Lesson 1 – Introduction PV227 – GPU Rendering Jiˇrí Chmelík, Jan ˇCejka Fakulta informatiky Masarykovy univerzity 22. 9. 2015 PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 1 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 2 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 3 / 51 Course First lectures more theoretical, then mostly practical. Graphics is changing fast → only major language features will be introduced. Advanced features of OpenGL will be NOT covered. Teaching method = seminars → active participation . . . PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 4 / 51 Course First lectures more theoretical, then mostly practical. Graphics is changing fast → only major language features will be introduced. Advanced features of OpenGL will be NOT covered. Teaching method = seminars → active participation . . . Figure: Taken from weebly.com PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 4 / 51 Requirements To successfully pass the course: no more than 2 absences, success in final test (on the spot programming!), Expectations: programming skills: C, C++ knowledge of OpenGL (PV112) basic knowledge of basics principles of computer graphics (PB009) PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 5 / 51 Requirements To successfully pass the course: no more than 2 absences, success in final test (on the spot programming!), Expectations: programming skills: C, C++ knowledge of OpenGL (PV112) basic knowledge of basics principles of computer graphics (PB009) PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 5 / 51 Contacts Jiˇrí Chmelík office: A412 e-mail: jchmelik@mail.muni.cz Jan ˇCejka office: A419 e-mail: 324987@mail.muni.cz PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 6 / 51 Want to know more about GPUs? There is a “parallel” course: J006 – Advanced GPU programming with Unity, Mathieu Le Muzic . . . only this year deferred rendering ambient occlusion marching-cubes . . . PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 7 / 51 Want to know even more about GPUs? J006 – Advanced GPU programming with Unity, Mathieu Le Muzic PV197 – GPU Programming, Jiˇrí Filipoviˇc: Introduction: motivation for GPU programming, GPU architecture, overview of parallelism model, basics of CUDA, first demonstration code GPU hardware and parallelism: detailed hardware description, synchronization, calculation on GPU – rate of instruction processing, arithmetic precision, example of different approaches to matrix multiplication – naive versus block-based Performance of GPUs: memory access optimization, instructions perormance, example of matrix transposition CUDA, tools and libraries: detailed description of CUDA API, compilation using nvcc, debugging, profiling, basic libraries, project assignment Optimization: general rules for algorithm design for GPU, revision of matrix multiplication, parallel reduction Parallelism in general: problem decomposition, dependence analysis, design analysis, parallel patterns Metrics of efficiency for GPU: parallel GPU and CPU usage, metrics for performance prediction of GPU code, demonstration using graphics algorithms, principles of performance measurement OpenCL: introduction to OpenCL, differences comparing to CUDA, exploiting OpenCL for hardware not accessible from CUDA . . . PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 8 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 9 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 10 / 51 Motivation Figure: Taken from shoraspot.com Figure: Taken from cgsociety.org PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 11 / 51 Why GPU? graphics computations are costly, graphics are “embarrassingly parallel”, increasing model complexity, screen resolution, . . . GPU is parallel co-processor. Nice demo: http://youtu.be/-P28LKWTzrI PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 12 / 51 Performance Figure: Taken from docs.nvidia.com Figure: Taken from docs.nvidia.com PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 13 / 51 Performance Figure: Taken from docs.nvidia.com Figure: Taken from docs.nvidia.com PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 14 / 51 Shaders Shaders are small programmes, that can alter the processing of the input data. The hardware units they target are called processors. They come in various flavours: vertex shader: modifies individual vertices, geometry shader: operates on whole primitives, can create new primitives, tessellation shader: similar to geometry shader, specific for tesselation, fragment shader: modifies individual pixel fragments, compute shader: arbitrary parallel computations. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 15 / 51 Fragment vs Pixel A pixel represents the contents of the frame buffer at a specific location. A fragment is the state required to potentially update a particular pixel. A fragment has an associated pixel location, a depth value, and a set of interpolated parameters. