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Supercharge Your Applications with GraalVM

You're reading from   Supercharge Your Applications with GraalVM Hands-on examples to optimize and extend your code using GraalVM's high performance and polyglot capabilities

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Product type Paperback
Published in Aug 2021
Publisher Packt
ISBN-13 9781800564909
Length 360 pages
Edition 1st Edition
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Author (1):
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A B Vijay Kumar A B Vijay Kumar
Author Profile Icon A B Vijay Kumar
A B Vijay Kumar
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Table of Contents (17) Chapters Close

Preface 1. Section 1: The Evolution of JVM
2. Chapter 1: Evolution of Java Virtual Machine FREE CHAPTER 3. Chapter 2: JIT, HotSpot, and GraalJIT 4. Section 2: Getting Up and Running with GraalVM – Architecture and Implementation
5. Chapter 3: GraalVM Architecture 6. Chapter 4: Graal Just-In-Time Compiler 7. Chapter 5: Graal Ahead-of-Time Compiler and Native Image 8. Section 3: Polyglot with Graal
9. Chapter 6: Truffle for Multi-language (Polyglot) support 10. Chapter 7: GraalVM Polyglot – JavaScript and Node.js 11. Chapter 8: GraalVM Polyglot – Java on Truffle, Python, and R 12. Chapter 9: GraalVM Polyglot – LLVM, Ruby, and WASM 13. Section 4: Microservices with Graal
14. Chapter 10: Microservices Architecture with GraalVM 15. Assessments 16. Other Books You May Enjoy

Understanding PGO

Using PGO, we can run the native image with an option to generate a runtime profile. The JVM creates a profile file, .iprof, which can be used to recompile the native image, to further optimize it. The following diagram (recall it from the Profile Guided Optimization (PGO) section in Chapter 3, GraalVM Architecture) shows how PGO works:

Figure 5.12 – Native Image – profile-guided optimization pipeline flow

The preceding diagram shows the native image compilation pipeline flow using PGO. Let's understand this flow better:

  • The initial native image is instrumented to create a profile by passing the –pgo-instrument flag argument, while bundling the native image. This will generate a native image with instrumentation code.
  • When we run the native image with several inputs, a profile is created by the native image. This profile is a file generated in the same directory with the .iprof extension.
  • Once we have...
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