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Advanced Graphics: Performance. Performance Optimisation in OpenGL.
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Advanced Graphics: Performance COMP9018 - Advanced Graphics
Performance Optimisation in OpenGL • Some quotes on optimisation:"We should forget about small efficiencies, say about 97% of the time: premature optimization is the root of all evil.” - Donald Knuth"Rules of Optimization:Rule 1: Don't do it.Rule 2 (for experts only): Don't do it yet." - M.A. Jackson COMP9018 - Advanced Graphics
But in graphics ... • Frequently, performance is critical to utility/value. • Working on the edge of the possible. • So may have to optimise. • Systems are engineered for optimisation. COMP9018 - Advanced Graphics
Making things run faster • Approaches to optimisation • Use faster hardware • Right data in the right place at the right time • Getting rid of redundant calculations • Tricking the eye ("close enough is good enough") • Trading space for time • Not drawing (elimination of what wouldn't be seen anyway) • Writing it in assembly/C (but very rarely, usually last) COMP9018 - Advanced Graphics
Hardware acceleration • Can be a good option. • Problem: Price-performance curve is exponential COMP9018 - Advanced Graphics
More on hardware acceleration • Implication: It's easy to get very good performance using hardware accel, but it gets extremely expensive when trying to obtain excellent performance. • Don't forget Moore's law. • Interaction between long development times & Moore's law means sometimes problem "fixes itself". COMP9018 - Advanced Graphics
Right data in the right place • One of the best techniques • The basis of caching • Exploits “locality” -- likely to reuse the same information again and again • Two types: • Temporal • Spatial COMP9018 - Advanced Graphics
Another way to think of OpenGL • OpenGL can be thought of as a client-server architecture • Some examples of client-server: • The Web • X windows • When did we ever say that the client and server were on the same machine? • OpenGL can run on a network COMP9018 - Advanced Graphics
Client-server concept • The program that makes API calls is the client • The OpenGL implementation is the server • The client sends requests to the server • Client and server may be different machines - e.g. client is big mainframe spewing OpenGL commands; server is a PC with hardware acceleration • Still convenient to think of as client = my program, server = OS/driver/graphics card COMP9018 - Advanced Graphics
Client-server concept • Client-server concept is still useful on a single machine. • Intuition: Client is your program, server is your graphics card • Why is it useful concept? Important from a performance point of view. Different performance if data is stored at client or server. COMP9018 - Advanced Graphics
Right place at the right time • This is where the client server stuff comes in. • Now have graphics cards with 512MB on board. • What use is it? • Once data is on the graphics card, everything is faster. • Problem: Once it's on the graphics card, it can't (easily) be modified. COMP9018 - Advanced Graphics
Display lists • A very simple way to speed up OpenGL. • Idea: Take almost any sequence of OpenGL commands, and package them up; then you can use them like macros. • Other libraries have similar concepts. e.g DX has "execute buffers". COMP9018 - Advanced Graphics
When and why • Why? • Convenience: give something akin to a function calling structure but more efficient. • Efficiency: hardware can optimise, reduces function call overhead, data can live on the graphics card • When? • What you want to render is unlikely to change • When you are reusing structure • When you need speed COMP9018 - Advanced Graphics
Initialisation • 3 steps: Initialise, define, use. • Get a display list ID (actually an int) using glGenLists(size) • Can request more than one list at a time. • Returns an int you can use. Return 0 if none available COMP9018 - Advanced Graphics
