diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook-20150805.pdf b/Documentation/CNTK-TechReport/lyx/CNTKBook-20151130.pdf similarity index 52% rename from Documentation/CNTK-TechReport/lyx/CNTKBook-20150805.pdf rename to Documentation/CNTK-TechReport/lyx/CNTKBook-20151130.pdf index 7b219b1aa..11c77cb30 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook-20150805.pdf +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook-20151130.pdf @@ -109,1212 +109,1209 @@ endobj (\376\377\0002\000.\0006\000.\0003\000\040\000B\000u\000i\000l\000d\000i\000n\000g\000\040\000A\000r\000b\000i\000t\000r\000a\000r\000y\000\040\000R\000e\000c\000u\000r\000r\000e\000n\000t\000\040\000N\000e\000u\000r\000a\000l\000\040\000N\000e\000t\000w\000o\000r\000k\000s) endobj 73 0 obj -<< /S /GoTo /D (section.2.7) >> -endobj -76 0 obj -(\376\377\0002\000.\0007\000\040\000M\000u\000l\000t\000i\000p\000l\000e\000\040\000N\000e\000t\000w\000o\000r\000k\000s) -endobj -77 0 obj -<< /S /GoTo /D (subsection.2.7.1) >> 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0 R +>> +endobj +291 0 obj +<< /Title 292 0 R /A 289 0 R -/Parent 267 0 R -/Prev 287 0 R -/Next 295 0 R ->> endobj -287 0 obj << +/Parent 255 0 R +/Prev 259 0 R +/Next 303 0 R +/First 295 0 R +/Last 299 0 R +/Count -2 +>> +endobj +287 0 obj +<< /Title 288 0 R /A 285 0 R -/Parent 267 0 R +/Parent 259 0 R /Prev 283 0 R -/Next 291 0 R ->> endobj -283 0 obj << +>> +endobj +283 0 obj +<< /Title 284 0 R /A 281 0 R -/Parent 267 0 R +/Parent 259 0 R /Prev 279 0 R /Next 287 0 R ->> endobj -279 0 obj << +>> +endobj +279 0 obj +<< /Title 280 0 R /A 277 0 R -/Parent 267 0 R +/Parent 259 0 R /Prev 275 0 R /Next 283 0 R ->> endobj -275 0 obj << +>> +endobj +275 0 obj +<< /Title 276 0 R /A 273 0 R -/Parent 267 0 R +/Parent 259 0 R /Prev 271 0 R /Next 279 0 R ->> endobj -271 0 obj << +>> +endobj +271 0 obj +<< /Title 272 0 R /A 269 0 R -/Parent 267 0 R +/Parent 259 0 R +/Prev 267 0 R /Next 275 0 R ->> endobj -267 0 obj << +>> +endobj +267 0 obj +<< /Title 268 0 R /A 265 0 R -/Parent 263 0 R -/Next 299 0 R -/First 271 0 R -/Last 295 0 R -/Count -7 ->> endobj -263 0 obj << +/Parent 259 0 R +/Prev 263 0 R +/Next 271 0 R +>> +endobj +263 0 obj +<< /Title 264 0 R /A 261 0 R /Parent 259 0 R -/Next 471 0 R -/First 267 0 R -/Last 323 0 R -/Count -4 ->> endobj -259 0 obj << +/Next 267 0 R +>> +endobj +259 0 obj +<< /Title 260 0 R /A 257 0 R -/Parent 4262 0 R -/Prev 83 0 R -/Next 571 0 R +/Parent 255 0 R +/Next 291 0 R /First 263 0 R -/Last 471 0 R -/Count 2 ->> endobj -255 0 obj << +/Last 287 0 R +/Count -7 +>> +endobj +255 0 obj +<< /Title 256 0 R /A 253 0 R -/Parent 235 0 R -/Prev 251 0 R ->> endobj -251 0 obj << +/Parent 251 0 R +/Next 463 0 R +/First 259 0 R +/Last 315 0 R +/Count -4 +>> +endobj +251 0 obj +<< /Title 252 0 R /A 249 0 R -/Parent 235 0 R -/Prev 247 0 R -/Next 255 0 R ->> endobj -247 0 obj << +/Parent 3599 0 R +/Prev 75 0 R +/Next 563 0 R +/First 255 0 R +/Last 463 0 R +/Count 2 +>> +endobj +247 0 obj +<< /Title 248 0 R /A 245 0 R -/Parent 235 0 R +/Parent 227 0 R /Prev 243 0 R -/Next 251 0 R ->> endobj -243 0 obj << +>> +endobj +243 0 obj +<< /Title 244 0 R /A 241 0 R -/Parent 235 0 R +/Parent 227 0 R /Prev 239 0 R /Next 247 0 R ->> endobj -239 0 obj << +>> +endobj +239 0 obj +<< /Title 240 0 R /A 237 0 R -/Parent 235 0 R +/Parent 227 0 R +/Prev 235 0 R /Next 243 0 R ->> endobj -235 0 obj << +>> +endobj +235 0 obj +<< /Title 236 0 R /A 233 0 R -/Parent 83 0 R -/Prev 211 0 R -/First 239 0 R -/Last 255 0 R -/Count -5 ->> endobj -231 0 obj << +/Parent 227 0 R +/Prev 231 0 R +/Next 239 0 R +>> +endobj +231 0 obj +<< /Title 232 0 R /A 229 0 R -/Parent 211 0 R -/Prev 227 0 R ->> endobj -227 0 obj << +/Parent 227 0 R +/Next 235 0 R +>> +endobj +227 0 obj +<< /Title 228 0 R /A 225 0 R -/Parent 211 0 R -/Prev 223 0 R -/Next 231 0 R ->> endobj -223 0 obj << +/Parent 75 0 R +/Prev 203 0 R +/First 231 0 R +/Last 247 0 R +/Count -5 +>> +endobj +223 0 obj +<< /Title 224 0 R /A 221 0 R -/Parent 211 0 R +/Parent 203 0 R /Prev 219 0 R -/Next 227 0 R ->> endobj -219 0 obj 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/Title 168 0 R /A 165 0 R -/Parent 155 0 R +/Parent 147 0 R /Prev 163 0 R /Next 171 0 R ->> endobj -163 0 obj << +>> +endobj +163 0 obj +<< /Title 164 0 R /A 161 0 R -/Parent 155 0 R +/Parent 147 0 R /Prev 159 0 R /Next 167 0 R ->> endobj -159 0 obj << +>> +endobj +159 0 obj +<< /Title 160 0 R /A 157 0 R -/Parent 155 0 R +/Parent 147 0 R +/Prev 155 0 R /Next 163 0 R ->> endobj -155 0 obj << +>> +endobj +155 0 obj +<< /Title 156 0 R /A 153 0 R -/Parent 83 0 R -/Prev 135 0 R -/Next 203 0 R -/First 159 0 R -/Last 199 0 R -/Count -11 ->> endobj -151 0 obj << +/Parent 147 0 R +/Prev 151 0 R +/Next 159 0 R +>> +endobj +151 0 obj +<< /Title 152 0 R /A 149 0 R -/Parent 135 0 R -/Prev 147 0 R ->> endobj -147 0 obj << +/Parent 147 0 R +/Next 155 0 R +>> +endobj +147 0 obj +<< /Title 148 0 R /A 145 0 R -/Parent 135 0 R -/Prev 143 0 R -/Next 151 0 R ->> endobj -143 0 obj << +/Parent 75 0 R +/Prev 127 0 R +/Next 195 0 R +/First 151 0 R +/Last 191 0 R +/Count -11 +>> +endobj +143 0 obj +<< /Title 144 0 R /A 141 0 R -/Parent 135 0 R +/Parent 127 0 R /Prev 139 0 R -/Next 147 0 R ->> endobj -139 0 obj << +>> +endobj +139 0 obj +<< /Title 140 0 R /A 137 0 R -/Parent 135 0 R +/Parent 127 0 R +/Prev 135 0 R /Next 143 0 R ->> endobj -135 0 obj << +>> +endobj +135 0 obj +<< /Title 136 0 R /A 133 0 R -/Parent 83 0 R -/Prev 103 0 R -/Next 155 0 R -/First 139 0 R -/Last 151 0 R -/Count -4 ->> endobj -131 0 obj << +/Parent 127 0 R +/Prev 131 0 R +/Next 139 0 R +>> +endobj +131 0 obj +<< /Title 132 0 R /A 129 0 R -/Parent 107 0 R -/Prev 127 0 R ->> endobj -127 0 obj << +/Parent 127 0 R +/Next 135 0 R +>> +endobj +127 0 obj +<< /Title 128 0 R /A 125 0 R -/Parent 107 0 R -/Prev 123 0 R -/Next 131 0 R ->> endobj -123 0 obj << +/Parent 75 0 R +/Prev 95 0 R +/Next 147 0 R +/First 131 0 R +/Last 143 0 R +/Count -4 +>> +endobj +123 0 obj +<< /Title 124 0 R /A 121 0 R -/Parent 107 0 R +/Parent 99 0 R /Prev 119 0 R -/Next 127 0 R ->> endobj -119 0 obj << +>> +endobj +119 0 obj +<< /Title 120 0 R /A 117 0 R -/Parent 107 0 R +/Parent 99 0 R /Prev 115 0 R /Next 123 0 R ->> endobj -115 0 obj << +>> +endobj +115 0 obj +<< /Title 116 0 R /A 113 0 R -/Parent 107 0 R +/Parent 99 0 R /Prev 111 0 R /Next 119 0 R ->> endobj -111 0 obj << +>> +endobj +111 0 obj +<< /Title 112 0 R /A 109 0 R -/Parent 107 0 R +/Parent 99 0 R +/Prev 107 0 R /Next 115 0 R ->> endobj -107 0 obj << +>> +endobj +107 0 obj +<< /Title 108 0 R /A 105 0 R -/Parent 103 0 R -/First 111 0 R -/Last 131 0 R -/Count -6 ->> endobj -103 0 obj << +/Parent 99 0 R +/Prev 103 0 R +/Next 111 0 R +>> +endobj +103 0 obj +<< /Title 104 0 R /A 101 0 R -/Parent 83 0 R -/Prev 91 0 R -/Next 135 0 R -/First 107 0 R -/Last 107 0 R -/Count -1 ->> endobj -99 0 obj << +/Parent 99 0 R +/Next 107 0 R +>> +endobj +99 0 obj +<< /Title 100 0 R /A 97 0 R -/Parent 91 0 R -/Prev 95 0 R ->> endobj -95 0 obj << +/Parent 95 0 R +/First 103 0 R +/Last 123 0 R +/Count -6 +>> +endobj +95 0 obj +<< /Title 96 0 R /A 93 0 R -/Parent 91 0 R -/Next 99 0 R ->> 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-24309,6286 +25782,6390 @@ endobj /First 39 0 R /Last 51 0 R /Count -4 ->> endobj -31 0 obj << +>> +endobj +31 0 obj +<< /Title 32 0 R /A 29 0 R /Parent 19 0 R /Prev 27 0 R /Next 35 0 R ->> endobj -27 0 obj << +>> +endobj +27 0 obj +<< /Title 28 0 R /A 25 0 R /Parent 19 0 R /Prev 23 0 R /Next 31 0 R ->> endobj -23 0 obj << +>> +endobj +23 0 obj +<< /Title 24 0 R /A 21 0 R /Parent 19 0 R /Next 27 0 R ->> endobj -19 0 obj << +>> +endobj +19 0 obj +<< /Title 20 0 R /A 17 0 R -/Parent 4262 0 R +/Parent 3599 0 R /Prev 3 0 R -/Next 83 0 R +/Next 75 0 R /First 23 0 R -/Last 75 0 R -/Count 7 ->> endobj -15 0 obj << +/Last 59 0 R +/Count 6 +>> +endobj +15 0 obj +<< /Title 16 0 R /A 13 0 R /Parent 3 0 R /Prev 11 0 R ->> endobj -11 0 obj << +>> +endobj +11 0 obj +<< /Title 12 0 R /A 9 0 R /Parent 3 0 R /Prev 7 0 R /Next 15 0 R ->> endobj -7 0 obj << +>> +endobj +7 0 obj +<< /Title 8 0 R /A 5 0 R /Parent 3 0 R /Next 11 0 R ->> endobj -3 0 obj << +>> +endobj +3 0 obj +<< /Title 4 0 R /A 1 0 R 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[(cite.CD-RNN-LM-Mikolov:2012) 1320 0 R (cite.CNN-ASR-Abdel+2013) 1315 0 R (cite.CNN-ASR-abdel+2012) 1311 0 R (cite.CNN-ASR-deng+2013) 1316 0 R (cite.CNN-FastComputing-chellapilla+2006) 1308 0 R (cite.CNN-FeatureHierarchy-kavukcuoglu+2010) 1309 0 R] /Limits [(cite.CD-RNN-LM-Mikolov:2012) (cite.CNN-FeatureHierarchy-kavukcuoglu+2010)] ->> endobj -4268 0 obj << -/Names [(cite.CNN-LVCSR-sainath+2013) 1327 0 R (cite.CNN-atlas1988) 1612 0 R (cite.CNN-lecun:1995) 1321 0 R (cite.DCNN-ImageNet-krizhevsky+2012) 1324 0 R (cite.DCNN-LVCSR-sainath+2013) 1328 0 R (cite.DNN-4Groups-Hinton+2012) 1320 0 R] +>> +endobj +3605 0 obj +<< +/Names [(cite.CNN-LVCSR-sainath+2013) 1313 0 R (cite.CNN-atlas1988) 1599 0 R (cite.CNN-lecun:1995) 1307 0 R (cite.DCNN-ImageNet-krizhevsky+2012) 1310 0 R (cite.DCNN-LVCSR-sainath+2013) 1314 0 R (cite.DNN-4Groups-Hinton+2012) 1306 0 R] /Limits [(cite.CNN-LVCSR-sainath+2013) (cite.DNN-4Groups-Hinton+2012)] ->> endobj -4269 0 obj << -/Names [(cite.DNN-Bottlenec-Yu:2011) 1318 0 R (cite.DNN-LVSR-Jaitly+2012) 1319 0 R (cite.DNN-SWB-seide+2011) 1316 0 R (cite.EvaluatingDerivatives-griewank+2008) 1416 0 R (cite.Extensions-RNN-LM-Mikolov:2011) 3486 0 R (cite.FeatEngInDNN-Seide+2011) 1317 0 R] +>> +endobj +3606 0 obj +<< +/Names [(cite.DNN-Bottlenec-Yu:2011) 1304 0 R (cite.DNN-LVSR-Jaitly+2012) 1305 0 R (cite.DNN-SWB-seide+2011) 1302 0 R (cite.EvaluatingDerivatives-griewank+2008) 1403 0 R (cite.Extensions-RNN-LM-Mikolov:2011) 3461 0 R (cite.FeatEngInDNN-Seide+2011) 1303 0 R] /Limits [(cite.DNN-Bottlenec-Yu:2011) (cite.FeatEngInDNN-Seide+2011)] ->> endobj -4270 0 obj << -/Names [(cite.GenTextWithRNN-Sutskever+2011) 1333 0 R (cite.LSTM-GenSequence-Graves-2013) 1689 0 R (cite.LSTM-hochreiter:1997) 1331 0 R (cite.ParseLanguageWithRNN-Socher+2011) 1332 0 R (cite.RASR-NN-RWTH-Toolkit-Wiesler+2014) 1338 0 R (cite.RNNLMWithLinguisticFeature-Shi+2012) 1335 0 R] +>> +endobj +3607 0 obj +<< +/Names [(cite.GenTextWithRNN-Sutskever+2011) 1319 0 R 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[(cite.SGD-CNTK-Guenter+2013) (cite.Theano-bergstra+2010)] ->> endobj -4272 0 obj << -/Names [(cite.TransferLearning-DNN-Ciresan+2012) 1326 0 R (cite.Variable-Component-Deep-Neural-Network:2014) 1146 0 R (equation.2.3.1) 1388 0 R (equation.2.3.2) 1389 0 R (equation.2.3.3) 1400 0 R (equation.2.3.5) 1432 0 R] +>> +endobj +3609 0 obj +<< +/Names [(cite.TransferLearning-DNN-Ciresan+2012) 1312 0 R (cite.Variable-Component-Deep-Neural-Network:2014) 1132 0 R (equation.2.3.1) 1375 0 R (equation.2.3.2) 1376 0 R (equation.2.3.3) 1387 0 R (equation.2.3.5) 1419 0 R] /Limits [(cite.TransferLearning-DNN-Ciresan+2012) (equation.2.3.5)] ->> endobj -4273 0 obj << -/Names [(equation.2.4.10) 1448 0 R (equation.2.4.101) 1545 0 R (equation.2.4.102) 1550 0 R (equation.2.4.103) 1551 0 R (equation.2.4.106) 1552 0 R (equation.2.4.107) 1554 0 R] +>> +endobj +3610 0 obj +<< +/Names [(equation.2.4.10) 1435 0 R (equation.2.4.101) 1532 0 R (equation.2.4.102) 1533 0 R (equation.2.4.103) 1538 0 R (equation.2.4.106) 1539 0 R (equation.2.4.107) 1541 0 R] /Limits [(equation.2.4.10) (equation.2.4.107)] ->> endobj -4274 0 obj << -/Names [(equation.2.4.109) 1559 0 R (equation.2.4.11) 1449 0 R (equation.2.4.112) 1560 0 R (equation.2.4.115) 1561 0 R (equation.2.4.117) 1562 0 R (equation.2.4.121) 1563 0 R] +>> +endobj +3611 0 obj +<< +/Names [(equation.2.4.109) 1542 0 R (equation.2.4.11) 1436 0 R (equation.2.4.112) 1547 0 R (equation.2.4.115) 1548 0 R (equation.2.4.117) 1549 0 R (equation.2.4.121) 1550 0 R] /Limits [(equation.2.4.109) (equation.2.4.121)] ->> endobj -4275 0 obj << -/Names [(equation.2.4.122) 1568 0 R (equation.2.4.123) 1569 0 R (equation.2.4.124) 1570 0 R (equation.2.4.125) 1571 0 R (equation.2.4.13) 1450 0 R (equation.2.4.130) 1572 0 R] +>> +endobj +3612 0 obj +<< +/Names [(equation.2.4.122) 1551 0 R (equation.2.4.123) 1552 0 R (equation.2.4.124) 1553 0 R (equation.2.4.125) 1558 0 R (equation.2.4.13) 1437 0 R (equation.2.4.130) 1559 0 R] /Limits [(equation.2.4.122) (equation.2.4.130)] ->> endobj -4276 0 obj << -/Names [(equation.2.4.131) 1573 0 R (equation.2.4.132) 1578 0 R (equation.2.4.14) 1455 0 R (equation.2.4.149) 1584 0 R (equation.2.4.15) 1456 0 R (equation.2.4.154) 1585 0 R] +>> +endobj +3613 0 obj +<< +/Names [(equation.2.4.131) 1560 0 R (equation.2.4.132) 1565 0 R (equation.2.4.14) 1442 0 R (equation.2.4.149) 1570 0 R (equation.2.4.15) 1443 0 R (equation.2.4.154) 1571 0 R] /Limits [(equation.2.4.131) (equation.2.4.154)] ->> endobj -4277 0 obj << -/Names [(equation.2.4.156) 1609 0 R (equation.2.4.159) 1610 0 R (equation.2.4.161) 1611 0 R (equation.2.4.17) 1457 0 R (equation.2.4.18) 1458 0 R (equation.2.4.19) 1459 0 R] +>> +endobj +3614 0 obj +<< +/Names [(equation.2.4.156) 1596 0 R (equation.2.4.159) 1597 0 R (equation.2.4.161) 1598 0 R (equation.2.4.17) 1444 0 R (equation.2.4.18) 1445 0 R (equation.2.4.19) 1446 0 R] /Limits [(equation.2.4.156) (equation.2.4.19)] ->> endobj -4278 0 obj << -/Names [(equation.2.4.21) 1460 0 R (equation.2.4.22) 1461 0 R (equation.2.4.23) 1467 0 R (equation.2.4.25) 1468 0 R (equation.2.4.26) 1469 0 R (equation.2.4.27) 1470 0 R] +>> +endobj +3615 0 obj +<< +/Names [(equation.2.4.21) 1447 0 R (equation.2.4.22) 1448 0 R (equation.2.4.23) 1453 0 R (equation.2.4.25) 1454 0 R (equation.2.4.26) 1455 0 R (equation.2.4.27) 1456 0 R] /Limits [(equation.2.4.21) (equation.2.4.27)] ->> endobj -4279 0 obj << -/Names [(equation.2.4.29) 1471 0 R (equation.2.4.30) 1472 0 R (equation.2.4.31) 1473 0 R (equation.2.4.36) 1479 0 R (equation.2.4.37) 1480 0 R (equation.2.4.38) 1481 0 R] +>> +endobj +3616 0 obj +<< +/Names [(equation.2.4.29) 1457 0 R (equation.2.4.30) 1458 0 R (equation.2.4.31) 1459 0 R (equation.2.4.36) 1466 0 R (equation.2.4.37) 1467 0 R (equation.2.4.38) 1468 0 R] /Limits [(equation.2.4.29) (equation.2.4.38)] ->> endobj -4280 0 obj << -/Names [(equation.2.4.43) 1482 0 R (equation.2.4.44) 1483 0 R (equation.2.4.45) 1488 0 R (equation.2.4.47) 1489 0 R (equation.2.4.48) 1490 0 R (equation.2.4.49) 1491 0 R] +>> 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(equation.2.4.63) 1491 0 R (equation.2.4.64) 1492 0 R (equation.2.4.65) 1493 0 R] /Limits [(equation.2.4.59) (equation.2.4.65)] ->> endobj -4283 0 obj << -/Names [(equation.2.4.66) 1511 0 R (equation.2.4.69) 1512 0 R (equation.2.4.7) 1439 0 R (equation.2.4.70) 1513 0 R (equation.2.4.71) 1514 0 R (equation.2.4.72) 1515 0 R] +>> +endobj +3620 0 obj +<< +/Names [(equation.2.4.66) 1498 0 R (equation.2.4.69) 1499 0 R (equation.2.4.7) 1426 0 R (equation.2.4.70) 1500 0 R (equation.2.4.71) 1501 0 R (equation.2.4.72) 1502 0 R] /Limits [(equation.2.4.66) (equation.2.4.72)] ->> endobj -4284 0 obj << -/Names [(equation.2.4.73) 1516 0 R (equation.2.4.76) 1521 0 R (equation.2.4.77) 1522 0 R (equation.2.4.78) 1523 0 R (equation.2.4.81) 1524 0 R (equation.2.4.82) 1525 0 R] +>> +endobj +3621 0 obj +<< +/Names [(equation.2.4.73) 1503 0 R (equation.2.4.76) 1504 0 R (equation.2.4.77) 1505 0 R (equation.2.4.78) 1510 0 R (equation.2.4.81) 1511 0 R (equation.2.4.82) 1512 0 R] /Limits [(equation.2.4.73) (equation.2.4.82)] ->> endobj -4285 0 obj << -/Names [(equation.2.4.83) 1526 0 R (equation.2.4.84) 1532 0 R (equation.2.4.85) 1533 0 R (equation.2.4.88) 1534 0 R (equation.2.4.9) 1447 0 R (equation.2.4.91) 1535 0 R] +>> +endobj +3622 0 obj +<< +/Names [(equation.2.4.83) 1513 0 R (equation.2.4.84) 1514 0 R (equation.2.4.85) 1519 0 R (equation.2.4.88) 1520 0 R (equation.2.4.9) 1434 0 R (equation.2.4.91) 1521 0 R] /Limits [(equation.2.4.83) (equation.2.4.91)] ->> endobj -4286 0 obj << -/Names [(equation.2.4.92) 1536 0 R (equation.2.4.93) 1541 0 R (equation.2.4.94) 1542 0 R (equation.2.4.95) 1543 0 R (equation.2.4.98) 1544 0 R (equation.2.5.162) 1623 0 R] +>> +endobj +3623 0 obj +<< +/Names [(equation.2.4.92) 1522 0 R (equation.2.4.93) 1523 0 R (equation.2.4.94) 1524 0 R (equation.2.4.95) 1530 0 R (equation.2.4.98) 1531 0 R (equation.2.5.162) 1610 0 R] /Limits [(equation.2.4.92) (equation.2.5.162)] ->> endobj -4287 0 obj << -/Names [(equation.2.5.163) 1624 0 R (equation.2.5.164) 1625 0 R (equation.2.5.165) 1635 0 R (equation.2.5.170) 1640 0 R (equation.2.5.172) 1641 0 R (equation.2.6.174) 1642 0 R] +>> +endobj +3624 0 obj +<< +/Names [(equation.2.5.163) 1611 0 R (equation.2.5.164) 1612 0 R (equation.2.5.165) 1622 0 R (equation.2.5.170) 1627 0 R (equation.2.5.172) 1628 0 R (equation.2.6.174) 1629 0 R] /Limits [(equation.2.5.163) (equation.2.6.174)] ->> endobj -4288 0 obj << -/Names [(equation.2.6.176) 1655 0 R (equation.2.6.177) 1656 0 R (equation.2.6.178) 1688 0 R (equation.2.6.183) 1694 0 R (equation.2.6.196) 1695 0 R (equation.2.6.198) 1696 0 R] +>> +endobj +3625 0 obj +<< +/Names [(equation.2.6.176) 1642 0 R (equation.2.6.177) 1643 0 R (equation.2.6.178) 1675 0 R (equation.2.6.183) 1681 0 R (equation.2.6.196) 1682 0 R (equation.2.6.198) 1683 0 R] /Limits [(equation.2.6.176) (equation.2.6.198)] ->> endobj -4289 0 obj << -/Names [(figure.1.1) 1147 0 R (figure.1.2) 1257 0 R (figure.1.3) 1258 0 R (figure.1.4) 1272 0 R (figure.1.5) 1273 0 R (figure.2.1) 1357 0 R] +>> 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-4292 0 obj << -/Names [(lstlisting.3.-10) 1860 0 R (lstlisting.3.-11) 1872 0 R (lstlisting.3.-12) 1893 0 R (lstlisting.3.-13) 1903 0 R (lstlisting.3.-14) 1911 0 R (lstlisting.3.-15) 1941 0 R] +>> +endobj +3629 0 obj +<< +/Names [(lstlisting.3.-10) 1843 0 R (lstlisting.3.-11) 1855 0 R (lstlisting.3.-12) 1876 0 R (lstlisting.3.-13) 1886 0 R (lstlisting.3.-14) 1893 0 R (lstlisting.3.-15) 1923 0 R] /Limits [(lstlisting.3.-10) (lstlisting.3.-15)] ->> endobj -4293 0 obj << -/Names [(lstlisting.3.-16) 1944 0 R (lstlisting.3.-17) 1966 0 R (lstlisting.3.-18) 1977 0 R (lstlisting.3.-19) 1979 0 R (lstlisting.3.-20) 1991 0 R (lstlisting.3.-21) 1997 0 R] +>> +endobj +3630 0 obj +<< +/Names [(lstlisting.3.-16) 1926 0 R (lstlisting.3.-17) 1949 0 R (lstlisting.3.-18) 1960 0 R (lstlisting.3.-19) 1962 0 R (lstlisting.3.-20) 1973 0 R (lstlisting.3.-21) 1980 0 R] /Limits [(lstlisting.3.-16) (lstlisting.3.-21)] ->> endobj -4294 0 obj << -/Names [(lstlisting.3.-22) 2014 0 R (lstlisting.3.-23) 2016 0 R (lstlisting.3.-24) 2022 0 R (lstlisting.3.-25) 2024 0 R (lstlisting.3.-26) 2030 0 R (lstlisting.3.-27) 2038 0 R] +>> +endobj +3631 0 obj +<< +/Names [(lstlisting.3.-22) 1997 0 R (lstlisting.3.-23) 1999 0 R (lstlisting.3.-24) 2005 0 R (lstlisting.3.-25) 2007 0 R (lstlisting.3.-26) 2013 0 R (lstlisting.3.-27) 2021 0 R] /Limits [(lstlisting.3.-22) (lstlisting.3.-27)] ->> endobj -4295 0 obj << -/Names [(lstlisting.3.-28) 2040 0 R (lstlisting.3.-29) 2057 0 R (lstlisting.3.-30) 2059 0 R (lstlisting.3.-31) 2061 0 R (lstlisting.3.-32) 2063 0 R (lstlisting.3.-33) 2070 0 R] +>> +endobj +3632 0 obj +<< +/Names [(lstlisting.3.-28) 2023 0 R (lstlisting.3.-29) 2039 0 R (lstlisting.3.-30) 2041 0 R (lstlisting.3.-31) 2043 0 R (lstlisting.3.-32) 2045 0 R (lstlisting.3.-33) 2052 0 R] /Limits [(lstlisting.3.-28) (lstlisting.3.-33)] ->> endobj -4296 0 obj << -/Names [(lstlisting.3.-34) 2072 0 R (lstlisting.3.-35) 2074 0 R (lstlisting.3.-36) 2076 0 R (lstlisting.3.-37) 2078 0 R (lstlisting.3.-38) 2084 0 R (lstlisting.3.-39) 2106 0 R] +>> +endobj +3633 0 obj +<< +/Names [(lstlisting.3.-34) 2054 0 R (lstlisting.3.-35) 2056 0 R (lstlisting.3.-36) 2058 0 R (lstlisting.3.-37) 2060 0 R (lstlisting.3.-38) 2067 0 R (lstlisting.3.-39) 2089 0 R] /Limits [(lstlisting.3.-34) (lstlisting.3.-39)] ->> endobj -4297 0 obj << -/Names [(lstlisting.3.-4) 1706 0 R (lstlisting.3.-40) 2109 0 R (lstlisting.3.-41) 2111 0 R (lstlisting.3.-42) 2113 0 R (lstlisting.3.-5) 1708 0 R (lstlisting.3.-6) 1795 0 R] +>> +endobj +3634 0 obj +<< +/Names [(lstlisting.3.-4) 1688 0 R (lstlisting.3.-40) 2092 0 R (lstlisting.3.-41) 2094 0 R (lstlisting.3.-42) 2096 0 R (lstlisting.3.-5) 1690 0 R (lstlisting.3.-6) 1778 0 R] /Limits [(lstlisting.3.-4) (lstlisting.3.-6)] ->> endobj -4298 0 obj << -/Names [(lstlisting.3.-7) 1818 0 R (lstlisting.3.-8) 1848 0 R (lstlisting.3.-9) 1856 0 R (lstlisting.4.-100) 2493 0 R (lstlisting.4.-101) 2512 0 R (lstlisting.4.-102) 2519 0 R] +>> +endobj +3635 0 obj +<< +/Names [(lstlisting.3.-7) 1800 0 R (lstlisting.3.-8) 1831 0 R (lstlisting.3.-9) 1839 0 R (lstlisting.4.-100) 2494 0 R (lstlisting.4.-101) 2496 0 R (lstlisting.4.-102) 2516 0 R] /Limits [(lstlisting.3.-7) (lstlisting.4.-102)] ->> endobj -4299 0 obj << -/Names [(lstlisting.4.-103) 2521 0 R (lstlisting.4.-104) 2541 0 R (lstlisting.4.-105) 2544 0 R (lstlisting.4.-106) 2546 0 R (lstlisting.4.-107) 2555 0 R (lstlisting.4.-108) 2560 0 R] +>> +endobj +3636 0 obj +<< +/Names [(lstlisting.4.-103) 2519 0 R (lstlisting.4.-104) 2525 0 R (lstlisting.4.-105) 2529 0 R (lstlisting.4.-106) 2538 0 R (lstlisting.4.-107) 2542 0 R (lstlisting.4.-108) 2549 0 R] /Limits [(lstlisting.4.-103) (lstlisting.4.-108)] ->> endobj -4300 0 obj << -/Names [(lstlisting.4.-109) 2568 0 R (lstlisting.4.-110) 2571 0 R (lstlisting.4.-111) 2573 0 R (lstlisting.4.-112) 2579 0 R (lstlisting.4.-113) 2582 0 R (lstlisting.4.-114) 2589 0 R] +>> +endobj +3637 0 obj +<< +/Names [(lstlisting.4.-109) 2551 0 R (lstlisting.4.-110) 2553 0 R (lstlisting.4.-111) 2561 0 R (lstlisting.4.-112) 2564 0 R (lstlisting.4.-113) 2567 0 R (lstlisting.4.-114) 2573 0 R] /Limits [(lstlisting.4.-109) (lstlisting.4.-114)] ->> endobj -4301 0 obj << -/Names [(lstlisting.4.-115) 2592 0 R (lstlisting.4.-116) 2594 0 R (lstlisting.4.-117) 2600 0 R (lstlisting.4.-118) 2603 0 R (lstlisting.4.-119) 2605 0 R (lstlisting.4.-120) 2612 0 R] +>> +endobj +3638 0 obj +<< +/Names [(lstlisting.4.-115) 2575 0 R (lstlisting.4.-116) 2578 0 R (lstlisting.4.-117) 2584 0 R (lstlisting.4.-118) 2587 0 R (lstlisting.4.-119) 2593 0 R (lstlisting.4.-120) 2595 0 R] /Limits [(lstlisting.4.-115) (lstlisting.4.-120)] ->> endobj -4302 0 obj << -/Names [(lstlisting.4.-121) 2619 0 R (lstlisting.4.-122) 2621 0 R (lstlisting.4.-123) 2623 0 R (lstlisting.4.-124) 2629 0 R (lstlisting.4.-125) 2631 0 R (lstlisting.4.-126) 2640 0 R] -/Limits [(lstlisting.4.-121) (lstlisting.4.-126)] ->> endobj -4303 0 obj << -/Names [(lstlisting.4.-43) 2119 0 R (lstlisting.4.-44) 2159 0 R (lstlisting.4.-45) 2170 0 R 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endobj -4509 0 obj << -/Names [(lstnumber.-93.1) 2423 0 R (lstnumber.-93.2) 2424 0 R (lstnumber.-94.1) 2430 0 R (lstnumber.-94.2) 2431 0 R (lstnumber.-95.1) 2433 0 R (lstnumber.-96.1) 2440 0 R] -/Limits [(lstnumber.-93.1) (lstnumber.-96.1)] ->> endobj -4510 0 obj << -/Names [(lstnumber.-96.2) 2441 0 R (lstnumber.-96.3) 2442 0 R (lstnumber.-96.4) 2443 0 R (lstnumber.-96.5) 2444 0 R (lstnumber.-96.6) 2445 0 R (lstnumber.-96.7) 2446 0 R] -/Limits [(lstnumber.-96.2) (lstnumber.-96.7)] ->> endobj -4511 0 obj << -/Names [(lstnumber.-96.8) 2447 0 R (lstnumber.-97.1) 2454 0 R (lstnumber.-97.2) 2455 0 R (lstnumber.-98.1) 2457 0 R (lstnumber.-98.2) 2458 0 R (lstnumber.-98.3) 2459 0 R] -/Limits [(lstnumber.-96.8) (lstnumber.-98.3)] ->> endobj -4512 0 obj << -/Names [(lstnumber.-99.1) 2467 0 R (lstnumber.-99.10) 2476 0 R (lstnumber.-99.11) 2477 0 R (lstnumber.-99.12) 2478 0 R (lstnumber.-99.13) 2479 0 R (lstnumber.-99.14) 2480 0 R] -/Limits [(lstnumber.-99.1) (lstnumber.-99.14)] ->> endobj -4513 0 obj << -/Names [(lstnumber.-99.15) 2481 0 R (lstnumber.-99.16) 2486 0 R (lstnumber.-99.17) 2487 0 R (lstnumber.-99.18) 2488 0 R (lstnumber.