error handling capabilities is now more helpful in conflicts and errors.
  • Network related timeout issues were a problem which has been solved with the adaptive timeout settings to enhance stability.

3. Discussions:

The main discussion involved the ideas of how AI integration could benefit the file management by optimizing the process, decreasing time of upload and increasing error detection capabilities. Also, the team proposed how one could make the URL management a bit more flexible and the system to be less dependent on the network. Another issue that was highlighted during the discussions was that there is need to improve the documentation and make the code more type safe.

4. QA Instructions:

  • MIME Type Detection: When using the AI-powered MIME type detection, upload different files and verify the correct classification of file type.
  • File Compression: Compress the big files and then upload them and also check that the files are dynamically compressed after uploading them which saves time as well as storage space.
  • Error Handling: Introduce artificial errors and problems to the network so that the new and improved mechanism for handling errors gives the user meaningful messages and solutions to the problem.
  • Timeout Settings: Check the script for behavior in various network conditions to verify the adaptive timeout settings.
  • Dynamic URL Management: Make sure that with the help of AI-based dynamic URL routing, URL and query parameters are modified according to the endpoint requirement.

5. Merge Plan:

Upon the completion of the QA testing of the AI-powered MIME detection, file compression, error handling, timeout settings and URL management changes they will be merged into the main branch. It is therefore recommended that a thorough test be conducted in order to ascertain the compatibility with other systems and procedures.

6. Motivation and Context:

The reason behind these updates is to solve problems that occur in MIME type detection, to increase the speed of uploading files and to improve the error messages. Encoding files for uploading also improves time taken and the space needed to store files while adaptive timeout settings and dynamic URL management enhance the script’s ability to handle network problems. These enhancements, therefore, have the general goal of designing a better and improved means of uploading files.

7. Types of Changes:

  • New Features: Features such as AI MIME type detection, dynamic file compression and URL management.
  • Enhancements: Enhancements in the error checking mechanism, the ability to tweak timeout settings, and type-annotated documentation.
  • Performance Improvements: Faster uploading of files and more efficient handling of network errors for example when connection is lost.

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.



Signed-off-by: Rahul Vadisetty <[email protected]>
Enhance File Upload Script with AI-Powered MIME Detection, Compression, and Endpoint Optimization
@RahulVadisetty91
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Could someone any team member provide advice on how I can pass the build check for this pull request? I've updated the build as requested, but it never seems to pass the checks. Is this build check critical to the merge, or is there an alternative approach to handle this issue? Any guidance on resolving this would be greatly appreciated

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