Practical Parallel Rendering
Practical Parallel Rendering
Edited by
Alan Chalm ers Timothy Davis Erik Reinhard
A K ...
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Practical Parallel Rendering
Practical Parallel Rendering
Edited by
Alan Chalm ers Timothy Davis Erik Reinhard
A K Peters Natick, Massachusetts
Editorial, Sales, and Customer Service Office A K Peters, Ltd. 63 South Avenue Natick, MA 01760 www.akpeters.com Copyright © 2002 by A K Peters, Ltd. All rights reserved. No part of the material protected by this copyright notice may be reproduced or utilized in any form , electronic o r mechanical, inc luding photocop ying, recording, or by an y information storage and retrieval system, without written permission from the copyright owner.
Library of Congress Cataloging-in-Publication Data Practical parallel rendering / edited by Alan Chalmers, Timothy Davis, Erik Reinhard. p. cm. Includes bibliographical references and index. ISBN 1-56881-179-9 1. Parallel processing (Electronic computers) 2. Electronic data processing-Distributed processing. I Chalmers, Alan II. Davis, Timothy, 1965- III. Reinhard, Erik, 1968- IV. Title. QA76.58 .C44 2002 004'.35-dc21 2002070381
Printed in Canada 06 05 04 03 02
10 9 8 7 6 5 4 3 2 1
Contents
I
Preface
xi
Parallel Rendering
1
1 Introduction to Parallel Processing 1.1
1.2 1.3
1.4
Concepts....................................................................................... 1.1.1 Dependencies .............................................................. 1.1.2 Scalability......................................................................... 1.1.3 Control.............................................................................. Classification of Parallel Systems .............................................. 1.2.1 Parallel versus Distributed Systems.................................. The Relationship of Tasks and Data.......................................... 1.3.1 Inherent Difficulties ..................................................... 1.3.2 Tasks ............................................................................ 1.3.3 Data .................................................................................. Evaluating Parallel Implementations........................................ 1.4.1 Realization Penalties ................................................... 1.4.2 Performance Metrics ........................................................ 1.4.3 Efficiency .........................................................................
2 Task Scheduling and Data Management 2.1 Problem Decomposition............................................................... 2.1.1 Algorithmic Decomposition ............................................. 2.1.2 Domain Decomposition ................................................ 2.1.3 Abstract Definition of a Task ........................................... 2.1.4 System Architecture .........................................................
V
3 4 5 6 7 7 13 14 15 16 16 17 18 20 25 31 31 32 32 34 34
vi
Contents
2.2
2.3
2.4
2.5
Computational Models .......................................................... 2.2.1 Data Driven Model ....................................................... 2.2.2 Demand Driven Model ..................................................... 2.2.3 Hybrid Computational Model ...................................... Task Management .................................................................. 2.3.1 Task Definition and Granularity ................................... 2.3.2 Task Distribution and Control ...................................... 2.3.3 Algorithmic Dependencies .......................................... Task Scheduling Strategies ..................................................... 2.4.1 Data Driven Task Management Strategies ....................... 2.4.2 Demand Driven Task Management Strategies .... 2.4.3 Task Manager Process...................................................... 2.4.4 Distributed Task Management ...................................... 2.4.5 Preferred Bias Task Allocation......................................... Data Management .................................................................. 2.5.1 World Model of the Data: No Data Management Required ....................................... 2.5.2 Virtual Shared Memory.................................................... 2.5.3 The Data Manager ............................................................ 2.5.4 Consistency ................................................................. 2.5.5 Minimizing the Impact of Remote Data Requests . . 2.5.6 Data Management for Multistage Problems .....................
3 Parallel Global Illumination Algorithms 3.1 3.2 3.3 3.4
3.5
3.6
3.7
Rendering..................................................................................... Parallel Processing .................................................................. Ray Tracing ................................................................................. Spatial Subdivisions .................................................................... 3.4.1 Parallel Ray Tracing ......................................................... 3.4.2 Demand Driven Ray Tracing............................................ 3.4.3 Data Parallel Ray Tracing ................................................ 3.4.4 Hybrid Scheduling............................................................ Radiosity ...................................................................................... 3.5.1 Form Factors..................................................................... 3.5.2 Parallel Radiosity ......................................................... Full Matrix Radiosity.................................................................. 3.6.1 Setting Up the Matrix of Form Factors ............................ 3.6.2 Solving the Matrix of Form Factors ................................. 3.6.3 Group Iterative Methods .............................................. Progressive Refinement .......................................................... 3.7.1 Parallel Shooting ...............................................................
36 36 41 46 46 46 48 49 53 53 54 59 62 64 65 66 67 69 76 80 85 89 90 92 94 96 99 99 104 107 109 110 Ill 112 113 115 115 116 118
Contents
4
3.8
Hierarchical Radiosity ................................................................ 3.8.1 Parallel Hierarchical Radiosity ....................................... 3.9 Particle Tracing........................................................................... 3.9.1 Parallel Particle Tracing ................................................... 3.9.2 Density Estimation ........................................................... 3.10 Data Distribution and Data Locality ......................................... 3.10.1 Data Distribution .......................................................... 3.10.2 Visibility Preprocessing ................................................... 3.10.3 Environment Mapping...................................................... 3.10.4 Geometric Simplification ................................................. 3.10.5 Directional Caching ...................................................... 3.10.6 Reordering Computations................................................. 3.11 Discussion.....................................................................................
120 121 122 123 124 125 126 127 128 128 130 130 131
Overview of Parallel Graphics Hardware
133
4.1 4.2
133 136 136 139 142 146 149 151
4.3 5
vii
Pipelining ..................................................................................... Parallelism in Graphics Cards................................................... 4.2.1 3DLABS Products............................................................ 4.2.2 Hewlett-Packard Products ................................................ 4.2.3 SGI Products (Silicon Graphics, Inc.) .......................... 4.2.4 UNC Products .................................................................. 4.2.5 Pomegranate Graphics Chip ............................................. Conclusion ...................................................................................
Coherence in Ray Tracing 5.1
5.2
Scene Analysis ............................................................................. 5.1.1 Distribution of Data Accesses .......................................... 5.1.2 Temporal Characteristics ............................................... 5.1.3 Temporal Behaviour per Ray Type .................................. 5.1.4 Conclusions ...................................................................... Animation Analysis..................................................................... 5.2.1 Background ...................................................................... 5.2.2 Related Work.................................................................... 5.2.3 Frame Coherence Algorithm ............................................ 5.2.4 Parallel Frame Coherence Algorithm ............................... 5.2.5 Results .......................................................................... 5.2.6 Summary ..........................................................................
