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Metal Programming Guide: Tutorial and Reference via Swift

Metal Programming Guide: Tutorial and Reference via Swift

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Description

  • Copyright 2018
  • Dimensions: 7" x 9-1/8"
  • Edition: 1st
  • eBook (Watermarked)
  • ISBN-10: 0-13-466899-5
  • ISBN-13: 978-0-13-466899-4

Master Metal: The Next-Generation Graphics and GPU Programming Platform for Apple Developers

Metal enables Apple developers to maximize performance in demanding tasks like 3D graphics, games, scientific programming, visualization, and GPU-accelerated machine learning. Metal® Programming Guide is the authoritative, practical guide to Metal for all iOS programmers who are interested in graphics programming but don’t know where to start.

Pioneering Apple developer Janie Clayton covers everything from basic draw calls to advanced parallel computing, combining easy-to-understand conceptual explanations with well-tested Swift 4/Xcode 9 sample code (available for download at GitHub).

Clayton introduces the essential Metal, graphics, and math concepts every graphics programmer needs to know. She also discusses key graphics-specific libraries, concepts, and Metal Classes, presenting techniques and examples you’ll find valuable for both graphics and data processing. Clayton also provides coverage of the Metal Compute Pipeline, demonstrating practical GPU programming applications ranging from image processing to neural networking.

  • Quickly get a basic Metal project running
  • Work with Metal resources and memory management
  • Learn how shaders are compiled and accessed by the CPU
  • Program both 2D and 3D graphics with Metal
  • Import 3D models and assets from Blender, Maya, and other programs
  • Apply imported textures to model objects
  • Use multipass rendering to efficiently implement computationally expensive techniques
  • Leverage tessellation to reduce mesh detail
  • Use the GPU for a wide spectrum of general-purpose computing applications
  • Get started with the Metal Performance Shaders Framework


Downloads

Source Code

Download the code files for this book at https://github.com/RedQueenCoder/Metal-Programming-Guide.

Sample Content

Table of Contents

Preface xvii

Acknowledgments xxiii

About the Author xxv

Part I: Metal Basics 1

Chapter 1: What Is Metal? 3

History of Graphics APIs 4

Metal: The New Way to Do Graphics on Apple Platforms 6

Metal in Context: How Metal Complements and Supports Other Platform Frameworks 10

