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Developing High-Frequency Trading Systems

You're reading from   Developing High-Frequency Trading Systems Learn how to implement high-frequency trading from scratch with C++ or Java basics

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Product type Paperback
Published in Jun 2022
Publisher Packt
ISBN-13 9781803242811
Length 320 pages
Edition 1st Edition
Languages
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Authors (3):
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Sebastien Donadio Sebastien Donadio
Author Profile Icon Sebastien Donadio
Sebastien Donadio
Sourav Ghosh Sourav Ghosh
Author Profile Icon Sourav Ghosh
Sourav Ghosh
Romain Rossier Romain Rossier
Author Profile Icon Romain Rossier
Romain Rossier
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Toc

Table of Contents (16) Chapters Close

Preface 1. Part 1: Trading Strategies, Trading Systems, and Exchanges
2. Chapter 1: Fundamentals of a High-Frequency Trading System FREE CHAPTER 3. Chapter 2: The Critical Components of a Trading System 4. Chapter 3: Understanding the Trading Exchange Dynamics 5. Part 2: How to Architect a High-Frequency Trading System
6. Chapter 4: HFT System Foundations – From Hardware to OS 7. Chapter 5: Networking in Motion 8. Chapter 6: HFT Optimization – Architecture and Operating System 9. Chapter 7: HFT Optimization – Logging, Performance, and Networking 10. Part 3: Implementation of a High-Frequency Trading System
11. Chapter 8: C++ – The Quest for Microsecond Latency 12. Chapter 9: Java and JVM for Low-Latency Systems 13. Chapter 10: Python – Interpreted but Open to High Performance 14. Chapter 11: High-Frequency FPGA and Crypto 15. Other Books You May Enjoy

Pre-fetching and pre-allocating memory

In this section, we will look at two things when it comes to accessing and allocating memory used by HFT applications mostly from the perspective of improving memory access and allocation latencies, especially on the critical path.

We will start off by discussing the hierarchy of memory – all the way from memory with super-fast access but that is expensive and limited in capacity, to those offering super-slow access but cheaply and of huge capacity. We will also discuss some strategies to design HFT applications to aim for optimal memory access latencies.

The other topic of discussion will be how dynamic memory allocation works, why dynamically allocating memory on the hot path is inefficient, and what techniques are employed to extract maximum performance without sacrificing too much of the flexibility that dynamic memory allocation allows.

Memory hierarchy

First, we will discuss the memory hierarchy in modern architecture...

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