153 154 155 158 162 164 165 166 167 169 174 176 184
viii
II
Contents
Case Studies
6 Interactive Ray Tracing on a Supercomputer 6.1
6.2
6.3 6.4
System Architecture.................................................................... 6.1.1 Conventional Operation.................................................... 6.1.2 Frameless Rendering ........................................................ 6.1.3 Performance .................................................................. Ray Tracing for Volume Visualization...................................... 6.2.1 Background ...................................................................... 6.2.2 Traversal Optimizations ................................................... 6.2.3 Algorithms........................................................................ 6.2.4 Results .......................................................................... 6.2.5 Discussion ........................................................................ Ray Tracing for Terrain Visualization...................................... Conclusions..................................................................................
7 Interactive Ray Tracing on PCs 7.1 Introduction ............................................................................. 7.1.1 Previous Work.................................................................. 7.2 An Optimized Ray Tracing Implementation ............................ 7.2.1 Code Complexity.............................................................. 7.2.2 Caching............................................................................. 7.2.3 Coherence through Packets of Rays ................................. 7.2.4 Parallelism through SIMD Extensions ............................. 7.3 Ray Triangle Intersection Computation ................................... 7.3.1 Optimized Barycentric Coordinate Test ........................... 7.3.2 Evaluating Instruction Level Parallelism.......................... 7.3.3 SIMD Barycentric Coordinate Test.................................. 7.4 BSP Traversal.............................................................................. 7.4.1 Traversal Algorithm ......................................................... 7.4.2 Memory Layout for Better Caching ................................. 7.4.3 Traversal Overhead .......................................................... 7.5 SIMD Phong Shading ............................................................. 7.6 Performance of the Ray Tracing Engine................................... 7.6.1 Comparison to Other Ray Tracers .................................... 7.6.2 Reflection and Shadow Rays ........................................ 7.6.3 Comparison with Rasterization Hardware........................ 7.7 Interactive Ray Tracing on PC Clusters ................................... 7.7.1 Overview...........................................................................
185 187 188 189 192 193 194 195 197 201 205 211 214 215 21*7 217 220 221 221 222 223 223 223 223 224 224 226 226 228 229 229 231 231 233 234 236 238
Contents
ix
7.8 Distributed Data Management................................................... 7.8.1 Explicit Data Management ............................................... 7.8.2 Preprocessing ................................................................... 7.9 Load Balancing............................................................................ 7.10 Implementation ....................................................................... 7.11 Results .......................................................................................... 7.12 Conclusions.................................................................................. 8 The "Kilauea" Massively Parallel Ray Tracer 8.1 8.2 8.3
8.4 8.5 8.6
8.7
8.8 8.9
What Is the Kilauea Project? ................................................. Basic Idea..................................................................................... System Design.............................................................................. 8.3.1 Hardware Environment ................................................ 8.3.2 Pthreads ........................................................................ 8.3.3 Message Passing............................................................... 8.3.4 Front-End Process ............................................................ 8.3.5 Launching Kilauea ........................................................... 8.3.6 Single Executable Binary ................................................. 8.3.7 Multiframe Rendering ...................................................... 8.3.8 Global Illumination Renderer........................................... The ShotData File Format ...................................................... Parallel Ray Tracing................................................................... Implementation ....................................................................... 8.6.1 Low-Level Data Structure ................................................ 8.6.2 MPI (Message Passing Interface) Layer ....................... 8.6.3 Tel Command Interface.................................................... 8.6.4 Rank and Task.................................................................. 8.6.5 Details of Ray Tracing ..................................................... 8.6.6 Shading Computation ....................................................... 8.6.7 Photon Map Method......................................................... 8.6.8 Things to Note in Shading Computation .......................... 8.6.9 Development in General................................................... Rendering Results ....................................................................... 8.7.1 Sample 1: Quatro .......................................................... 8.7.2 Sample 2: Jeep.................................................................. 8.7.3 Sample 3: Jeep 8............................................................... 8.7.4 Consideration of Rendering Results................................. Conclusion ................................................................................... Future Plans and Tasks ..........................................................
239 239 241 241 242 243 246 249 249 250 251 251 252 252 253 253 254 254 255 256 261 268 268 277 279 281 288 291 306 310 314 316 316 319 321 322 323 325
x
Contents
9 Parallel Ray Tracing on a Chip 329 9.1 The Smart Memories Chip......................................................... 329 9.2 The SHARP Ray Tracer............................................................. 331 9.3 Simulation Results ................................................................... 333 9.3.1 Caching............................................................................. 334 9.3.2 Estimated Performance..................................................... 335 9.4 Conclusions.................................................................................. 336 Bibliography
337
Index
363
Author Biographies
369
Preface
The eve r i ncreasing c omputational dem ands ass ociated with re ndering has meant th at p arallel rend ering is alm ost as ol d as re ndering i tself. However, the fu ll po tential p arallel pro cessing has to offer of producing won derful images in reasonable tim es h as always see med to allud e tho se striv ing for this "holy grail." While p arallel p rocessing on a low nu mber of processors is relatively straightforward, the challenge com es when co nfronting an i mplementation on a l arge sy stem. Here t he ove rheads as sociated with the processors working t ogether c an ra pidly dominate and l ead t o t he frustration of a s olution time o f more than th at which was ach ievable on a single process or. And yet it is p recisely th ese larg er syst ems which offer th e co mputational p erformance we seek. The ai m of t his b ook i s t o de scribe t he pr oblems associ ated wi th parallel renderi ng, pr ovide a methodology as t o h ow t hese pr oblems can be minimized an d dem onstrate ho w, with ca re, i t i s i ndeed p ossible t o achi eve efficient parallel rendering. The book is stru ctured in to two parts. The first part is intended t o pro vide t extbook m aterial t hat i ntroduces generic parallel pr ocessing i ssues i n Chapters 1 a nd 2. With t his bac kground k nowledge, t he reade r i s t hen introduced to h igh-end graphics algo rithms su ch as ray tracin g, radiosity and particle tracing. T he s pecifics of these algorithms and their i mplications f or parallel processi ng are di scussed i n C hapter 3, while C hapter 4 deals wi th rec ent dev elopments i n har dware. F or m any of t hese al gorithms it tu rns ou t th at th e p roper ex ploitation o f co herence is essen tial. Fo r th is reason, a n in-dept h analysis of cohe rence for single im ages as well as im age sequences is presented in Chapter 5. In t he sec ond part of t his book, a number of case st udies are presented. Each case stud y u ses p arallelism to sp eed up ray tracing , but in t he process they all take very different approaches to solving the problems faced in par-
xi
Xll
Preface
allel ren dering. In Ch apter 6 p arallel ray tracin g on larg e sh ared m emory computers is sh own to p roduce in teractive fram e rates fo r d ata-sets co ntaining ten s of m illions o f quadrilaterals at scr een reso lutions o f 102 42 pi xels. A second case st udy sho ws th at clu sters of PC's can also be effectiv ely utilized to re nder v ery l arge m odels. C hapter 7 demonstrates t hat by very ca refully exploiting the caching struc ture of m odern PCs, which effectively am ounts to l everaging as m uch c oherence as possible, networks o f PC s ca n render models co ntaining m illions of t riangles at in teractive rates. Th e th ird case study i n C hapter 8 di scusses t he Kilauea pa rallel ren dering e ngine, which was used t o cr eate th e f ilm "Fin al Fan tasy". Th e last ch apter of th is b ook proposes t o i mplement ray t racing i n hardware an d as suc h t akes a ve ry different approach to parallel rendering.
