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Duncan's taxonomy

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176:, proposed during the 1980s, are multiprocessors in which data and partial results are rhythmically pumped from processor to processor through a regular, local interconnection network. Systolic architectures use a global clock and explicit timing delays to synchronize data flow from processor to processor. Each processor in a systolic system executes an invariant sequence of instructions before data and results are pulsed to neighboring processors. 185:
can be different for each processor, they need not be. Thus, MIMD architectures can run identical programs that are in various stages at any given time, run unique instruction and data streams on each processor or execute a combination of each these scenarios. This category is subdivided further primarily on the basis of memory organization.
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Based on Flynn's multiple-instruction-multiple-data streams terminology, this category spans a wide spectrum of architectures in which processors execute multiple instruction sequences on (potentially) dissimilar data streams without strict synchronization. Although both instruction and data streams
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subclasses. SIMD architectures are characterized by having a control unit broadcast a common instruction to all processing elements, which execute that instruction in lockstep on diverse operands from local data. Common features include the ability for individual processors to disable an instruction
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This category includes all the parallel architectures that coordinate concurrent execution in lockstep fashion and do so via mechanisms such as global clocks, central control units or vector unit controllers. Further subdivision of this category is made primarily on the basis of the synchronization
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The MIMD-based paradigms category subsumes systems in which a specific programming or execution paradigm is at least as fundamental to the architectural design as structural considerations are. Thus, the design of
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is as much the product of supporting their distinctive execution paradigm as it is a product of connecting processors and memories in MIMD fashion. The category's subdivisions are defined by these paradigms.
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The late 1980s and early 1990s saw the introduction of vector architectures, such as the Cray Y-MP/4 and Nippon Electric Corporation SX-3 that supported 4-10 vector processors with a shared memory (see
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Michael Jurczyk and Thomas Schwederski,"SIMD-Processing: Concepts and Systems", pp. 649-679 in Parallel and Distributed Computing Handbook, A. Zomaya, ed., McGraw-Hill, 1996.
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The taxonomy was developed during 1988-1990 and was first published in 1990. Its original categories are indicated below.
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architectures. Early examples of register-to-register architectures from the 1960s and early 1970s include the
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and the ability to propagate instruction results to immediate neighbors over an interconnection network.
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Duncan, Ralph, "A Survey of Parallel Computer Architectures", IEEE Computer. February 1990, pp. 5-16.
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architectures, while those that feed functional units from special memory buffers are designated as
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are characterized by pipelined functional units that accept a sequential stream of array or
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Flynn, M.J., "Very High Speed Computing Systems", Proc. IEEE. Vol. 54, 1966, pp.1901-1909.
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described above, as well as by operating multiple units of this kind in parallel and by
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Vector architectures that stream vector elements into functional units from special
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Kung, H.T., "Why Systolic Arrays?", Computer, Vol. 15, No. 1, Jan. 1982, pp. 37-46.
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Computer Society Press, Los Alamitos, California, 1984, esp. chapters 1 and 2.
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Russell, R.M., "The CRAY-1 Computer System," Comm. ACM, Jan. 1978, pp. 63-72.
104: 124: 26:, proposed by Ralph Duncan in 1990. Duncan suggested modifications to 127:
may mark the beginning of the modern revival of Vector processing.
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are processing different elements of the vector at a given time.
142:(single instruction stream, multiple data stream) category from 318:
The ASC: a Highly Modular Flexible Super Computer Architecture,
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C Xavier and S S Iyengar, Introduction to Parallel Programming
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Proc. AFIPS Fall Joint Computer Conference, 1972, pp. 221-228.
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are early examples of memory-to-memory vector architectures.
138: 81:the output of one unit into another unit as input. 296:Tutorial Supercomputers: Design and Applications. 73:is provided both by the pipelining in individual 65:elements, such that different stages in a filled 356: 198: 50: 41: 290: 288: 337: 335: 301: 258: 256: 254: 252: 250: 248: 246: 16:Classification of computer architectures 310: 30:to include pipelined vector processes. 357: 285: 332: 323: 243: 188: 179: 163: 265: 226: 281:Introduction to Parallel Algorithms 274: 221: 216: 13: 231: 158: 14: 376: 168: 193: 100:and Fujitsu VP-200, while the 1: 236: 112:Advanced Scientific Computer 7: 199:MIMD-paradigm architectures 51:Pipelined vector processors 33: 10: 381: 42:Synchronous architectures 102:Control Data Corporation 131: 22:is a classification of 206:dataflow architectures 24:computer architectures 365:Computer architecture 136:This scheme uses the 146:as a root class for 90:register-to-register 120:NEC SX architecture 210:reduction machines 189:Distributed memory 180:MIMD architectures 164:Associative memory 152:associative memory 107:, CDC 205 and the 227:Reduction machine 109:Texas Instruments 58:vector processors 20:Duncan's taxonomy 372: 342: 339: 330: 327: 321: 314: 308: 305: 299: 294:Hwang, K., ed., 292: 283: 278: 272: 269: 263: 260: 222:Dataflow machine 217:MIMD/SIMD hybrid 144:Flynn's taxonomy 128: 94:memory-to-memory 86:vector registers 75:functional units 28:Flynn's taxonomy 380: 379: 375: 374: 373: 371: 370: 369: 355: 354: 353: 346: 345: 340: 333: 328: 324: 315: 311: 306: 302: 293: 286: 279: 275: 270: 266: 261: 244: 239: 234: 232:Wavefront array 229: 224: 219: 201: 196: 191: 182: 174:Systolic arrays 171: 166: 161: 159:Processor array 148:processor array 134: 123: 53: 44: 36: 17: 12: 11: 5: 378: 368: 367: 352: 351: 347: 344: 343: 331: 322: 316:Watson, W.J., 309: 300: 284: 273: 264: 241: 240: 238: 235: 233: 230: 228: 225: 223: 220: 218: 215: 200: 197: 195: 192: 190: 187: 181: 178: 170: 169:Systolic array 167: 165: 162: 160: 157: 133: 130: 52: 49: 43: 40: 35: 32: 15: 9: 6: 4: 3: 2: 377: 366: 363: 362: 360: 349: 348: 338: 336: 326: 319: 313: 304: 297: 291: 289: 282: 277: 268: 259: 257: 255: 253: 251: 249: 247: 242: 214: 211: 207: 194:Shared memory 186: 177: 175: 156: 153: 149: 145: 141: 140: 129: 126: 121: 115: 113: 110: 106: 103: 99: 95: 91: 87: 82: 80: 76: 72: 68: 64: 60: 59: 48: 39: 31: 29: 25: 21: 325: 317: 312: 303: 295: 276: 267: 209: 205: 202: 183: 173: 172: 151: 147: 137: 135: 116: 93: 89: 83: 78: 62: 55: 54: 45: 37: 19: 18: 88:are termed 71:Parallelism 47:mechanism. 237:References 125:RISC-V RVV 56:Pipelined 359:Category 105:STAR-100 79:chaining 67:pipeline 34:Taxonomy 98:Cray-1 63:vector 208:and 150:and 139:SIMD 132:SIMD 122:). 361:: 334:^ 287:^ 245:^

Index

computer architectures
Flynn's taxonomy
vector processors
pipeline
Parallelism
functional units
vector registers
Cray-1
Control Data Corporation
STAR-100
Texas Instruments
Advanced Scientific Computer
NEC SX architecture
RISC-V RVV
SIMD
Flynn's taxonomy







Introduction to Parallel Algorithms




Category
Computer architecture

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