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 16 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 17 / 51 Brief History: 1980’s integrated framebuffer, draw to display, tightly CPU controlled, addition of shaded solids, vertex lighting, rasterization of filled polygons, depth buffer, OpenGL in 1989, beginning of graphics pipeline. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 18 / 51 Brief History: 1990’s Generation 0 fixed graphics pipeline, half the pipeline on CPU, half on GPU, 1 pixel per cycle, easy to overload → multiple pipelines, dawn of “cheap” game hardware: 3DFX Voodoo, NVIDIA TNT, ATI Rage, developement driven by games: Quake, Doom, . . . PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 19 / 51 Brief History: 1990’s Generation I no 2D graphics acceleration; only 3D, transform part of the pipeline on CPU, rendering part on GPU (texture mapping, z-buffering, rasterization), 3DFX Voodoo, 3DFX Voodoo2. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 20 / 51 Brief History: 1990’s Generation II entire pipeline on GPU, term “GPU” introduced for GeForce 256, AGP instead of PCI bus, new features: multi-texturing, bump mapping, hardware T&L, fixed function pipeline. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 21 / 51 Brief History: 2000–2002 Generation III programmable pipeline (NVIDIA GeForce 3, ATI Radeon 8500), parts of the pipeline can be change with custom programme, only vertex shaders, small assembly language “kernels”. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 22 / 51 Brief History: 2002–2004 Generation IV “fully” programmable pipeline (NVIDIA GeForce FX, ATI Radeon 9700), vertex and fragment (pixel) shaders, dedicated vertex and fragment processors, floating point support, advanced texture processing → GPGPU. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 23 / 51 Brief History: 2004–2006 Generation V faster than Moore’s law growth, PCI-express bus (NVIDIA GeForce 6, ATI Radeon X800), multiple rendering targets, increased GPU memory, high level GPU languages with dynamic flow control (Brook, Sh). PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 24 / 51 Brief History: 2006–2009 Generation VI massively parallel processors, unified shaders (NVIDIA GeForce 8), streaming multiprocessor (SM), addition of geometry shaders, new general purpose languages: CUDA, OpenCL. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 25 / 51 Unified Shaders before – different instruction set, capabilities, now they can do the same (almost – differences of pipeline position), gradient merging of instruction sets, HLSL perspective (http://en.wikipedia.org/wiki/ High-level_shader_language), currently Shader model 5.0 (compute). PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 26 / 51 Brief History: 2009–? Generation VII even more programmability, cache hierarchy, ECC, unified memory address space, focus on general computations, debuggers and profilers. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 27 / 51 Brief Future :D Generation Vxx slower rate of performance growth, focus on the energy efficiency (GFLOP/W), more CPU like, emphasis on better programming languages and tools, merge of graphics and general purpose APIs. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 28 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 29 / 51 Graphics Pipeline OpenGL 4.2 The graphics pipeline is a sequence of stages operating in parallel and in a fixed order. Each stage receives its input from the prior stage and sends its output to the subsequent stage. Figure: Taken from lighthouse3d.com PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 30 / 51 Graphics Pipeline Figure: Taken from goanna.cs.rmit.edu.au For more, detailed diagrams, see: http://openglinsights.com/pipeline.html PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 31 / 51 Why Programmable Pipeline? Fixed pipeline is limited to algorithms hard-coded into the graphics chips → narrow class of effects. Programmability gives the developer almost limitless possibilities. We cannot combine fixed and programmable pipeline. Once shader is active it is responsible for the entire stage. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 32 / 51 Shaders (cont.) Typical tasks done in shaders: vertex shader: animation, deformation, lighting, geometry shader: mesh processing, tessellation shader: tessellation, fragment shader: shading ;-), compute shader: almost anything. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 33 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 34 / 51 Shader Languages Cg (C for Graphics), by NVIDIA – no longer under active development, HLSL (High Level Shading Language), by Microsoft, GLSL (OpenGL Shading Language), by Khronos Group. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 35 / 51 Shader Languages Comparison almost the same capabilities, conversion tools between them, Cg and HLSL very similar (different setup), HLSL DirectX only, GLSL OpenGL only, Cg for both → different platforms supported. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 36 / 51 Shader Languages Comparison – Compilers HLSL needs DirectX, Cg needs Cg toolkit [DirectX], GLSL comes with driver, HLSL & Cg: toolkit compiler → “same” binary code for all vendors → translation to machine code, GLSL: vendor compiler → “faster” machine code, inconsistencies, harder to deal with varying hardware, Cg may have compiler issues on ATI cards. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 37 / 51 Chosen Language We will use GLSL in this course: open standard (same as OpenGL), no install needed, all platforms, all vendors. Will will use GLSL 3.30 for OpenGL 3.3 newer features will be mentioned but not demonstrated, e.g., NVIDIA 9600 GT (released 02/2008) is a OpenGL 2.1/3.3 card. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 38 / 51 OpenGL Evolution Figure: Taken from news.cnet.com PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 39 / 51 OpenGL Evolution Released OpenGL Version GLSL Version 1992 1.0 — 2004 2.0 1.10 2006 2.1 1.20 2008 3.0 1.30 2009 3.1 1.40 2009 3.2 1.50 2010 3.3 3.30 2010 4.0 4.0 . . . . . . . . . 2014 4.5 4.5 Table: OpenGL and GLSL versions For more, see, e. g., following: History of OpenGL PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 40 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 41 / 51 Coordinate Spaces and Transforms – Object Space the pipeline transforms 3D objects into 2D image, divided into several coordinate spaces beneficial for different tasks, transformation starts with polygon representation of the model, represented in object space (local space), origin and units chosen according to the model. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 42 / 51 Coordinate Spaces and Transforms – World Space Figure: Taken from yaldex.com objects are composed in a single scene (share a single world), represented in world space (model space), origin and units chosen according to the scene, objects are transformed into this space by modeling transformation as defined by model matrix, spatial relations of objects are known afterwards. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 43 / 51 Coordinate Spaces and Transforms – Eye Space Figure: Taken from yaldex.com the scene is viewed by a camera, the view is represented in eye space (camera space), origin at the eye position, looking down the the negative Z axis, objects are transformed into this space by viewing transformation as defined by view matrix, spatial relations of objects are unchanged, model and view matrix are combined into modelview matrix modelview = view × model. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 44 / 51 Coordinate Spaces and Transforms – Clip Space Figure: Taken from yaldex.com the camera defines a viewing volume, space visible in the final image, the view is represented as a axis-aligned cube in clip space, −w ≤ x ≤ w, −w ≤ y ≤ w, −w ≤ z ≤ w, objects are transformed into this space by projection transformation as defined by projection matrix, beneficial for frustum clipping polygons outside the axis-aligned cube. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 45 / 51 Coordinate Spaces and Transforms – NDC Space Figure: Taken from yaldex.com the clip space is compressed into [-1,1] range with the perspective divide, achieved by dividing with w → only 3 coordinates left, the resulting space is called normalized device coordinate space, beneficial for mapping visible primitives to arbitrarly sized viewports. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 46 / 51 Coordinate Spaces and Transforms – Screen Space Figure: Taken from yaldex.com Pixels coordinates are of form 0 to (width-1), and from 0 to (height-1), i.e. window coordinate system (screen space). Viewport transformation transforms the [-1,1] range into this system. Primitives are rasterized in this system. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 47 / 51 Coordinate Spaces and Transforms – Guidelines During computations the variables must be in the same space, E. g., vertices, normals and light positions in eye space, Vertex shader must output the clip coordinates. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 48 / 51 Outline 1 Organization 2 Introduction, history Motivation History Pipeline Shading Languages Coordinate Spaces and Transforms Homework PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 49 / 51 Homework Recapitulate shader set-up process (shader & program creation; compilation, running, . . . ), from PV112 10th lecture, from PV227 setup materials. Try to compile and run examples in “homework” assignment: most things should be already set – just open, compile and run (hopefully), try to briefly look at different setups. PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 50 / 51 Sources interactive book about shaders: http://pixelshaders.com/ “simple” shader sandbox: http://glslsandbox.com/ advanced sandbox: http://www.kickjs.org/example/ shader_editor/shader_editor.html shaders Guru’s (I´nigo Quílez) web: http://www.iquilezles.org/default.html PV227 – GPU Rendering (FI MUNI) Lesson 1 – Introduction 22. 9. 2015 51 / 51