Acknowledgements This b ook has evol ved o ver m any y ears. A number of t he c oncepts de scribed i n C hapter 2 were first in troduced in lecture notes at th e Un iversity of B ristol and later app eared in A.G. C halmers an d J.P. Tid mus, Practical Parallel Processing: An Introduction to Problem Solving in Parallel. International Thomson Computer Press, 1996. In 1998 we gave a co urse on paral lel ren dering at SIG GRAPH an d t hings just sn owballed fro m th ere. I wo uld firstly lik e to th ank all th e au thors wh o have con tributed to th is book. Hopefully our co mbined exp erience will h elp you get to grips with practical parallel rendering. I would also lik e to th ank th e Ren dering and Parallel Graph ics & Visualization co mmunities arou nd th e world for pro viding such a stim ulating environment in w hich to wo rk. I would enco urage an yone w ho h asn't alr eady done so , to atten d on e of the Eur ographics-ACM SIGG RAPH Workshops in these fields; they are inspiring. I have b een ex tremely lu cky to h ave b een ab le to in teract and share a beer or t hree wi th so m any wo nderful pe ople o ver t he y ears, al l of wh om have hel ped m e formulate my ideas: the ACM SI GGRAPH Exec utive Com mittee an d th e wid er ACM SIGGRAPH and Eu rographics co mmunities, especially Bo nnie Mitch ell, Ju dy Brown, Steve Cunn ingham, Leo Hourvitz, Scott Lan g, Erica Jo hnson, Na n Sc haller, G reg Ward and David Arnold to m ention on ly a v ery few; m y co lleagues and friends at th e University of B ristol, in p articular C olin Dalton, Neill Ca mpbell an d Maj id Mirm ehdi and all my cu rrent an d fo rmer PhD stud ents. Th e list cou ld go on. Finally, t hank y ou t o my fam ily and esp ecially R hona and M aya fo r t heir love and support. Alan Chalmers
Preface
xiii
I w ish to ackn owledge m y ad visor, Dr. Ed ward W . D avis, at North Carolina State Univ ersity, fo r his h elp an d guidance, a s wel l as my fam ily for their continued encouragement and support. Timothy A. Davis Several peo ple have c ontributed t o t his book i n b oth material and im material way s. T hese i nclude Chuck Hansen an d Pete S hirley f or giving m e the f reedom to pursue m y own i nterests. I'm very g rateful t o t hem as wel l as Mik e Stark , Bill Martin , Helen Hu, Margarita Bratk ova, Kristi Po tter, Bruce a nd Amy Gooc h an d m any ot hers fo r m aking living i n Utah an al most norm al experience. T hey've al so m anaged t o p ut up wi th m e fo r t wo years. Ho w co ol is th at? Finally, I wou ld lik e to than k all au thors wh o contributed their p recious ti me an d d elivered th e con tent th at I b elieve makes this book both useful and beautiful. Erik Reinhard
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computation
Results
(a)
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Problem domain
subsubproblem3 problem4
subproblem1
computation
subresult1
subproblem2
computation
subresult2
subproblem3
computation
subresult3
subproblem4
computation
subresult4
subresult1 subresult2 Results subresult3
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Speedup
1000
Linear 900 Am s=0.001 800 Am s=0.005 Am s=0.01 700 Am s=0.1 Gustafson 600 500 400 300 200 100 0
0
100 200 300 400 500 600 700 800 900 1000 Number of PEs
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Efficiency (%)
100 80
Optimum efficieny Actual efficiency
60 40 20 0
10 20 30 40 50 60 70 80 90 100 Number of PEs
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Speed-up
80 60 40 Optimum number of PEs 20 0
10
20
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Speed-up
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10
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Principal data item specified by task
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Principal Data Items
Problem domain
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PE 2
PE 3
PDIs for PE1
PDIs for PE2
PDIs for PE3
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Individual task computation times
1
1
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3
6
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Processing Elements PE1
PE 2
PDIs for PE1
PE 3
PDIs for PE 2
PDIs for PE 3
1
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Principal data item specified by the task
Additional data items required
Stage 1 of algorithm Stage 1 Partial result = Stage 2 Principal data item
Additional data items required Stage 2 of algorithm
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Processing Elements PE
PE 2
1
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PE n
demands for tasks
task supply Work supplier
id PDIs ADIs
id PDIs ADIs
id PDIs ADIs id PDIs ADIs id PDIs ADIs id PDIs ADIs
id PDIs ADIs id PDIs ADIs
id PDIs ADIs
id PDIs ADIs
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SC
PE 1
PE 2
Key: SC - System Controller AP - Application Process TR - Task Router RR - Result Router
PE n
TR
AP
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System Controller Tasks
PE 1
PE 2 Initial state: both APs demand work
Results Tasks
First task is loaded from SC
Results Tasks
Second task is loaded from SC
Results Tasks T I
Results
M
Tasks
E
Third task is loaded from SC
Processor farm fully loaded
Results Tasks
First result is produced
Results Tasks
AP demands next task
Results Tasks Results
Returning result causes new task to enter the farm
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task pool
Current status
id PDI ADI id PDI ADI id PDI ADI id PDI ADI id PDI ADI
Green Orange
AP TM
Red
LC R
TM
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qY ABZtIs$R BP YR $BtR 8sk A sjI Ikts8${sjjk sR Y sR, 8sts s{JZ$R 8B $tPB8s$Bt V Y Rs BP Y {B8}Zs$Bt Y sR, }BBj b$jj A sjj I qY {B8}Zs$Bt B {B88Zt${s$Bt s$B $R {$${sj $t I8$t$t Y ABZtIs$R BP Y $BtR BP Y sR, }BBj qY A Y$R s$B Ys $R bYt {B8}Zs$Bt $8R s Y$Y js$% B Y $8 s,t B }jt$RY s sR, }s{, Y R8sjj Y I $Bt BP Y sR, }BBj tI A qY$R b$jj }B%$I Y sR, 8sts b$Y s 4-$A$j$k stI Y B}}BZt$k B {Bt$AZ B 8$t$8$9$t {B88Zt${s$Bt ItR$$R
'LVWULEXWHG 7DVN 0DQDJHPHQW
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Processing Element
TM
AP Task req.
