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In-Memory Analytics with Apache Arrow

You're reading from   In-Memory Analytics with Apache Arrow Accelerate data analytics for efficient processing of flat and hierarchical data structures

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Product type Paperback
Published in Sep 2024
Publisher Packt
ISBN-13 9781835461228
Length 406 pages
Edition 2nd Edition
Languages
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Author (1):
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Matthew Topol Matthew Topol
Author Profile Icon Matthew Topol
Matthew Topol
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Toc

Table of Contents (18) Chapters Close

Preface 1. Part 1: Overview of What Arrow is, Its Capabilities, Benefits, and Goals
2. Chapter 1: Getting Started with Apache Arrow FREE CHAPTER 3. Chapter 2: Working with Key Arrow Specifications 4. Chapter 3: Format and Memory Handling 5. Part 2: Interoperability with Arrow: The Power of Open Standards
6. Chapter 4: Crossing the Language Barrier with the Arrow C Data API 7. Chapter 5: Acero: A Streaming Arrow Execution Engine 8. Chapter 6: Using the Arrow Datasets API 9. Chapter 7: Exploring Apache Arrow Flight RPC 10. Chapter 8: Understanding Arrow Database Connectivity (ADBC) 11. Chapter 9: Using Arrow with Machine Learning Workflows 12. Part 3: Real-World Examples, Use Cases, and Future Development
13. Chapter 10: Powered by Apache Arrow 14. Chapter 11: How to Leave Your Mark on Arrow 15. Chapter 12: Future Development and Plans 16. Index 17. Other Books You May Enjoy

Arrow Flight’s building blocks

Because the methods and message wire format of Arrow Flight are both defined by Protobuf, clients that may support gRPC and Arrow but not Flight can easily still interact with, and communicate with, Arrow Flight servers. There are also specific Flight implementations provided by the Apache Arrow project for some languages. These implementations include optimizations to avoid overhead, such as reducing excessive memory copying when using Protobuf. Because the Protobuf objects are only used for passing metadata, Flight still maintains the benefits of Arrow’s IPC protocol, allowing zero-deserialization to ensure fast delivery of data.

Here are the basic types of requests that a Flight server implements:

  • Handshake: A simple request allowing for custom authentication logic and an implementation-defined session token if desired.
  • ListFlights: This gets a list of the available data streams on the server.
  • GetSchema: This retrieves...
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