关于
Ai-Spark provides a Model Context Protocol (MCP) server and client designed to intelligently optimize Apache Spark code. Through a client-server architecture, it offers code optimization suggestions and performance analysis by leveraging Claude AI for in-depth code evaluation, suggesting improvements like caching, optimized joins, and efficient memory management. The system aims to streamline the optimization process, providing validated, context-aware improvements to enhance Spark application performance.
主要功能
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- Leverages Claude AI for intelligent PySpark code optimization.
- Provides detailed performance analysis comparing original and optimized code.
- Offers a simple client interface for submitting code optimization requests.
- Implements Model Context Protocol (MCP) for standardized AI interactions.
- Generates optimized code in separate files with detailed comments.
使用案例
- Optimize existing Spark applications for improved performance.
- Identify and resolve performance bottlenecks in Spark code.
- Automate the process of code optimization using AI assistance.
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