Neighbouring Processing Element
System Controller
AP GC
TM
R
R
Task returned
R
Possible task request
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'DWD 0DQDJHPHQW
Processing Elements PE 1
PE 2
PE 3 task supply
Demand for tasks Task Supplier
task ids
"Pool" of available tasks 1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
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'DWD 0DQDJHPHQW
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'DWD 0DQDJHPHQW
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'DWD 0DQDJHPHQW
PE1
PE2
DM y0 R
R
AP
AP DM y0
R
AP
R
DM
Initial situation: PE 1 has data item y that has initial value 0.
DM y0
Next: The AP at PE 2 needs data item y. The DM of PE 2 obtains a copy of y from PE1.
DM y0
Finally: PE1 updates the value of y. The copy being held by the DM on PE 2 is now stale. PE 1 and PE 2 have an inconsistent view on y.
AP
AP
R
AP DM y1 R
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Next data item for AP
local cache id data item id data item id data item id data item local cache treated as a circular buffer
Latest prefeched data item
id id id
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16 Processing elements 32 Processing elements 63 Processing elements
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VR 8t$BtI sAB% tI$t {st A I{B8}BRI $tB bB PZt{$Btsj RsR s{Y A$t s }$}j$t BP R%sj YsIbs RsR qB R}I Z} tI$t $ $R {B88Bt B ZR R%sj peR stI i=R bB,$t $t }sT sjjj >d 1(dH yt Bjts sj >dH s {jsRR$h{s$Bt BP Y }ssjjj tI$t sjB$Y8R $R 8sIU RBThR RBT8$IIj stI RBTjsR qY$R {jsRR$h{s$Bt $R AsRI Bt bY $t Y s}Y${R }$}j$t }$8$$%R s I$RT $AZI B% 8Zj$}j }B{RR$t Zt$R yt RBThR RkR8R BA`{R s I$R$AZI IZ$t B8k }B{RR$t 7BT8$IIj sjB$Y8R I$R$AT Z }$8$$%R $t Y 8$IIj BP Y s}Y${R }$}j$t Abt B8k }B{RR$t stI sR$9s$Bt bY$j $t RBTjsR }B{RR$t RB$t B{{ZR sP sR$9s$Bt yt s}Y${R YsIbs B8k }B{RR$t $R }ssjjj$9I Ak sA$s$jk sRR$t$t s{Y pe s RZAR BP Y BA`{ }$8$$%R $t Y R{t isR$9sT $Bt $R }ssjjj$9I Ak sRR$t$t s{Y i= s }B$Bt BP Y $8s wR{stTj$tR $tjs%I RZAR BP R{stTj$tR $jR {D qY BA`{R 8ZR A RBI PB8 BA`{ R}s{ B $8s R}s{ BR BP Y }ssjjj tI$t RkR8R s YPB RBT8$IIj yt Y PBjjBb$t RB8 -s8}jR BP YTI$8tR$Btsj s}Y${R {sIR s }RtI
'/$%6 3URGXFWV
G$jI{s s}Y${R {Y$}TR PB8 n*NV 7 >d1H qY G$jI{s Ps8$jk BP YTI$8tR$Btsj s}Y${R s{{jsBR bY${Y $R AsRI Bt G$jI{s:R _ssT 7{sj s{Y${Z Z$j$9R Y G$jI{s YTI$8tR$Btsj s}Y${R {Y$}TR y $R Y hR Zjk R{sjsAj YTI$8tR$Btsj s}Y${R s{Y${Z PB G$tT IBbR Wq !t 8s`B sR}{ BP Y s{Y${Z $R Y -8jk Y$Y j%j
3DUDOOHOLVP LQ *UDSKLFV &DUGV
AGP/PCI DirectBurst Memory Bus Interface ASIC
Frame Buffer Memory Geometry Accelerator ASIC
Rasterization Engine ASIC
Monitor
Wildcard 3D graphics chip-set Wildcard 3D graphics accelerator single pipeline
Texture Memory
)LJXUH G$jI{s _ss7{sj s{Y${Z PB8 n*NV 7 >d1H
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ZR ytPs{U V R$tj {Y$} Z$j$9$t G$jI{s:R *${ ZRq {YT tBjBk $tPs{R Y YTI$8tR$Btsj s}Y${R RZARkR8 B Y YBR RkR8 %$s $Y Vp_ B _]y AZRRR
q pB8k V{{jsBU V R$tjT{Y$} B8k s{{jsB }B%$IR n1 p3N!_7 wn1 A$jj$Bt 4Bs$tT}B$t B}s$BtR } R{BtID q isR$9s$Bt et$tU V R$tj {Y$} }PB8R $stj RZ} -Z }B{RR$t stI sjj Y }$-j B}s$BtR $t%Bj%I $t sR$9s$Bt yt sII$$Bt B tZ8BZR BY PZt{$BtR Y$R I%${ sjRB {Bts$tR %$IB jBB,Z} sAjR stI I$$sj B stsjB {Bt%R w*V]RD RB Y BZ}Z PB8 Y$R {Y$} {st A ZRI B I${jk I$% Y 8Bt$B VjRB tB Ys Y Ps8 AZ& 88Bk $R I$R$t{ PB8 Y -Z 88Bk 7B8 YTI$8tR$Btsj s}Y${R RZARkR8R ZR s Zt$hI 88T Bk RZ{Z bY${Y 8stR Ys Y Rs8 }YkR${sj 88Bk $R ZRI B RsT $RPk ABY Ps8 AZ& stI -Z JZ$8tR !t }BAj8 b$Y Y$R R{Y8 $R Ys $P Y RkR8 $R Z}jBsI$t B IBbtjBsI$t -ZR Yt $ {sttB A s{{RR$t Y Ps8 AZ& s Y Rs8 $8 RjBb$t Y s}YT ${R YBZY}Z k {B8}s$RBt Y sR$9s$Bt t$t $t Y G$jI{s
