[飞桨多模态大模型套件PaddleMIX开发大赛] RFC: enhance paddlemix llava data processing

[GreatV]

This pull request includes a comprehensive enhancement to the PaddleMIX data processing and analysis capabilities, specifically targeting the LLaVA v1.5 mix665k dataset. The key improvements focus on enhancing data handling efficiency, quality analysis, and providing robust tools for data augmentation and visualization.

Enhancements to PaddleMIX:

• Data Processing Capabilities: Introduced efficient data loading and preprocessing, fine-grained data analysis, and configurable distributed processing.
• Quality Analysis and Filtering: Developed operators for image quality evaluation, text quality analysis, and image-text matching, with GPU acceleration support to improve processing efficiency.
• Data Augmentation and Analysis Tools: Implemented tools for sample duplication detection and removal, modality balance analysis, data distribution visualization, and generation of evaluation reports.
• Standardized Interfaces and Tools: Designed a unified API, comprehensive documentation, and a visual analysis interface, supporting configuration-driven processing workflows.

[paddle-bot]

Thanks for your contribution!