-99.19) 2489 0 R (lstnumber.-99.2) 2468 0 R] -/Limits [(lstnumber.-99.15) (lstnumber.-99.2)] ->> endobj -4514 0 obj << -/Names [(lstnumber.-99.20) 2490 0 R (lstnumber.-99.21) 2491 0 R (lstnumber.-99.22) 2492 0 R (lstnumber.-99.3) 2469 0 R (lstnumber.-99.4) 2470 0 R (lstnumber.-99.5) 2471 0 R] -/Limits [(lstnumber.-99.20) (lstnumber.-99.5)] ->> endobj -4515 0 obj << -/Names [(lstnumber.-99.6) 2472 0 R (lstnumber.-99.7) 2473 0 R (lstnumber.-99.8) 2474 0 R (lstnumber.-99.9) 2475 0 R (page.1) 861 0 R (page.10) 1145 0 R] -/Limits [(lstnumber.-99.6) (page.10)] ->> endobj -4516 0 obj << -/Names [(page.100) 2328 0 R (page.101) 2342 0 R (page.102) 2352 0 R (page.103) 2365 0 R (page.104) 2379 0 R (page.105) 2389 0 R] -/Limits [(page.100) (page.105)] ->> endobj -4517 0 obj << -/Names [(page.106) 2399 0 R (page.107) 2412 0 R (page.108) 2428 0 R (page.109) 2438 0 R (page.11) 1151 0 R (page.110) 2452 0 R] -/Limits [(page.106) (page.110)] ->> endobj -4518 0 obj << -/Names [(page.111) 2465 0 R (page.112) 2485 0 R (page.113) 2518 0 R (page.114) 2540 0 R (page.115) 2554 0 R (page.116) 2567 0 R] -/Limits [(page.111) (page.116)] ->> endobj -4519 0 obj << -/Names [(page.117) 2578 0 R (page.118) 2588 0 R (page.119) 2599 0 R (page.12) 1159 0 R (page.120) 2611 0 R (page.121) 2618 0 R] -/Limits [(page.117) (page.121)] ->> endobj -4520 0 obj << -/Names [(page.122) 2628 0 R (page.123) 2639 0 R (page.124) 2648 0 R (page.125) 2654 0 R (page.126) 2661 0 R (page.127) 2691 0 R] -/Limits [(page.122) (page.127)] ->> endobj -4521 0 obj << -/Names [(page.128) 2700 0 R (page.129) 2704 0 R (page.13) 1209 0 R (page.130) 2725 0 R (page.131) 2731 0 R (page.132) 2738 0 R] -/Limits [(page.128) (page.132)] ->> endobj -4522 0 obj << -/Names [(page.133) 2750 0 R (page.134) 2789 0 R (page.135) 2814 0 R (page.136) 2829 0 R (page.137) 2849 0 R (page.138) 2871 0 R] -/Limits [(page.133) (page.138)] ->> endobj -4523 0 obj << -/Names [(page.139) 2900 0 R (page.14) 1256 0 R (page.140) 2923 0 R (page.141) 2954 0 R (page.142) 2979 0 R (page.143) 2988 0 R] -/Limits [(page.139) (page.143)] ->> endobj -4524 0 obj << -/Names [(page.144) 3009 0 R (page.145) 3038 0 R (page.146) 3052 0 R (page.147) 3058 0 R (page.148) 3064 0 R (page.149) 3088 0 R] -/Limits [(page.144) (page.149)] ->> endobj -4525 0 obj << -/Names [(page.15) 1262 0 R (page.150) 3121 0 R (page.151) 3134 0 R (page.152) 3138 0 R (page.153) 3142 0 R (page.154) 3146 0 R] -/Limits [(page.15) (page.154)] ->> endobj -4526 0 obj << -/Names [(page.155) 3150 0 R (page.156) 3154 0 R (page.157) 3159 0 R (page.158) 3163 0 R (page.159) 3167 0 R (page.16) 1271 0 R] -/Limits [(page.155) (page.16)] ->> endobj -4527 0 obj << -/Names [(page.160) 3196 0 R (page.161) 3234 0 R (page.162) 3262 0 R (page.163) 3293 0 R (page.164) 3316 0 R (page.165) 3347 0 R] -/Limits [(page.160) (page.165)] ->> endobj -4528 0 obj << -/Names [(page.166) 3364 0 R (page.167) 3393 0 R (page.168) 3433 0 R (page.169) 3445 0 R (page.17) 1277 0 R (page.170) 3469 0 R] -/Limits [(page.166) (page.170)] ->> endobj -4529 0 obj << -/Names [(page.171) 3479 0 R (page.172) 3485 0 R (page.173) 3491 0 R (page.174) 3495 0 R (page.175) 3500 0 R (page.176) 3504 0 R] -/Limits [(page.171) (page.176)] ->> endobj -4530 0 obj << -/Names [(page.177) 3508 0 R (page.178) 3513 0 R (page.179) 3518 0 R (page.18) 1306 0 R (page.180) 3522 0 R (page.181) 3527 0 R] -/Limits [(page.177) (page.181)] ->> endobj -4531 0 obj << -/Names [(page.182) 3601 0 R (page.183) 3708 0 R (page.184) 3808 0 R (page.185) 3920 0 R (page.186) 4024 0 R (page.187) 4136 0 R] -/Limits [(page.182) (page.187)] ->> endobj -4532 0 obj << -/Names [(page.188) 4163 0 R (page.19) 1356 0 R (page.2) 903 0 R (page.20) 1365 0 R (page.21) 1371 0 R (page.22) 1377 0 R] -/Limits [(page.188) (page.22)] ->> endobj -4533 0 obj << -/Names [(page.23) 1387 0 R (page.24) 1399 0 R (page.25) 1414 0 R (page.26) 1426 0 R (page.27) 1431 0 R (page.28) 1437 0 R] -/Limits [(page.23) (page.28)] ->> endobj -4534 0 obj << -/Names [(page.29) 1445 0 R (page.3) 947 0 R (page.30) 1454 0 R (page.31) 1466 0 R (page.32) 1478 0 R (page.33) 1487 0 R] -/Limits [(page.29) (page.33)] ->> endobj -4535 0 obj << -/Names [(page.34) 1499 0 R (page.35) 1509 0 R (page.36) 1520 0 R (page.37) 1531 0 R (page.38) 1540 0 R (page.39) 1549 0 R] -/Limits [(page.34) (page.39)] ->> endobj -4536 0 obj << -/Names [(page.4) 989 0 R (page.40) 1558 0 R (page.41) 1567 0 R (page.42) 1577 0 R (page.43) 1583 0 R (page.44) 1608 0 R] -/Limits [(page.4) (page.44)] ->> endobj -4537 0 obj << -/Names [(page.45) 1622 0 R (page.46) 1634 0 R (page.47) 1639 0 R (page.48) 1653 0 R (page.49) 1666 0 R (page.5) 1030 0 R] -/Limits [(page.45) (page.5)] ->> endobj -4538 0 obj << -/Names [(page.50) 1679 0 R (page.51) 1683 0 R (page.52) 1687 0 R (page.53) 1693 0 R (page.54) 1700 0 R (page.55) 1705 0 R] -/Limits [(page.50) (page.55)] ->> endobj -4539 0 obj << -/Names [(page.56) 1718 0 R (page.57) 1751 0 R (page.58) 1755 0 R (page.59) 1761 0 R (page.6) 1074 0 R (page.60) 1767 0 R] -/Limits [(page.56) (page.60)] ->> endobj -4540 0 obj << -/Names [(page.61) 1772 0 R (page.62) 1776 0 R (page.63) 1780 0 R (page.64) 1784 0 R (page.65) 1790 0 R (page.66) 1794 0 R] -/Limits [(page.61) (page.66)] ->> endobj -4541 0 obj << -/Names [(page.67) 1817 0 R (page.68) 1836 0 R (page.69) 1843 0 R (page.7) 1120 0 R (page.70) 1847 0 R (page.71) 1855 0 R] -/Limits [(page.67) (page.71)] ->> endobj -4542 0 obj << -/Names [(page.72) 1886 0 R (page.73) 1910 0 R (page.74) 1940 0 R (page.75) 1956 0 R (page.76) 1960 0 R (page.77) 1965 0 R] -/Limits [(page.72) (page.77)] ->> endobj -4543 0 obj << -/Names [(page.78) 1976 0 R (page.79) 1986 0 R (page.8) 1126 0 R (page.80) 1990 0 R (page.81) 1996 0 R (page.82) 2013 0 R] -/Limits [(page.78) (page.82)] ->> endobj -4544 0 obj << -/Names [(page.83) 2021 0 R (page.84) 2029 0 R (page.85) 2051 0 R (page.86) 2069 0 R (page.87) 2083 0 R (page.88) 2105 0 R] -/Limits [(page.83) (page.88)] ->> endobj -4545 0 obj << -/Names [(page.89) 2118 0 R (page.9) 1130 0 R (page.90) 2139 0 R (page.91) 2169 0 R (page.92) 2185 0 R (page.93) 2202 0 R] -/Limits [(page.89) (page.93)] ->> endobj -4546 0 obj << -/Names [(page.94) 2221 0 R (page.95) 2246 0 R (page.96) 2268 0 R (page.97) 2285 0 R (page.98) 2303 0 R (page.99) 2315 0 R] -/Limits [(page.94) (page.99)] ->> endobj -4547 0 obj << -/Names [(section*.1) 868 0 R (section*.2) 870 0 R (section*.3) 871 0 R (section.1.1) 6 0 R (section.1.2) 10 0 R (section.1.3) 14 0 R] -/Limits [(section*.1) (section.1.3)] ->> endobj -4548 0 obj << -/Names [(section.2.1) 22 0 R (section.2.2) 26 0 R (section.2.3) 30 0 R (section.2.4) 34 0 R (section.2.5) 54 0 R (section.2.6) 58 0 R] -/Limits [(section.2.1) (section.2.6)] ->> endobj -4549 0 obj << -/Names [(section.2.7) 74 0 R (section.3.1) 86 0 R (section.3.2) 90 0 R (section.3.3) 102 0 R (section.3.4) 134 0 R (section.3.5) 154 0 R] -/Limits [(section.2.7) (section.3.5)] ->> endobj -4550 0 obj << -/Names [(section.3.6) 202 0 R (section.3.7) 206 0 R (section.3.8) 210 0 R (section.3.9) 234 0 R (section.4.1) 262 0 R (section.4.2) 470 0 R] -/Limits [(section.3.6) (section.4.2)] ->> endobj -4551 0 obj << -/Names [(section.5.1) 574 0 R (section.5.2) 610 0 R (section.5.3) 694 0 R (section.6.1) 718 0 R (section.6.2) 754 0 R (section.7.1) 782 0 R] -/Limits [(section.5.1) (section.7.1)] ->> endobj -4552 0 obj << -/Names [(section.7.2) 822 0 R (section.7.3) 834 0 R (section.7.4) 846 0 R (subsection.2.4.1) 38 0 R (subsection.2.4.2) 42 0 R (subsection.2.4.3) 46 0 R] -/Limits [(section.7.2) (subsection.2.4.3)] ->> endobj -4553 0 obj << -/Names [(subsection.2.4.4) 50 0 R (subsection.2.6.1) 62 0 R (subsection.2.6.2) 66 0 R (subsection.2.6.3) 70 0 R (subsection.2.7.1) 78 0 R (subsection.3.2.1) 94 0 R] -/Limits [(subsection.2.4.4) (subsection.3.2.1)] ->> endobj -4554 0 obj << -/Names [(subsection.3.2.2) 98 0 R (subsection.3.3.1) 106 0 R (subsection.3.4.1) 138 0 R (subsection.3.4.2) 142 0 R (subsection.3.4.3) 146 0 R (subsection.3.4.4) 150 0 R] -/Limits [(subsection.3.2.2) (subsection.3.4.4)] ->> endobj -4555 0 obj << -/Names [(subsection.3.5.1) 158 0 R (subsection.3.5.10) 194 0 R (subsection.3.5.11) 198 0 R (subsection.3.5.2) 162 0 R (subsection.3.5.3) 166 0 R (subsection.3.5.4) 170 0 R] -/Limits [(subsection.3.5.1) (subsection.3.5.4)] ->> endobj -4556 0 obj << -/Names [(subsection.3.5.5) 174 0 R (subsection.3.5.6) 178 0 R (subsection.3.5.7) 182 0 R (subsection.3.5.8) 186 0 R (subsection.3.5.9) 190 0 R (subsection.3.8.1) 214 0 R] -/Limits [(subsection.3.5.5) (subsection.3.8.1)] ->> endobj -4557 0 obj << -/Names [(subsection.3.8.2) 218 0 R (subsection.3.8.3) 222 0 R (subsection.3.8.4) 226 0 R (subsection.3.8.5) 230 0 R (subsection.3.9.1) 238 0 R (subsection.3.9.2) 242 0 R] -/Limits [(subsection.3.8.2) (subsection.3.9.2)] ->> endobj -4558 0 obj << -/Names [(subsection.3.9.3) 246 0 R (subsection.3.9.4) 250 0 R (subsection.3.9.5) 254 0 R (subsection.4.1.1) 266 0 R (subsection.4.1.2) 298 0 R (subsection.4.1.3) 310 0 R] -/Limits [(subsection.3.9.3) (subsection.4.1.3)] ->> endobj -4559 0 obj << -/Names [(subsection.4.1.4) 322 0 R (subsection.4.2.1) 474 0 R (subsection.4.2.2) 506 0 R (subsection.5.1.1) 578 0 R (subsection.5.1.2) 582 0 R (subsection.5.1.3) 586 0 R] -/Limits [(subsection.4.1.4) (subsection.5.1.3)] ->> endobj -4560 0 obj << -/Names [(subsection.5.2.1) 614 0 R (subsection.5.2.2) 662 0 R (subsection.5.2.3) 666 0 R (subsection.5.3.1) 698 0 R (subsection.5.3.2) 702 0 R (subsection.5.3.3) 706 0 R] -/Limits [(subsection.5.2.1) (subsection.5.3.3)] ->> endobj -4561 0 obj << -/Names [(subsection.5.3.4) 710 0 R (subsection.6.1.1) 722 0 R (subsection.6.1.2) 730 0 R (subsection.6.1.3) 734 0 R (subsection.6.2.1) 758 0 R (subsection.6.2.2) 762 0 R] -/Limits [(subsection.5.3.4) (subsection.6.2.2)] ->> endobj -4562 0 obj << -/Names [(subsection.6.2.3) 774 0 R (subsection.7.1.1) 786 0 R (subsection.7.1.2) 790 0 R (subsection.7.1.3) 794 0 R (subsection.7.1.4) 798 0 R (subsection.7.1.5) 802 0 R] -/Limits [(subsection.6.2.3) (subsection.7.1.5)] ->> endobj -4563 0 obj << -/Names [(subsection.7.1.6) 806 0 R (subsection.7.1.7) 810 0 R (subsection.7.1.8) 814 0 R (subsection.7.1.9) 818 0 R (subsection.7.2.1) 826 0 R (subsection.7.2.2) 830 0 R] -/Limits [(subsection.7.1.6) (subsection.7.2.2)] ->> endobj -4564 0 obj << -/Names [(subsection.7.3.1) 838 0 R (subsection.7.3.2) 842 0 R (subsection.7.4.1) 850 0 R (subsection.7.4.2) 854 0 R (subsubsection.3.3.1.1) 110 0 R (subsubsection.3.3.1.2) 114 0 R] -/Limits [(subsection.7.3.1) (subsubsection.3.3.1.2)] ->> endobj -4565 0 obj << -/Names [(subsubsection.3.3.1.3) 118 0 R (subsubsection.3.3.1.4) 122 0 R (subsubsection.3.3.1.5) 126 0 R (subsubsection.3.3.1.6) 130 0 R (subsubsection.4.1.1.1) 270 0 R (subsubsection.4.1.1.2) 274 0 R] -/Limits [(subsubsection.3.3.1.3) (subsubsection.4.1.1.2)] ->> endobj -4566 0 obj << -/Names [(subsubsection.4.1.1.3) 278 0 R (subsubsection.4.1.1.4) 282 0 R (subsubsection.4.1.1.5) 286 0 R (subsubsection.4.1.1.6) 290 0 R (subsubsection.4.1.1.7) 294 0 R (subsubsection.4.1.2.1) 302 0 R] -/Limits [(subsubsection.4.1.1.3) (subsubsection.4.1.2.1)] ->> endobj -4567 0 obj << -/Names [(subsubsection.4.1.2.2) 306 0 R (subsubsection.4.1.3.1) 314 0 R (subsubsection.4.1.3.2) 318 0 R (subsubsection.4.1.4.1) 326 0 R (subsubsection.4.1.4.10) 362 0 R (subsubsection.4.1.4.11) 366 0 R] -/Limits [(subsubsection.4.1.2.2) (subsubsection.4.1.4.11)] ->> endobj -4568 0 obj << -/Names [(subsubsection.4.1.4.12) 370 0 R (subsubsection.4.1.4.13) 374 0 R (subsubsection.4.1.4.14) 378 0 R (subsubsection.4.1.4.15) 382 0 R (subsubsection.4.1.4.16) 386 0 R (subsubsection.4.1.4.17) 390 0 R] -/Limits [(subsubsection.4.1.4.12) (subsubsection.4.1.4.17)] ->> endobj -4569 0 obj << -/Names [(subsubsection.4.1.4.18) 394 0 R (subsubsection.4.1.4.19) 398 0 R (subsubsection.4.1.4.2) 330 0 R (subsubsection.4.1.4.20) 402 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(subsubsection.4.1.4.9) 350 0 R] +/Limits [(subsubsection.4.1.4.4) (subsubsection.4.1.4.9)] +>> +endobj +3908 0 obj +<< +/Names [(subsubsection.4.2.1.1) 470 0 R (subsubsection.4.2.1.2) 474 0 R (subsubsection.4.2.1.3) 478 0 R (subsubsection.4.2.1.4) 482 0 R (subsubsection.4.2.1.5) 486 0 R (subsubsection.4.2.1.6) 490 0 R] +/Limits [(subsubsection.4.2.1.1) (subsubsection.4.2.1.6)] +>> +endobj +3909 0 obj +<< +/Names [(subsubsection.4.2.1.7) 494 0 R (subsubsection.4.2.2.1) 502 0 R (subsubsection.4.2.2.10) 538 0 R (subsubsection.4.2.2.11) 542 0 R (subsubsection.4.2.2.12) 546 0 R (subsubsection.4.2.2.13) 550 0 R] +/Limits [(subsubsection.4.2.1.7) (subsubsection.4.2.2.13)] +>> +endobj +3910 0 obj +<< +/Names [(subsubsection.4.2.2.14) 554 0 R (subsubsection.4.2.2.15) 558 0 R (subsubsection.4.2.2.2) 506 0 R (subsubsection.4.2.2.3) 510 0 R (subsubsection.4.2.2.4) 514 0 R (subsubsection.4.2.2.5) 518 0 R] +/Limits [(subsubsection.4.2.2.14) (subsubsection.4.2.2.5)] +>> +endobj +3911 0 obj +<< +/Names [(subsubsection.4.2.2.6) 522 0 R (subsubsection.4.2.2.7) 526 0 R (subsubsection.4.2.2.8) 530 0 R (subsubsection.4.2.2.9) 534 0 R (subsubsection.5.1.3.1) 582 0 R (subsubsection.5.1.3.2) 586 0 R] +/Limits [(subsubsection.4.2.2.6) (subsubsection.5.1.3.2)] +>> +endobj +3912 0 obj +<< +/Names [(subsubsection.5.1.3.3) 590 0 R (subsubsection.5.1.3.4) 594 0 R (subsubsection.5.1.3.5) 598 0 R (subsubsection.5.2.1.1) 610 0 R (subsubsection.5.2.1.10) 646 0 R (subsubsection.5.2.1.11) 650 0 R] +/Limits [(subsubsection.5.1.3.3) (subsubsection.5.2.1.11)] +>> +endobj +3913 0 obj +<< +/Names [(subsubsection.5.2.1.2) 614 0 R (subsubsection.5.2.1.3) 618 0 R (subsubsection.5.2.1.4) 622 0 R (subsubsection.5.2.1.5) 626 0 R (subsubsection.5.2.1.6) 630 0 R (subsubsection.5.2.1.7) 634 0 R] +/Limits [(subsubsection.5.2.1.2) (subsubsection.5.2.1.7)] +>> +endobj +3914 0 obj +<< +/Names [(subsubsection.5.2.1.8) 638 0 R (subsubsection.5.2.1.9) 642 0 R (subsubsection.5.2.3.1) 662 0 R (subsubsection.5.2.3.2) 666 0 R (subsubsection.5.2.3.3) 670 0 R (subsubsection.5.2.3.4) 674 0 R] +/Limits [(subsubsection.5.2.1.8) (subsubsection.5.2.3.4)] +>> +endobj +3915 0 obj +<< +/Names [(subsubsection.5.2.3.5) 678 0 R (subsubsection.5.2.3.6) 682 0 R (subsubsection.6.1.1.1) 718 0 R (subsubsection.6.1.3.1) 730 0 R (subsubsection.6.1.3.2) 734 0 R (subsubsection.6.1.3.3) 738 0 R] +/Limits [(subsubsection.5.2.3.5) (subsubsection.6.1.3.3)] +>> +endobj +3916 0 obj +<< +/Names [(subsubsection.6.1.3.4) 742 0 R (subsubsection.6.2.2.1) 758 0 R (subsubsection.6.2.2.2) 762 0 R (table.2.1) 1428 0 R (table.5.1) 2701 0 R] +/Limits [(subsubsection.6.1.3.4) (table.5.1)] +>> +endobj +3917 0 obj +<< +/Kids [3600 0 R 3601 0 R 3602 0 R 3603 0 R 3604 0 R 3605 0 R] /Limits [(Doc-Start) (cite.DNN-4Groups-Hinton+2012)] ->> endobj -4584 0 obj << -/Kids [4269 0 R 4270 0 R 4271 0 R 4272 0 R 4273 0 R 4274 0 R] +>> +endobj +3918 0 obj +<< +/Kids [3606 0 R 3607 0 R 3608 0 R 3609 0 R 3610 0 R 3611 0 R] /Limits [(cite.DNN-Bottlenec-Yu:2011) (equation.2.4.121)] ->> endobj -4585 0 obj << -/Kids [4275 0 R 4276 0 R 4277 0 R 4278 0 R 4279 0 R 4280 0 R] +>> +endobj +3919 0 obj +<< +/Kids [3612 0 R 3613 0 R 3614 0 R 3615 0 R 3616 0 R 3617 0 R] /Limits [(equation.2.4.122) (equation.2.4.49)] ->> endobj -4586 0 obj << -/Kids [4281 0 R 4282 0 R 4283 0 R 4284 0 R 4285 0 R 4286 0 R] +>> +endobj +3920 0 obj +<< +/Kids [3618 0 R 3619 0 R 3620 0 R 3621 0 R 3622 0 R 3623 0 R] /Limits [(equation.2.4.51) (equation.2.5.162)] ->> endobj -4587 0 obj << -/Kids [4287 0 R 4288 0 R 4289 0 R 4290 0 R 4291 0 R 4292 0 R] +>> +endobj +3921 0 obj +<< +/Kids [3624 0 R 3625 0 R 3626 0 R 3627 0 R 3628 0 R 3629 0 R] /Limits [(equation.2.5.163) (lstlisting.3.