2YHUYLHZ RI 3DUDOOHO *UDSKLFV +DUGZDUH
YTI$8tR$Btsj s}Y${R {Y$}TR 8}jBkR b$I $tI}tIt AZRRR PB Y Ps8 AZ& stI Y -Z 88Bk bY${Y R$t$h{stjk $t{sRR Y }PB8st{ BP Y RkR8 qk}${sj YTI$8tR$Btsj s}Y${R s{Y${ZR s AsRI Bt Y ZR BP s R$tj YTI$8tR$Btsj s}Y${R }$}j$t qY$R }$}j$t s,R Iss PB8 s YTI$8tR$Btsj s}Y${R s}}j${s$Bt stI I$R}jskR Ys Iss Bt Y R{t V ,k PsZ BP G$jI{s:R _ss7{sj s{Y${Z $R $R -T 8jk Y$Y j%j BP }ssjjj$R8 qY$R sjjBbR Y }Bb BP 8Zj$}j YT I$8tR$Btsj s}Y${R }$}j$tR B A {B8A$tI bY${Y 8stR Ys Y sR, BP Isb$t st $8s $R R}j$ Abt }$}j$tR stI s{Y }$}j$t }B{RRR Btjk s }B$Bt BP Y s}}j${s$Bt:R Iss w3$ZR ;; stI ;xD =R$t 8Zj$}j }$}j$tR B I$% s R$tj I$R}jsk $t Y$R 8stt RZjR $t s j$tsjk R{sjI }PB8st{ $t{sR qYs $R bB }$}j$tR }B%$I 1Y }PB8st{ stI PBZ }$}j$tR }B%$I ;- Y }PB8st{ BP s R$tj }$}j$t y $R $8}Bst B tB Ys Y G$jI{s s}Y${R I$% stI YsIbs YstIj Y$R {s}sA$j$k $ $R Bsjjk stR}st B Y s}}j${s$Bt stI Y ZR yt sII$$Bt B ZR$t 8Zj$}j }$}j$tR B I$% s R$tj I$R}jsk G$jIT {s:R _ss7{sj s{Y${Z sjRB sjjBbR s{Y }$}j$t B I$% $R Bbt I$RT }jsk es{Y R{t {st I$R}jsk s Zt$JZ $8s $t{jZI$t 8Zj$}j %$bR PB8 Y Rs8 s}}j${s$Bt B PB8 I$&t s}}j${s$BtR es{Y sR$9s$Bt t$t YsR $R Bbt Ps8 AZ& stI -Z 88T Bk 3ZY8B s{Y BP Y G$jI{s sR$9s$Bt t$tR $R {s}sAj BP RZ}}B$t Z} B E; BP Ps8 AZ& bY${Y JZsR B s Bsj Ps8 AZ& BP Z} B 1xE Bt s JZsI }$}j$t RkR8 7$8$jsjk Y G$jI{s YTI$8tR$Btsj s}Y${R {Y$}TR {st RZ}}B Z} B 1xE BP -Z 88Bk } sR$9s$Bt t$t k$jI$t s Bsj -Z {s}sA$j$k BP d p PB s JZsI }$}j$t RkR8
2x performance
AGP/PCI
GA
RE
GA
RE
Monitor
I/O
Dual pipeline, single display )LJXUH _ssjjj s{Y${Z PB8 n*NV 7 >d1H
3DUDOOHOLVP LQ *UDSKLFV &DUGV
4x performance AGP/PCI
I/O
GA
RE
GA
RE
GA
RE
GA
RE
Monitor
Quad pipeline, single display )LJXUH _ssjjj s{Y${Z PB8 n*NV 7 >d1H
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+HZOHWW3DFNDUG 3URGXFWV
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2YHUYLHZ RI 3DUDOOHO *UDSKLFV +DUGZDUH
1, 2, 4 or 8 Gamma G3 / Glint R4 rasterizer pairs
AGP 4X
Vertex stream
Transform complete vertex stream, divert fragments that touch pair's strip to rasterizer, pass on fragments that touch other strips
Gamma G3
Gamma G3
Gamma G3
Gamma G3
Glint R4
Glint R4
Glint R4
Glint R4
64 MB
64 MB
64 MB
64 MB
Each rasterizers handles its own stripes
Use RAMDAC of one chip
Video Display Bus
)LJXUH _ssjjj FRs8 s{Y${Z w]BZRk BP W q% >1HD
{Y$} qYR RZjR s Yt Rt Bt B Y -Z {Y$}R B I${jk B Y sR {Y$}R $t {sR Y -Z 8s}}$t RZARkR8 $R tB $tRsjjI qY ZtAZ&I }sY }sRRR Iss I${jk YBZY Y $tPs{ {Y$} B Y -Z stI sR {Y$}R qY bBTI$8tR$Btsj }sY ZtR I${jk YBZY Y $tPs{ {Y$} B Y -Z stI sR {Y$}R qY bBTI$8tR$Btsj Rasterizer 1
Rasterizer 1 Rasterizer 2
Rasterizer 2
Rasterizer 1
Both Only a fraction of the polygons are processed by both rasterizers.
Rasterizer 2
)LJXUH *$R$AZ$t R$}R B sR$9R w]BZRk BP W q% >1HD
3DUDOOHOLVP LQ *UDSKLFV &DUGV
up to 8
Geometry Chip Texture Accelerator
Host PCI2.1 66 MHz 64 bits
Geometry Chip
SDRAM
Geometry Chip
Texture 200 MHz 41 bits Chip
Interface Chip
Texture cache RAM
SDRAM
Texture Chip
Raster Chip
Raster Chip
Raster Chip
Raster Chip
SDRAM
SDRAM
SDRAM
SDRAM
Rasterizer
Video Chip
Video refresh data
RGB Video Data
200 MHz 44 bits
200 MHz 33 bits
...
