Why Xorbits?

In this segment, we detail the design principles and inspirations driving Xorbits, elaborating on the reasons for leveraging Xorbits to enhance your pandas workflows. Subsequently, we highlight the primary contrasts between Xorbits and various other distributed dataframe libraries.

• Why choose Xorbits Pandas over pandas?
  • Boosting performance and scalability with Xorbits
  • Overcoming memory limitations in large datasets with Xorbits
• Why is Xorbits so fast?
  • Architectural Decisions
  • Optimization Techniques
• Xorbits Pandas vs. DaskDF vs. Modin vs. Koalas
  • Summary
  • Introduction
  • Evaluation Semantics
  • API Compatibility
  • Ordering Semantics
  • Ecosystem Compatibility
  • Local Development
  • GPU Support
  • Performance Comparison