-15)] ->> endobj -4588 0 obj << -/Kids [4293 0 R 4294 0 R 4295 0 R 4296 0 R 4297 0 R 4298 0 R] +>> +endobj +3922 0 obj +<< +/Kids [3630 0 R 3631 0 R 3632 0 R 3633 0 R 3634 0 R 3635 0 R] /Limits [(lstlisting.3.-16) (lstlisting.4.-102)] ->> endobj -4589 0 obj << -/Kids [4299 0 R 4300 0 R 4301 0 R 4302 0 R 4303 0 R 4304 0 R] -/Limits [(lstlisting.4.-103) (lstlisting.4.-54)] ->> endobj -4590 0 obj << -/Kids [4305 0 R 4306 0 R 4307 0 R 4308 0 R 4309 0 R 4310 0 R] -/Limits [(lstlisting.4.-55) (lstlisting.4.-90)] ->> endobj -4591 0 obj << -/Kids [4311 0 R 4312 0 R 4313 0 R 4314 0 R 4315 0 R 4316 0 R] -/Limits [(lstlisting.4.-91) (lstlisting.5.-153)] ->> endobj -4592 0 obj << -/Kids [4317 0 R 4318 0 R 4319 0 R 4320 0 R 4321 0 R 4322 0 R] -/Limits [(lstlisting.5.-154) (lstnumber.-1.19)] ->> endobj -4593 0 obj << -/Kids [4323 0 R 4324 0 R 4325 0 R 4326 0 R 4327 0 R 4328 0 R] -/Limits [(lstnumber.-1.2) (lstnumber.-1.51)] ->> endobj -4594 0 obj << -/Kids [4329 0 R 4330 0 R 4331 0 R 4332 0 R 4333 0 R 4334 0 R] -/Limits [(lstnumber.-1.52) (lstnumber.-10.1)] ->> endobj -4595 0 obj << -/Kids [4335 0 R 4336 0 R 4337 0 R 4338 0 R 4339 0 R 4340 0 R] -/Limits [(lstnumber.-10.10) (lstnumber.-103.13)] ->> endobj -4596 0 obj << -/Kids [4341 0 R 4342 0 R 4343 0 R 4344 0 R 4345 0 R 4346 0 R] -/Limits [(lstnumber.-103.14) (lstnumber.-11.4)] ->> endobj -4597 0 obj << -/Kids [4347 0 R 4348 0 R 4349 0 R 4350 0 R 4351 0 R 4352 0 R] -/Limits [(lstnumber.-11.5) (lstnumber.-125.2)] ->> endobj -4598 0 obj << -/Kids [4353 0 R 4354 0 R 4355 0 R 4356 0 R 4357 0 R 4358 0 R] -/Limits [(lstnumber.-125.3) (lstnumber.-130.10)] ->> endobj -4599 0 obj << -/Kids [4359 0 R 4360 0 R 4361 0 R 4362 0 R 4363 0 R 4364 0 R] -/Limits [(lstnumber.-130.11) (lstnumber.-135.25)] ->> endobj -4600 0 obj << -/Kids [4365 0 R 4366 0 R 4367 0 R 4368 0 R 4369 0 R 4370 0 R] -/Limits [(lstnumber.-135.26) (lstnumber.-136.1)] ->> endobj -4601 0 obj << -/Kids [4371 0 R 4372 0 R 4373 0 R 4374 0 R 4375 0 R 4376 0 R] -/Limits [(lstnumber.-136.2) (lstnumber.-14.14)] ->> endobj -4602 0 obj << -/Kids [4377 0 R 4378 0 R 4379 0 R 4380 0 R 4381 0 R 4382 0 R] -/Limits [(lstnumber.-14.15) (lstnumber.-143.14)] ->> endobj -4603 0 obj << -/Kids [4383 0 R 4384 0 R 4385 0 R 4386 0 R 4387 0 R 4388 0 R] -/Limits [(lstnumber.-143.15) (lstnumber.-146.15)] ->> endobj -4604 0 obj << -/Kids [4389 0 R 4390 0 R 4391 0 R 4392 0 R 4393 0 R 4394 0 R] -/Limits [(lstnumber.-146.16) (lstnumber.-146.7)] ->> endobj -4605 0 obj << -/Kids [4395 0 R 4396 0 R 4397 0 R 4398 0 R 4399 0 R 4400 0 R] -/Limits [(lstnumber.-146.8) (lstnumber.-152.7)] ->> endobj -4606 0 obj << -/Kids [4401 0 R 4402 0 R 4403 0 R 4404 0 R 4405 0 R 4406 0 R] -/Limits [(lstnumber.-153.1) (lstnumber.-158.3)] ->> endobj -4607 0 obj << -/Kids [4407 0 R 4408 0 R 4409 0 R 4410 0 R 4411 0 R 4412 0 R] -/Limits [(lstnumber.-158.4) (lstnumber.-16.3)] ->> endobj -4608 0 obj << -/Kids [4413 0 R 4414 0 R 4415 0 R 4416 0 R 4417 0 R 4418 0 R] -/Limits [(lstnumber.-16.4) (lstnumber.-160.37)] ->> endobj -4609 0 obj << -/Kids [4419 0 R 4420 0 R 4421 0 R 4422 0 R 4423 0 R 4424 0 R] -/Limits [(lstnumber.-160.38) (lstnumber.-162.16)] ->> endobj -4610 0 obj << -/Kids [4425 0 R 4426 0 R 4427 0 R 4428 0 R 4429 0 R 4430 0 R] -/Limits [(lstnumber.-162.2) (lstnumber.-164.30)] ->> endobj -4611 0 obj << -/Kids [4431 0 R 4432 0 R 4433 0 R 4434 0 R 4435 0 R 4436 0 R] -/Limits [(lstnumber.-164.31) (lstnumber.-167.23)] ->> endobj -4612 0 obj << -/Kids [4437 0 R 4438 0 R 4439 0 R 4440 0 R 4441 0 R 4442 0 R] -/Limits [(lstnumber.-167.24) (lstnumber.-170.15)] ->> endobj -4613 0 obj << -/Kids [4443 0 R 4444 0 R 4445 0 R 4446 0 R 4447 0 R 4448 0 R] -/Limits [(lstnumber.-170.16) (lstnumber.-172.9)] ->> endobj -4614 0 obj << -/Kids [4449 0 R 4450 0 R 4451 0 R 4452 0 R 4453 0 R 4454 0 R] -/Limits [(lstnumber.-173.1) (lstnumber.-178.3)] ->> endobj -4615 0 obj << -/Kids [4455 0 R 4456 0 R 4457 0 R 4458 0 R 4459 0 R 4460 0 R] -/Limits [(lstnumber.-178.4) (lstnumber.-28.3)] ->> endobj -4616 0 obj << -/Kids [4461 0 R 4462 0 R 4463 0 R 4464 0 R 4465 0 R 4466 0 R] -/Limits [(lstnumber.-28.4) (lstnumber.-39.2)] ->> endobj -4617 0 obj << -/Kids [4467 0 R 4468 0 R 4469 0 R 4470 0 R 4471 0 R 4472 0 R] -/Limits [(lstnumber.-4.1) (lstnumber.-43.6)] ->> endobj -4618 0 obj << -/Kids [4473 0 R 4474 0 R 4475 0 R 4476 0 R 4477 0 R 4478 0 R] -/Limits [(lstnumber.-43.7) (lstnumber.-5.18)] ->> endobj -4619 0 obj << -/Kids [4479 0 R 4480 0 R 4481 0 R 4482 0 R 4483 0 R 4484 0 R] -/Limits [(lstnumber.-5.19) (lstnumber.-52.4)] ->> endobj -4620 0 obj << -/Kids [4485 0 R 4486 0 R 4487 0 R 4488 0 R 4489 0 R 4490 0 R] -/Limits [(lstnumber.-52.5) (lstnumber.-58.4)] ->> endobj -4621 0 obj << -/Kids [4491 0 R 4492 0 R 4493 0 R 4494 0 R 4495 0 R 4496 0 R] -/Limits [(lstnumber.-58.5) (lstnumber.-65.4)] ->> endobj -4622 0 obj << -/Kids [4497 0 R 4498 0 R 4499 0 R 4500 0 R 4501 0 R 4502 0 R] -/Limits [(lstnumber.-65.5) (lstnumber.-76.1)] ->> endobj -4623 0 obj << -/Kids [4503 0 R 4504 0 R 4505 0 R 4506 0 R 4507 0 R 4508 0 R] -/Limits [(lstnumber.-77.1) (lstnumber.-92.1)] ->> endobj -4624 0 obj << -/Kids [4509 0 R 4510 0 R 4511 0 R 4512 0 R 4513 0 R 4514 0 R] -/Limits [(lstnumber.-93.1) (lstnumber.-99.5)] ->> endobj -4625 0 obj << -/Kids [4515 0 R 4516 0 R 4517 0 R 4518 0 R 4519 0 R 4520 0 R] -/Limits [(lstnumber.-99.6) (page.127)] ->> endobj -4626 0 obj << -/Kids [4521 0 R 4522 0 R 4523 0 R 4524 0 R 4525 0 R 4526 0 R] -/Limits [(page.128) (page.16)] ->> endobj -4627 0 obj << -/Kids [4527 0 R 4528 0 R 4529 0 R 4530 0 R 4531 0 R 4532 0 R] -/Limits [(page.160) (page.22)] ->> endobj -4628 0 obj << -/Kids [4533 0 R 4534 0 R 4535 0 R 4536 0 R 4537 0 R 4538 0 R] -/Limits [(page.23) (page.55)] ->> endobj -4629 0 obj << -/Kids [4539 0 R 4540 0 R 4541 0 R 4542 0 R 4543 0 R 4544 0 R] -/Limits [(page.56) (page.88)] ->> endobj -4630 0 obj << -/Kids [4545 0 R 4546 0 R 4547 0 R 4548 0 R 4549 0 R 4550 0 R] -/Limits [(page.89) (section.4.2)] ->> endobj -4631 0 obj << -/Kids [4551 0 R 4552 0 R 4553 0 R 4554 0 R 4555 0 R 4556 0 R] -/Limits [(section.5.1) (subsection.3.8.1)] ->> endobj -4632 0 obj << -/Kids [4557 0 R 4558 0 R 4559 0 R 4560 0 R 4561 0 R 4562 0 R] -/Limits [(subsection.3.8.2) (subsection.7.1.5)] ->> endobj -4633 0 obj << -/Kids [4563 0 R 4564 0 R 4565 0 R 4566 0 R 4567 0 R 4568 0 R] -/Limits [(subsection.7.1.6) (subsubsection.4.1.4.17)] ->> endobj -4634 0 obj << -/Kids [4569 0 R 4570 0 R 4571 0 R 4572 0 R 4573 0 R 4574 0 R] -/Limits [(subsubsection.4.1.4.18) (subsubsection.4.2.2.10)] ->> endobj -4635 0 obj << -/Kids [4575 0 R 4576 0 R 4577 0 R 4578 0 R 4579 0 R 4580 0 R] -/Limits [(subsubsection.4.2.2.11) (subsubsection.6.1.1.1)] ->> endobj -4636 0 obj << -/Kids [4581 0 R 4582 0 R] -/Limits [(subsubsection.6.1.3.1) (table.5.1)] ->> endobj -4637 0 obj << -/Kids [4583 0 R 4584 0 R 4585 0 R 4586 0 R 4587 0 R 4588 0 R] +>> +endobj +3923 0 obj +<< +/Kids [3636 0 R 3637 0 R 3638 0 R 3639 0 R 3640 0 R 3641 0 R] +/Limits [(lstlisting.4.-103) (lstlisting.4.-56)] +>> +endobj +3924 0 obj +<< +/Kids [3642 0 R 3643 0 R 3644 0 R 3645 0 R 3646 0 R 3647 0 R] +/Limits [(lstlisting.4.-57) (lstlisting.4.-92)] +>> +endobj +3925 0 obj +<< +/Kids [3648 0 R 3649 0 R 3650 0 R 3651 0 R 3652 0 R 3653 0 R] +/Limits [(lstlisting.4.-93) (lstlisting.5.-153)] +>> +endobj +3926 0 obj +<< +/Kids [3654 0 R 3655 0 R 3656 0 R 3657 0 R 3658 0 R 3659 0 R] +/Limits [(lstlisting.5.-154) (lstnumber.-1.20)] +>> +endobj +3927 0 obj +<< +/Kids [3660 0 R 3661 0 R 3662 0 R 3663 0 R 3664 0 R 3665 0 R] +/Limits [(lstnumber.-1.21) (lstnumber.-1.53)] +>> +endobj +3928 0 obj +<< +/Kids [3666 0 R 3667 0 R 3668 0 R 3669 0 R 3670 0 R 3671 0 R] +/Limits [(lstnumber.-1.54) (lstnumber.-10.10)] +>> +endobj +3929 0 obj +<< +/Kids [3672 0 R 3673 0 R 3674 0 R 3675 0 R 3676 0 R 3677 0 R] +/Limits [(lstnumber.-10.11) (lstnumber.-106.1)] +>> +endobj +3930 0 obj +<< +/Kids [3678 0 R 3679 0 R 3680 0 R 3681 0 R 3682 0 R 3683 0 R] +/Limits [(lstnumber.