Definition • Like glBegin() and glEnd() • glNewList(index, GL_COMPILE) • ... code for rendering things ... • glEndList(); • Instead of GL_COMPILE, can be GL_COMPILE_AND_EXECUTE COMP9018 - Advanced Graphics
Use • To render stuff, use glCallList(index) • IMPORTANT NOTES: • Almost anything can go in a display list: matrix ops, material defs, textures, geometry, lights, whatever ... • Display lists COPY data: you can't modify the data once it's in a display list, even if it's a reference (i.e. e.g. if you use gl*fv(object), it won't notice when object changes). • Display lists affect and are effected by the current matrix stack values!! COMP9018 - Advanced Graphics
What CAN'T you call for a DL • Some things not allowed: • Anything that asks about the current state. • Anything that changes the rendering mode. • Anything that makes or deletes a list (but calling another display list is fine - can use this to build a hierarchy) COMP9018 - Advanced Graphics
Code example • Look at nodisplaylist.c vs displaylist.c • Conclusion • Likely to be much faster, since data lives on graphics card. • Not much effort. COMP9018 - Advanced Graphics
Redundant calculations • Also very important optimisation technique. • Closely related to locality idea. COMP9018 - Advanced Graphics
Redundant calculations • An example: Vertex arrays. • Consider rendering a cube in OpenGL. 7 6 glBegin(GL_QUAD); glVertex3f(x0,y0,z0);glVertex3f(x1,y1,z1); glVertex3f(x2,y2,z2); glVertex3f(x3,y3,z3); glEnd(); glBegin(GL_QUAD); glVertex3f(x1,y1,z1); glVertex3f(x5,y5,z5); glVertex3f(x6,y6,z6); glVertex3f(x2,y2,z2); glEnd(); 3 3 3 3 3 3 3 3 4 5 2 2 2 2 2 2 2 2 0 0 0 0 0 0 0 0 1 1 1 1 COMP9018 - Advanced Graphics
Question • How many points are transformed and lit in previous rendering of cube? • How many points would minimally have to be transformed and lit in previous rendering? • How much calculations are wasted? Answers: 24, 8, 67 per cent COMP9018 - Advanced Graphics
Huge waste! • Same calculations are repeated. • How to solve? • Use indexed face set data structure. • Consists of two lists: • A list of coordinates. • A list of polygons = a list of lists of vertex indices. COMP9018 - Advanced Graphics
Cube example • float vertices[][] = {{x0,y0,z0}, {x1,y1,z1}, {x2,y2,z2}, ..., {x7,y7,z7}}; • int faces[][] = {{0,1,2,3}, {0,5,6,2}, ..., {4,5,6,7}}; • But what about other data, e.g. surface normals? • Need to store them too. COMP9018 - Advanced Graphics
Problem: Needs API support • To do this efficiently, API needs to support such an approach. • Any good graphics API (e.g. OpenGL, DX8, Inventor, VRML97, etc) supports this. • Have various names. • In OpenGL, called a vertex array. COMP9018 - Advanced Graphics
Using Vertex Arrays • Can have up to 6 different arrays, for: • Vertex coordinates • Normals • Colours • Texture coordinates • A few other funky ones: index, edge flag • Enable which ever arrays you need • glEnableClientState(GL_VERTEX_ARRAY) COMP9018 - Advanced Graphics
Step 2 • After initialising, tell it where the data lives • e.g. glVertexPointer(size, type, stride, vertices); • Size is number of values per vertex (typ. 2, 3 or 4) • Type = GL_FLOAT or whatever • Stride is for more funky stuff (e.g. interleaved arrays) • Similar calls for glNormalPointer, glTexCoordPointer etc COMP9018 - Advanced Graphics
Step 3: Access the data • Lots of different ways to call. Simplest: glArrayElement(index). • Action depends on what's enabled, but let's say only vertex arrays are enabled. Then this looks up index in the last thing glVertexPointer was called on (say x) and does glVertex3f(x). • If normal arrays were enabled,(and normal for index was y) this would do: glNormal3f(y); glVertex3f(x); • NOTE: belongs between glBegin, glEnd. COMP9018 - Advanced Graphics
Bunches of indices • Can also give multiple points at once: use glDrawElements(mode, count, type, indices). • Mode is GL_LINE, GL_POLYGON, etc. • Count is number of indices • Type is usually GL_UNSIGNED_INT • NOTE: Does NOT go between a glBegin/glEnd COMP9018 - Advanced Graphics