Geometry accelerator
Frame buffer RAM
Video control bus
)LJXUH ]Y$}Tj%j I$ss8 BP Y zy7=VNye P- }BIZ{ w]BZRk BP * 7{B sj >1E1HD
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2YHUYLHZ RI 3DUDOOHO *UDSKLFV +DUGZDUH
YBZY Y AZR stI }${,R B& bB, $t s jsRTAZRk PsRY$Bt qY R{BtI BP YR AZRRR RsR s Y jsR B8k {Y$} stI }sRRR YBZY Y BYR As{, B Y $tPs{ {Y$} qY RZjR BP Y bB, IBt Ak Y B8k {Y$}R s }js{I Bt Y$R AZR $t Y Rs8 RJZt{ sR bsR Rt sjBt Y hR AZR qY Y$I AZR $R Y $tPs{ {Y$} B Y -Z stI Ps8 AZ& RZARkR8R y $R b$I $t s jBB} Ys BR As{, B Y $tPs{ {Y$} PB8 Y jsR {Y$} $t Y {Ys$t qYTI$8tR$Btsj B}s$BtR k}${sjjk 4Bb PB8 Y $tPs{ {Y$} B Y {Y$}R sjBt Y$R AZR stI bYt Yk %tZsjjk As{, B Y tI BP Y jBB} Yk s j$8$tsI qY B8k t$t }PB8R I$&t B}s$BtRU 8BIj stI %$b stRPB8s$Bt %- j$Y$t -Z 8s}}$t {j$}}$t stI RZ} {sj{Zjs$BtR qY -Z {Y$} $R R}BtR$Aj PB s{{js$t -Z 8s}}$t B}T s$BtR y 8s$ts$tR s {s{Y BP -Z Iss stI 8stsR $ sR s z$Zsj q-Z y Yt tsR }R}{$% {B{I -Z {BBI$tsR PB8 }jst JZs$BtR }Rt$t $stjR }B$tR B j$tR y sjRB P{YR stI hjR Y -Z Iss wsR R}{$hI Ak Y s}}j${s$Bt AsRI Bt bYY Y -Z tIR B A 8st$hI B 8$t$8$9ID B h Y B8k $ $R A$t 8s}}I B stI }sRRR Y RZj B Y sR {Y$}R qY sR {Y$} sR$9R Y B8k $tB Y Ps8 AZ& y IT 8$tR bY${Y }$-jR s B A }Bt$sjjk 8BI$hI stI $P RB bYY Yk RYBZjI A 8BI$hI AsRI Bt %s$BZR {Zt Rs %sjZR w$t{jZI$t Y {BttR BP Y TAZ&D qY sR {Y$} sjRB {BtBjR s{{RR B Y %s$T BZR AZ&R Ys 8s, Z} Y Ps8 AZ& qY$R $t{jZIR Y $8s AZ& PB RB$t Y $8s I$R}jskI Bt Y R{t w}Bt$sjjk bB AZ&R $P IBZAj AZ&$t $R $t &{D st B%jsk AZ& Ys {Bts$tR $8sR Ys B%jsk Y $8s AZ& Y I}Y AZ& Y Rt{$j AZ& stI st sj}Ys AZ& qY sR {Y$} sR$9R }$8$$%R IR{$AI sR }B$tR j$tR B $stjR }PB8R B}s$BtR sR IhtI Ak !}tpN wRZ{Y sR AjtI$t stI sR B}s$BtRD {BtBjR stI s{{RRR AZ&R stI htsjjk PRYR Y Iss Rs8 PB Y %$IB {Y$} 3$tsjjk Y %$IB {Y$} {BtBjR Y Iss 4Bb PB8 Y Ps8 AZ& B Y I$R}jsk stI 8s}R Iss PB8 %sjZR B {BjB
6*, 3URGXFWV 6LOLFRQ *UDSKLFV ,QF qY ytht$isj$k RkR8 >dMH $R s RBT8$IIj s{Y${Z stI $R IT }${I $t 3$Z ; qY RkR8 {Bts$tR Y I$R$t{ ABsI k}RU Y pB8k isR 8Bk stI *$R}jsk ptsB ABsIR qY pB8k ABsI {B8}$RR s YBR {B8}Z $tPs{ sR bjj sR {B88stI $t}sT $Bt stI B8k I$R$AZ$Bt jB${ stI PBZ pB8k et$t }B{RRBR $t s y* sst8t es{Y isR 8Bk ABsI {B8}$RR s R$tj
3DUDOOHOLVP LQ *UDSKLFV &DUGV
Ps8t tsB b$Y s R$tj {B}k BP -Z 88Bk M( $8s tT $tR stI tBZY Ps8AZ& 88Bk B sjjB{s xd1 A$R } }$-j B s d1M(-d(1; Ps8AZ& qY I$R}jsk tsB ABsI {Bts$tR YsIbs B I$% Z} B $Y I$R}jsk BZ}Z {YsttjR s{Y b$Y $R Bbt %$IB $8$t tsB %$IB R$9 YsIbs s88s {B{$Bt stI I$$sjTBTstsjB {Bt%R$Bt YsIbs 7kR8R {st A {BthZI b$Y Bt bB B PBZ sR 88Bk ABsIR RZj$t $t Bt bB B PBZ Ps8t tsBR stI M( dE( B n1( $8s t$tR 3$Z ; RYBbR s AjB{, I$ss8 BP Y 8s-$8Z8 {BthZs$Bt b$Y PBZ pB8k et$tR PBZ isR 8Bk ABsIR stI s *$R}jsk ptsB ABsI b$Y $Y BZ}Z {YsttjR *$R}jsk j$RR *$R}jsk j$R }B{RR$t $R YstIjI $t bB bskR 3$R {B8T }$jI I$R}jsk j$R BA`{R s RBI $t Y YBR 88Bk $t RZ{Y s bsk Ys jsP I$R}jsk BA`{R {st A X}ZjjI" $tB Y s}Y${R RZARkR8 ZR$t *V stRPR R Z} Ak Y
2YHUYLHZ RI 3DUDOOHO *UDSKLFV +DUGZDUH
Host System Bus Geometry Board Host Interface Processor Geometry Distributor Geometry Engine
Geometry Engine
Geometry Engine
Geometry Engine
Geometry-Raster FIFO Vertex Bus Fragment Generator
Fragment Generator
Fragment Generator
Fragment Generator
Raster Memory Board
Raster Memory Board
Raster Memory Board
Raster Memory Board
Image Engines
Display Gen. Board De-Interleaver Display Channel
Display Channel
Display Channel
...