Summary 10

Chapter 2: Overview of Rendering and Raster Graphics 13

Representing the GPU 14

Preparing Data for the GPU 16

Summary 24

Chapter 3: Your First Metal Application (Hello, Triangle!) 25

Creating a Metal Application in Xcode (without Using a Template) 25

Creating a MTLDevice 28

Creating a CAMetalLayer 28

Creating a Vertex Buffer 29

A First Look at Shaders 31

Libraries, Functions, and Pipeline States 34

Introducing Render Passes 35

Introducing MetalKit Features and MTKView 39

Summary 40

Part II: Rendering and Graphics 41

Chapter 4: Essential Mathematics for Graphics 43

Language of Mathematics 43

Coordinate Spaces and Moving among Them 44

Points, Vectors, and Vector Operations 46

Normalization and Unit Vectors 49

Pythagorean Theorem 50

Sine, Cosine, and Tangent 52

Matrices and Matrix Operations 53

Transformations: Scale, Translation, Rotation, Projection 55

Summary 60

Chapter 5: Introduction to Shaders 61

Metal Shading Language Overview 61

Setting Up Shaders 63

Your First Shader: Pass Through 63

Writing Your First Shader 68

Uniform Buffer 74

Summary 82

Chapter 6: Metal Resources and Memory Management 83

Introduction to Resources in Metal 83

The Argument Table: Mapping between Shader Parameters and Resources 84

Buffers 85

Resource Options: Storage Mode, Cache Mode, Purgeability 86

Preparing Data for the Vertex Shader and Vertex Descriptors 87

Copying to and from Buffers 88

Introduction to Textures 89

Copying to and from Textures 93

Compressed Texture Support 94

The Blit Command Encoder 94

Generating Mipmaps 96

Summary 97

Chapter 7: Libraries, Functions, and Pipeline States 99

What Are Libraries and Functions? 99

The Metal Two-Phase Compilation Architecture 100

Creating Libraries at Compile Time and Runtime 101

Command Encoders 103

Render Pipeline Descriptors and State 104

Pipeline Reflection 105

Summary 105

Chapter 8: 2D Drawing 107

Metal Graphics Rendering Pipeline 107

Sample Project: Build a Star 108

Metal Primitive Types 113

Responding to MTKViewDelegate Methods 115

Retrieving a Drawable 115

Creating a Command Buffer 116

Creating a Command Encoder 117

Fixed-Function State on the Command Encoder 119

Passing Data to Shaders 121

Issuing Draw Calls 124

Scheduling and Enqueuing Command Buffers 124

Summary 126

Chapter 9: Introduction to 3D Drawing 127

Model-View-Projection Transformations 127

Clip Space and the View Frustum 131

Shading Models 136

Basic Lighting 138

Animation 140

Summary 141

Chapter 10: Advanced 3D Drawing 143

Constructing a Hierarchical World with Scene Graphs 143

Instanced Rendering 145

Summary 155

Chapter 11: Interfacing with Model I/O 157

What Are Model Files? 158

Importing a Model 161

Meshes and Submeshes 163

Render State Pipeline 164

Asset Initialization 165

Render State Setup and Drawing 166

Exporting Files 167

Summary 168

Chapter 12: Texturing and Sampling 169

Texture Mapping 169

Mipmapping 171

Sampling 172

Precompiled Sampler States 175

Passing Textures and Samplers to Graphics Functions 177

Summary 182

Chapter 13: Multipass Rendering Techniques 183

When (and Why) to Use Multipass Rendering 183

Metal Render Pass Descriptors 184

Creating and Managing Render Targets 185

Revisiting Load-Store Actions 188

Summary 190

Chapter 14: Geometry Unleashed: Tessellation in Metal 191

Removing Bottlenecks by Using Tessellation 191

Catmull-Clark Subdivision 192

Per-Patch Tessellation Factors 195

Metal Tessellation Fixed-Function Pipeline 197

Setting Up a Tessellation Kernel 201

Post-Tessellation Vertex Function 202

Draw Patches 204

Summary 208

Part III: Data Parallel Programming 209

Chapter 15: The Metal Compute Pipeline 211

Introduction to GPU Programming 212

Concurrency versus Parallelism 213

Using GPUs for General Computation 216

Kernel Functions 217

The Metal Compute Command Encoder 218

Issuing Grids of Work 220

Finding Your Way in the Grid inside the Kernel Function 223

Reading and Writing Resources in Kernel Functions 223

Summary 224

Chapter 16: Image Processing in Metal 225

Introduction to Image Processing 225

Creating a Metal Texture 227

Desaturation Kernels 230

Convolution and Dispatching a 2D Grid 232

Blur Effects 235

Selecting an Optimal Threadgroup Size 238

Summary 239

Chapter 17: Machine Vision 241

How a Computer Sees the World 241

Noise and Smoothing 242

Sobel Edge Detection 244

Thresholding 245

Histograms 246

Facial Recognition 246

Summary 253

Chapter 18: Metal Performance Shaders Framework 255

Overview of Metal Performance Shaders Framework 255

Image Processing with the MPS Framework 257

Matrix Operations with MPS 267

Summary 269

Chapter 19: Neural Network Concepts 271

Overview of Neural Networks 271

Neural Network Components 272

Neural Network Architecture 281

Summary 283

Chapter 20: Convolutional Neural Networks 285

History of Convolutional Neural Networks 285

MPSImage 289

Convolutional Neural Network Kernels 290

Convolution Data Source 296

Neural Network Graph 298

Summary 299

Index 301

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