glDrawElements • Functionally equivalent to: • glBegin(mode);for(i=0; i < count; i++) glArrayElement(indices[i]); • glEnd(); • glDrawRangeElements() is similar, but you specify a constrained range of indices. COMP9018 - Advanced Graphics
What does OpenGL do? • Can cache previously transformed vertices • Can use glDrawRangeElements to help tell OpenGL what's going to change • glDrawElements can draw lots of objects. Example: if all polys have four vertices, then use GL_QUADS instead and can give list of 24 vertices. COMP9018 - Advanced Graphics
Vertex Buffer Objects • “Right stuff at right time” • Problem: Vertex arrays are client side. • How to speed up? • Put vertex array on server side? • What is the disadvantage? COMP9018 - Advanced Graphics
OpenGL 2.0 • Vertex buffer objects – very new. • Idea: Push vertex array to server • Simple to use: • glGenBuffers() to ask for a buffer • glBindBuffer() to make it the current context • glBufferData() specifies the data • Then use the usual commands COMP9018 - Advanced Graphics
glBufferData • glBufferData(target, size, data, usage) • Most are obvious, but usage? • Used to control how buffer gets treated • Static vs stream vs dynamic • Read vs Copy vs Draw • Can also use glMapData to modify the data COMP9018 - Advanced Graphics
Code Example • vertexarray.c • Note: can mix and match normal with vertex arrays. COMP9018 - Advanced Graphics
Practical implications • You CAN use display lists and vertex arrays at the same time, but it's a bit tricky. • When you change data in a vertex array, and render immediately, that's fine. But with a display list, the data is copied. • Example: Say you have a creature with constantly moving body. Can't use a a display list. • But can use, for say, a helmet; or a head. COMP9018 - Advanced Graphics
Space-time tradeoff • Sometimes, can use more space to make algorithm faster or vice versa. • E.g. can sometimes precompute values if they will be reused alot. • Trading space for time example: precomputing sin/cos tables. • Trading time for space example: compressed textures (but really still about time). COMP9018 - Advanced Graphics
Tricking the eye • Lots of examples in what you've already studied. • E.g. Gouraud shading is nonsense theoretically. • Strictly Gouraud shading should be perspective-corrected. • Not noticeable for Gouraud, but IS noticeable for texture maps. COMP9018 - Advanced Graphics
Not rendering things • Back face culling: not drawing polygons facing away from us. • Easy to enable in OpenGL: glEnable(GL_CULL_FACE) • But lots of other examples: e.g. using visibility trees (similar to BSP trees) and portal systems to cut back on polygons. Any coincidence games are indoors? (more later) • Also the multires stuff and LOD (more later) COMP9018 - Advanced Graphics
Rewriting code • Usually the last resort. • Usually the big gains are in algorithmic improvement, not rewriting code more efficiently or re-implementing in C/Assembly. • Assembly less significant with RISC processors. • Very time consuming both initially and long-term. COMP9018 - Advanced Graphics
Profiling • Profiling is analysing software as it runs to see how much time executing different parts of code. • General observation: 90 per cent of time spent executing 10 per cent of code. • Pointless optimising wrong thing. • Example: Say you improve code outside top 10 per cent by 100 per cent. Will only make program run 5 per cent faster. COMP9018 - Advanced Graphics
Bottlenecks • Profiling frequently reveals the bottleneck (the thing that slows everything down). Type of bottleneck suggest solution. • Typical bottlenecks: • Fill-limited: Rasterising/texturing polygons. Occurs with software renderers. • Geometry-limited: Calculations of geometry. Too many polygons/vertices. • Client-side limited: Calculations on client side (e.g. of vertex/texture coordinates). Code optimization? Maybe COMP9018 - Advanced Graphics
Demo • Profiling COMP9018 - Advanced Graphics