Display Channel
)LJXUH 7py s}Y${R s{Y${Z w]BZRk BP F 7 Btk8 sj >dMHD
V }B$Bt BP Y bB,$t 88Bk $R ZRI sR s JZZ PB $t{B8$t %Iss V{{BI$tjk s{Y BP Y Y {BR {st }PB8 bB sIR stI Bt b$ } $tRZ{$Bt B bB,$t 88Bk WB Ys bB,$t 88Bk sjjBbR Iss B A RYsI sR$jk s8Bt {BR pB8kTisR 3y3! qY BZ}Z Rs8R PB8 Y PBZ pB8k etT $tR s 8I $tB s R$tj Rs8 Ak Y pB8kTisR 3y3! qY$R
3DUDOOHOLVP LQ *UDSKLFV &DUGV
3y3! 8sk YBjI ExxnE %${R qY 8I B8k t$t BZ}Z $R b$t YBZY Y 3y3! B Y z- ZR qY pB8kTisR 3y3! {Bts$tR s 1xETbBI RYsIBb iV bY${Y ,}R s {B}k BP Y jsR %sjZR BP Y 3s8t ptsB stI y8s et$t {BtBj $RR k j$8$T ts$t Y tI PB Y pB8k et$tR B s$t RYsIBbI sR Rs $t Y$ jB{sj iVR Y RYsIBb iV }8$R sR 8BI {YstR B A }B{RRI Ak Btjk Bt BP Y pB8k et$tR z- AZR qY ytht$isj$k RkR8 8}jBkR s z- ZR B stRP Btjk R{t R}s{ %- $tPB8s$Bt z- ZR Iss $R ABsI{sR B sjj 3s8t ptsBR qY z- ZR }BB{Bj RZ}}BR Y !}tpN $T stj R$} stI $stj Pst {BtRZ{R RB Y z- ZR jBsI {BR}BtIR {jBRjk B Y jBsI Bt Y YBRTBTs}Y${R AZR qY pB8k et$t $T stj R$} bB,jBsI $R IZ{I Ak sBZtI E( }{t Ak tB {sj{Zjs$t $stj RZ} $tPB8s$Bt
2YHUYLHZ RI 3DUDOOHO *UDSKLFV +DUGZDUH
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3DUDOOHO 5D\ 7UDFLQJ $jsZs }PB8R sjj Y$IIt RZPs{ 8B%sj Ak }Z sk s{$t isk s{$t PZtIs8tsjjk tIR B Pt{ sjj Y B8k Iss $t Y R{t qY sjB$Y8 R$8}jk {BtRZ8R sR 8Z{Y 88Bk sR Y R{t R$9 YZR $ }BBjk YstIjR -8jk js R{tR $jsZs B%{B8R Y$R bs,tRR $t Y sk s{$t sjB$Y8 Ak RYs$t Iss s8Bt 8Zj$}j 8s{Y$tR qY$R $R s AZTPB{ s}}Bs{Y AZ $ $R s sRBtsAj I{$R$Bt {BtR$I$t Y }${ IB}R BP _]R BIsk yt s R$8}j R{t bY Y t$ R{t Iss {st A {Bts$tI b$Y$t s R$tj }B{RR s{Y tBI {B8}ZR sk s{$t {B8}jjk $tI}tIt BP s{Y BY RZj$t $t s I${ j$ts R}IZ} w3$Z MMD qY }ssjjj sk s{$t 8YBIBjBk bYt Y t$ R{t $R BB {B8T }j- B A RBI $t Bt 8s{Y$t $R s Y$Yjk IAssAj RZA`{ b$Y %s$BZR RZRI sjB$Y8R VRRZ8 Ys s {s$t R{t $R BB js Ys bB 8s{Y$tR s JZ$I B RB $ 7%sj }BRR$Aj 8YBIR B -{Z sk s{$t $t Y$R R$Zs$Bt AsR${sjjk AB$j IBbt B $Y Y stRP BP BA`{ Iss s8Bt 8s{Y$tR B Y stRP BP sk Iss s8Bt 8s{Y$tR yt Y hR s}}Bs{Y sR 8s{Y$t V {B8}ZR Y sk:R }sY $ b$jj %tT Zsjjk tI B $% R{t $tPB8s$Bt PB8 BY 8s{Y$tR w3$Z MD ray tracing start
computation complete
intesection found
ProcessA ProcessA )LJXUH isk s{$t bY Bt }B{RR {Bts$tR Y t$ R{t
7KH ¶¶.LODXHD·· 0DVVLYHO\ 3DUDOOHO 5D\ 7UDFHU
ray tracing start
ProcessA
trace first cell no intersection: move on to next cell
ProcessA
scene is not stored in this process: transfer partial scene
computation complete
receive partial scene
intersection found
ProcessA
ProcessA
send partial scene
ProcessB
ProcessB
ProcessB
ProcessB
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ray tracing start
7KH ¶¶.LODXHD·· 0DVVLYHO\ 3DUDOOHO 5D\ 7UDFHU
trace first cell scene is not stored no intersection: in this process: move on to next cell transfer ray data send ray data
ProcessA
ProcessA
ProcessA
ProcessA ProcessA scene is not stored in this process: transfer ray data again send ray data receive ray data
ProcessB
ProcessB
ProcessB
ProcessB receive ray data continue tracing in this process's scene
ProcessC
ProcessC
ProcessC
ProcessC
ProcessB
intersection found
ProcessC
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50% of the scene distributed to machine A 50% of the scene distributed to machine B
Geometry data within one scene
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isk s{$t {B8}Zs$Bt Bt R{tR I$%$II $t Y$R PsRY$Bt $R -{ZI sR PBjjBbR w3$Z MdnD 3$R Y bB 8s{Y$tR }PB8 Y sk s{$t Bt Y -s{ Rs8 sk es{Y 8s{Y$t $tI}tItjk }PB8R Y R}s{ s%Rsj {B8}Zs$Bt es{Y BP Y sk s{$t B}s$BtR {st A {B8T }jjk }ssjjj$9I {sZR Y bB 8s{Y$tR RYs tB R{t Iss Y sk s{$t RZjR s BA%$BZRjk I$&t qY RZjR s {B8}sI Bt Bt BP Y 8s{Y$tR stI Y {jBR $tR{$Bt }B$t $R I8$tI sR Y htsj RZj I$R{sI$t Y BY RZj qY {B8}s$RBt BP Y R}s{ s%Rsj JZRR {st A }PB8I $t }ssjjj sR bjj qbB 8s{Y$tR hR bB {B8}jjk I$&t sk s{$t JZRR qYR skR s IZ}j${sI B bB JZ$%sjt JZRR $t ABY 8s{Y$tR es{Y 8s{Y$t RtIR Bt JZR B $RjP Y BY B Y BY 8s{Y$t stI s{Y 8s{Y$t }PB8R Y sk s{$t $tI}tItjk qY {B8}ZI RZj $R Rt As{, B Y RtI $P Y JZR B$$tsI Bt Y BY 8s{Y$t stI Y ZtI RZj $R {B8}sI b$Y Y RZj BP Y B$$ts$t 8s{Y$t qY {B8}s$RBt htIR BZ Y {jBRR $tR{$Bt }B$t sR Y htsj RZj stI Bt sk s{$t $R {B8}j VR IR{$AI $t 3$Z Md; Y I$R$AZ$Bt BP skR Y sk s{$t stI Y {B8}s$RBt BP Y RZjR {st sjj A -{ZI $t }ssjjj
Ray tracing start
Processor B
Processor A
copy ray data
transfer ray data
Ray tracing start copy ray data ray tracing
traced result
compute ray tracing
ray tracing
traced result
compute ray tracing
ray tracing
comparison of traced results
queue of traced results
comparison of traced results
transfer traced results
queue of traced results
Parallel execution of ray distribution, ray tracing, and comparison of results
traced result
compute ray tracing
queue of ray data
ray tracing
traced result
compute ray tracing
queue of ray data
ray tracing complete
ray tracing complete
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Single Entry Single Retrieve
Multiple Entry Single Retrieve
Single Entry Multiple Retrieve
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PreEntryQueue empty
Unlocked MainQueue contains data A and B.
B A MainQueue PreEntryQueue empty C
B A MainQueue PreEntryQueue A C
C B MainQueue PreEntryQueue C D
Retrieval thread acquires lock. Entry thread tries to enqueue C at the same time.
A is retrieved. Entry thread fails to acquire lock, A so enqueue C in PreEntryQueue.
Retrieval thread unlocks main queue. Entry thread tries to enqueue D.
B MainQueue PreEntryQueue C D
Entry thread successfully acquires lock. C in PreEntryQueue is processed.
D C B MainQueue PreEntryQueue empty
Enqueuing complete. MainQueue is unlocked.
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empty
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empty
Retrieval thread acquires lock. However, queue is empty.
empty
Sleep in condition wait and unlock.
empty
Entry thread acquires lock.
Set new data, unlock queue, wake up retrieval thread.
empty
Retrieval thread acquires lock and takes out data.
empty
Retrieval thread unlocks queue.
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Author Biographies
Alan Chalmers is a Reader in the Department of Computer Science at the University of Bristol, UK. He has published over 80 papers in journals and international conferences on parallel photo-realistic graphics. He was the co-chairman of the recent IEEE Parallel Visualization and Graphics Symposium and is chairman of the Eurographics workshop series on Parallel Graphics and Visualisation. Recently he and Professor F. W. Jansen were the guest editors of the journal Parallel Computing for its special edition on Parallel Graphics and Visualisation. He is also currently Vice President of ACM SIGGRAPH. His research interests include the application of parallel photorealistic graphics to archaeological site visualization in order to provide a flexible tool for investigating site reconstruction and utilization. Timothy A. Davis is an assistant professor in the Computer Science Department at Clemson University where he works within the newly established DPA (Digital Production Arts) group, which trains students to produce special effects for entertainment and commercial projects. His research involves exploiting spatio-temporal coherence in a parallel environment to reduce rendering times for ray-traced animations. He received his Ph.D. from North Carolina State University and has worked in technical positions for the Environmental Protection Agency and NASA Goddard Space Flight Center. Erik Reinhard is a post-doctoral researcher at the University of Utah in the fields of parallel ray tracing and visual perception. He received a 'TWAIO' diploma in parallel computer graphics from Delft University of Technology in 1996 and a Ph.D. degree from the University of Bristol in 2000. His current research interests include algorithms and data structures for real-time ray tracing. This includes mechanisms to trade-off visual quality for interactivity and to add animation capabilities to real-time ray tracing. 369
370
Author Biographies
Kadi Bouatouch is an electronics and automatic systems engineer (ENSEM 1974). He was awarded a Ph.D. in 1977 and a higher doctorate on computer science in the fi eld of computer graphics in 1989. He is working on global illumination, lighting simulation for complex environments, parallel radiosity, computer architecture for image synthesis, virtual augmented reality, computer vision and visual comfort. He designed a VLSI chip for image synthesis. He is currently Professor at the University of Rennes 1 (France) and researcher at IRISA. He has published more than seventy papers. Toshi Kato has devoted his time to the development of high-end production-level renderers for sixteen years. Currently he is the project leader of an ongoing project “Kilauea,” a parallel ray tracer developed at Square USA’s R&D department. From 1993 to 1998 he developed an in-house scanline-based renderer at Rhythm & Hues in LA and participated in the production of movies such as Mouse Hunt (1998), Kazaam (1996) and Babe (1995). He also developed a special stereoscopic renderer for IMAX’s Omnimax Solido dome. Steven Parker is a Research Assistant Professor in the Department of Computer Science at the University of Utah. His research focuses on problem solving environments, which tie together scientifi c computing, scientifi c visualization, and computer graphics. He was a recipient of the Computational Science Graduate Fellowship from the Dept. of Energy. He received a Ph.D. from the University of Utah (1999), and B.S. in Electrical Engineering from the University of Oklahoma (1992). Tim Purcell is a third year Ph.D. student in the department of Computer Science at Stanford University. His research focuses on architectural design for hardware ray tracing. He was a recipient of the Graduate Research Fellowship from the National Science Foundation. He received a B.S. in Computer Science from the University of Utah in 1998.
Philipp Slusallek is a professor at the computer graphics lab at Saarland University. He was visiting assistant professor at the Stanford University graphics lab (1998–1999). He received a Diploma in physics from the University of Tuebingen (1990) and a Ph.D. in computer science from the University of Erlangen (1995). He leads the Vision project, a large object-oriented, physically-based rendering system. His current research activities focus on interactive ray-tracing on off -the-shelf computers and designing a hardware architecture for real-time ray tracing.