-106.2) (lstnumber.-118.1)] +>> +endobj +3931 0 obj +<< +/Kids [3684 0 R 3685 0 R 3686 0 R 3687 0 R 3688 0 R 3689 0 R] +/Limits [(lstnumber.-119.1) (lstnumber.-127.21)] +>> +endobj +3932 0 obj +<< +/Kids [3690 0 R 3691 0 R 3692 0 R 3693 0 R 3694 0 R 3695 0 R] +/Limits [(lstnumber.-127.22) (lstnumber.-133.11)] +>> +endobj +3933 0 obj +<< +/Kids [3696 0 R 3697 0 R 3698 0 R 3699 0 R 3700 0 R 3701 0 R] +/Limits [(lstnumber.-133.12) (lstnumber.-133.44)] +>> +endobj +3934 0 obj +<< +/Kids [3702 0 R 3703 0 R 3704 0 R 3705 0 R 3706 0 R 3707 0 R] +/Limits [(lstnumber.-133.45) (lstnumber.-135.8)] +>> +endobj +3935 0 obj +<< +/Kids [3708 0 R 3709 0 R 3710 0 R 3711 0 R 3712 0 R 3713 0 R] +/Limits [(lstnumber.-135.9) (lstnumber.-14.4)] +>> +endobj +3936 0 obj +<< +/Kids [3714 0 R 3715 0 R 3716 0 R 3717 0 R 3718 0 R 3719 0 R] +/Limits [(lstnumber.-14.5) (lstnumber.-142.2)] +>> +endobj +3937 0 obj +<< +/Kids [3720 0 R 3721 0 R 3722 0 R 3723 0 R 3724 0 R 3725 0 R] +/Limits [(lstnumber.-142.3) (lstnumber.-144.34)] +>> +endobj +3938 0 obj +<< +/Kids [3726 0 R 3727 0 R 3728 0 R 3729 0 R 3730 0 R 3731 0 R] +/Limits [(lstnumber.-144.35) (lstnumber.-149.3)] +>> +endobj +3939 0 obj +<< +/Kids [3732 0 R 3733 0 R 3734 0 R 3735 0 R 3736 0 R 3737 0 R] +/Limits [(lstnumber.-149.4) (lstnumber.-154.3)] +>> +endobj +3940 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4652 -/Root 4650 0 R -/Info 4651 0 R -/ID [ ] >> +<< /Size 3985 +/Root 3983 0 R +/Info 3984 0 R +/ID [ ] >> startxref -1598379 +1485821 %%EOF diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx index 69feced82..d1fe39c1f 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook-master.lyx @@ -127,7 +127,7 @@ Andreas Stolcke, Malcolm Slaney, Xuedong Huang \end_layout \begin_layout Date -MSR-TR-2014-112 (DRAFT v0.8: Aug 5, 2015) +MSR-TR-2014-112 (DRAFT v0.9: Nov 30, 2015) \end_layout \begin_layout Standard diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx index ae89f5a0d..ed9e52ea9 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Adv_Chapter.lyx @@ -159,12 +159,12 @@ LDim=10 \begin_layout Plain Layout -features=Input(SDim) +features=Input(SDim, 1) \end_layout \begin_layout Plain Layout -labels=Input(LDim) +labels=Input(LDim, 1) \end_layout \begin_layout Plain Layout @@ -183,7 +183,7 @@ W0=Parameter(HDim, SDim) \begin_layout Plain Layout -B0=Parameter(HDim) +B0=Parameter(HDim, 1) \end_layout \begin_layout Plain Layout @@ -450,7 +450,7 @@ status open \begin_layout Plain Layout -B0=Parameter(HDim) +B0=Parameter(HDim, 1) \end_layout \begin_layout Plain Layout @@ -1189,7 +1189,7 @@ status open \begin_layout Plain Layout -B0=Parameter(HDim, init=zero) +B0=Parameter(HDim, 1, init=zero) \end_layout \begin_layout Plain Layout @@ -1283,12 +1283,12 @@ status open \begin_layout Plain Layout -features=Input(SDim, tag="feature") +features=Input(SDim, 1, tag="feature") \end_layout \begin_layout Plain Layout -labels=Input(LDim, tag="label") +labels=Input(LDim, 1, tag="label") \end_layout \begin_layout Plain Layout @@ -1345,7 +1345,7 @@ label \begin_layout Itemize \emph on -criteria +criteri \family roman \series medium \shape up @@ -1357,7 +1357,7 @@ criteria \uwave off \noun off \color none -: training criteria +on: training criteria \end_layout \begin_layout Itemize @@ -1429,45 +1429,10 @@ reference "chap:CN" . As CNTK is expanded, additional functions become available. - In the following discussion, -\emph on -ordered optional -\emph default - parameters are operational parameters that are identified by the position - of the parameter in the argument list, and named optional parameters are - optional parameters that are specified by an augment name. - For example, if cols is an ordered optional parameter in -\end_layout - -\begin_layout Standard -\begin_inset listings -inline false -status open - -\begin_layout Plain Layout - -Function(rows, [cols=1]) -\end_layout - -\end_inset - -we can use -\end_layout - -\begin_layout Standard -\begin_inset listings -inline false -status open - -\begin_layout Plain Layout - -Function(rowsValue, colsValue) -\end_layout - -\end_inset - -to specify the cols value. - If cols is a named optional parameter, we need to call the function as + In the following discussion named optional parameters are optional parameters + that are specified by an augment name. + For example, if cols is a named optional parameter, we need to call the + function as \end_layout \begin_layout Standard @@ -1482,7 +1447,7 @@ Function(rowsValue, cols=colsValue) \end_inset -instead. + \end_layout \begin_layout Subsubsection @@ -1524,12 +1489,12 @@ status open \begin_layout Plain Layout -InputValue(rows, [cols=1], {tag="feature"|label}) +InputValue(rows, cols, {tag="feature"|"label"}) \end_layout \begin_layout Plain Layout -Input(rows, [cols=1], {tag="feature"|"label"}) #deprecated +Input(rows, cols, {tag="feature"|"label"}) #deprecated \end_layout \end_inset @@ -1542,7 +1507,7 @@ rows - row dimension of the data. \end_layout \begin_layout Itemize -cols - [ordered optional] column dimension of the data, default to 1. +cols - column dimension of the data, default to 1. Each column is considered as a sample in CNTK. Default value is often used since the actual value may be determined by the minibatch size. @@ -1593,7 +1558,7 @@ status open \begin_layout Plain Layout -ImageInput(width, height, channels, [numImages=1], +ImageInput(width, height, channels, numImages, \end_layout \begin_layout Plain Layout @@ -1603,7 +1568,7 @@ ImageInput(width, height, channels, [numImages=1], \begin_layout Plain Layout -Image(width, height, channels, [numImages=1], +Image(width, height, channels, numImages, \end_layout \begin_layout Plain Layout @@ -1630,7 +1595,7 @@ channels - number of channels in the image data (i.e. \end_layout \begin_layout Itemize -numImages - [ordered optional] number of images, defaults to 1. +numImages - number of images, defaults to 1. Each image is stored as a column vector with size \begin_inset Formula $width\times height\times channels$ \end_inset @@ -1690,7 +1655,7 @@ status open \begin_layout Plain Layout -LearnableParameter(row, [cols=1], +LearnableParameter(row, cols, \end_layout \begin_layout Plain Layout @@ -1710,12 +1675,12 @@ LearnableParameter(row, [cols=1], \begin_layout Plain Layout -Parameter(row, [cols=1], {needGradient=true|false, +Parameter(row, cols, {needGradient=true|false, \end_layout \begin_layout Plain Layout - init="fixedValue"|Uniform|Gaussian|fromFile, + init="fixedValue"|"uniform"|"gaussian"|"fromFile", \end_layout \begin_layout Plain Layout @@ -1733,8 +1698,7 @@ rows - number of rows in the parameter. \end_layout \begin_layout Itemize -cols - [ordered optional] number of columns in the parameter, defaults to - 1. +cols - number of columns in the parameter, defaults to 1. \end_layout @@ -1761,7 +1725,7 @@ fromFile - No initialization is required, should only be used if the network \end_layout \begin_layout Itemize -Uniform - Initializes the parameter matrix with uniform random numbers in +uniform - Initializes the parameter matrix with uniform random numbers in the range of \begin_inset Formula $\left[-0.05\times initValueScale,0.05\times initValueScale\right]$ \end_inset @@ -1770,7 +1734,7 @@ Uniform - Initializes the parameter matrix with uniform random numbers in \end_layout \begin_layout Itemize -Gaussian - Initializes the parameter matrix with Gaussian random numbers +gaussian - Initializes the parameter matrix with Gaussian random numbers with zero mean and standard deviation of \begin_inset Formula $0.2\times initValueScale/\sqrt{cols}$ \end_inset @@ -1830,12 +1794,12 @@ status open \begin_layout Plain Layout -Constant(value, [rows=1, cols=1]) +Constant(value, rows, cols) \end_layout \begin_layout Plain Layout -Const(value, [rows=1, cols=1]) #deprecated +Const(value, rows, cols) #deprecated \end_layout \end_inset @@ -1848,11 +1812,11 @@ value - the value of the constant. \end_layout \begin_layout Itemize -rows - [ordered optional] row dimension of the data, default to 1. +rows - row dimension of the data, default to 1. \end_layout \begin_layout Itemize -cols - [ordered optional] column dimension of the data, default to 1. +cols - column dimension of the data, default to 1. \end_layout @@ -3738,17 +3702,17 @@ status open \begin_layout Plain Layout -PastValue(rows, [cols], m, [timeStep=1, defaultHiddenActivity=0.1]) +PastValue(rows, cols, m, [timeStep=1, defaultHiddenActivity=0.1]) \end_layout \begin_layout Plain Layout -Delay(rows, [cols], m, [delayTime=1, defaultPastValue=0.1]) #deprecated +Delay(rows, cols, m, [delayTime=1, defaultPastValue=0.1]) #deprecated \end_layout \begin_layout Plain Layout -FutureValue(rows, [cols], m, [timeStep=1, defaultHiddenActivity=0.1]) +FutureValue(rows, cols, m, [timeStep=1, defaultHiddenActivity=0.1]) \end_layout \end_inset @@ -3764,8 +3728,6 @@ rows - the number of rows in the input matrix. \begin_layout Itemize cols - the number of columns in the input matrix. - This parameter is optional since it will be set based on the minibatch - size during training and testing. \end_layout \begin_layout Itemize @@ -3906,7 +3868,7 @@ originalModel.dmp", includeData = true) \begin_layout Plain Layout -Copy(L3.*, L4.*, copy=all) +Copy(L3.*, L4.*, copy="all") \end_layout \begin_layout Plain Layout @@ -4135,7 +4097,7 @@ model1 = LoadModel("c: \backslash models \backslash -mymodel.cn", format=cntk) +mymodel.cn", format="cntk") \end_layout \begin_layout Plain Layout @@ -4973,12 +4935,12 @@ status open \begin_layout Plain Layout -m=LoadModel(modelFileName, [format=cntk]) +m=LoadModel(modelFileName, [format="cntk"]) \end_layout \begin_layout Plain Layout -LoadModelWithName(m, modelFileName, [format=cntk]) +LoadModelWithName(m, modelFileName, [format="cntk"]) \end_layout \end_inset @@ -5039,12 +5001,12 @@ status open \begin_layout Plain Layout -SaveDefaultModel(modelFileName, [format=cntk]) +SaveDefaultModel(modelFileName, [format="cntk"]) \end_layout \begin_layout Plain Layout -SaveModel(m, modelFileName, [format=cntk]) +SaveModel(m, modelFileName, [format="cntk"]) \end_layout \end_inset @@ -5338,12 +5300,12 @@ status open \begin_layout Plain Layout -Copy(fromNode, toNode, [copy=all|value]) +Copy(fromNode, toNode, [copy="all"|"value"]) \end_layout \begin_layout Plain Layout -CopyNode(fromNode, toNode, [copy=all|value]) +CopyNode(fromNode, toNode, [copy="all"|"value"]) \end_layout \end_inset @@ -5409,7 +5371,7 @@ if destination node does not exist \begin_inset Text \begin_layout Plain Layout -All +all \end_layout \end_inset @@ -5444,7 +5406,7 @@ Copies over the values of the nodes and any links between them creating \begin_inset Text \begin_layout Plain Layout -Value +value \end_layout \end_inset @@ -5505,7 +5467,7 @@ status open \begin_layout Plain Layout -CopySubTree(fromRootNode, toRootNode, [copy=all|value]) +CopySubTree(fromRootNode, toRootNode, [copy="all"|"value"]) \end_layout \end_inset @@ -5706,22 +5668,22 @@ The acceptable property names and property values are as follows: \end_layout \begin_layout Itemize -ComputeGradient +computeGradient \begin_inset Index idx status open \begin_layout Plain Layout -ComputeGradient +computeGradient \end_layout \end_inset - or NeedsGradient + or needsGradient \begin_inset Index idx status open \begin_layout Plain Layout -NeedsGradient +needsGradient \end_layout \end_inset @@ -5732,12 +5694,12 @@ ns. \end_layout \begin_layout Itemize -Feature +feature \begin_inset Index idx status open \begin_layout Plain Layout -Feature +feature \end_layout \end_inset @@ -5747,12 +5709,12 @@ Feature \end_layout \begin_layout Itemize -Label +label \begin_inset Index idx status open \begin_layout Plain Layout -Label +label \end_layout \end_inset @@ -5762,12 +5724,12 @@ Label \end_layout \begin_layout Itemize -FinalCriterionCriteria +finalCriterion or criterion \begin_inset Index idx status open \begin_layout Plain Layout -FinalCriterionCriteria +finalCriterion \end_layout \end_inset @@ -5776,12 +5738,12 @@ FinalCriterionCriteria \end_layout \begin_layout Itemize -EvaluationEval +evaluation or eval \begin_inset Index idx status open \begin_layout Plain Layout -EvaluationEval +evaluation \end_layout \end_inset @@ -5790,12 +5752,12 @@ EvaluationEval \end_layout \begin_layout Itemize -Output +output \begin_inset Index idx status open \begin_layout Plain Layout -Output +output \end_layout \end_inset @@ -5804,12 +5766,12 @@ Output \end_layout \begin_layout Itemize -MultiSeq +multiSeq \begin_inset Index idx status open \begin_layout Plain Layout -MultiSeq +multiSeq \end_layout \end_inset diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Chapter.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Chapter.lyx index 4a70c7a09..56942130b 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Chapter.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook_CNTK_Chapter.lyx @@ -161,7 +161,7 @@ mnistTrain=[ \begin_layout Plain Layout - action=train + action="train" \end_layout \begin_layout Plain Layout @@ -175,18 +175,18 @@ mnistTrain=[ \begin_layout Plain Layout - networkDescription=c: + networkDescription="c: \backslash cntk \backslash config \backslash -sample.ndl +sample.ndl" \end_layout \begin_layout Plain Layout - run=ndlMacroUse + run=ndlMacroUse \end_layout \begin_layout Plain Layout @@ -205,13 +205,13 @@ sample.ndl \begin_layout Plain Layout - modelPath=c: + modelPath="c: \backslash cntk \backslash model \backslash -mnist.cn +mnist.cn" \end_layout \begin_layout Plain Layout @@ -250,12 +250,12 @@ mnist.cn \begin_layout Plain Layout - readerType=UCIFastReader + readerType="UCIFastReader" \end_layout \begin_layout Plain Layout - file=c: + file="c: \backslash cntk \backslash @@ -263,7 +263,7 @@ data \backslash mnist \backslash -mnist_train.txt +mnist_train.txt" \end_layout \begin_layout Plain Layout @@ -316,7 +316,7 @@ mnist_train.txt \begin_layout Plain Layout - labelMappingFile=c: + labelMappingFile="c: \backslash cntk \backslash @@ -324,7 +324,7 @@ data \backslash mnist \backslash -mnistlabels.txt +mnistlabels.txt" \end_layout \begin_layout Plain Layout @@ -2194,7 +2194,7 @@ Gradient Check \begin_layout Itemize \emph on -gradientcheck +gradientCheck \emph default \begin_inset Index idx @@ -2280,7 +2280,7 @@ status open \begin_layout Plain Layout - readerType=UCIFastReader + readerType="UCIFastReader" \end_layout \begin_layout Plain Layout @@ -2289,7 +2289,7 @@ status open \begin_layout Plain Layout - file=c: + file="c: \backslash cntk \backslash @@ -2297,7 +2297,7 @@ data \backslash mnist \backslash -mnist_train.txt +mnist_train.txt" \end_layout \begin_layout Plain Layout @@ -2350,7 +2350,7 @@ mnist_train.txt \begin_layout Plain Layout - labelMappingFile=c: + labelMappingFile="c: \backslash cntk \backslash @@ -2358,7 +2358,7 @@ data \backslash mnist \backslash -mnistlabels.txt +mnistlabels.txt" \end_layout \begin_layout Plain Layout @@ -2553,22 +2553,22 @@ reader=[ \begin_layout Plain Layout - readerType=HTKMLFReader + readerType="HTKMLFReader" \end_layout \begin_layout Plain Layout - readMethod=rollingWindow + readMethod="rollingWindow" \end_layout \begin_layout Plain Layout - miniBatchMode=Partial + miniBatchMode="partial" \end_layout \begin_layout Plain Layout - randomize=Auto + randomize="auto" \end_layout \begin_layout Plain Layout @@ -2588,9 +2588,9 @@ reader=[ \begin_layout Plain Layout - scpFile=$ScpDir$ + scpFile="$ScpDir$ \backslash -TIMIT.train.scp.fbank.fullpath +TIMIT.train.scp.fbank.fullpath" \end_layout \begin_layout Plain Layout @@ -2610,9 +2610,9 @@ TIMIT.train.scp.fbank.fullpath \begin_layout Plain Layout - mlfFile=$MlfDir$ + mlfFile="$MlfDir$ \backslash -TIMIT.train.align_cistate.mlf.cntk +TIMIT.train.align_cistate.mlf.cntk" \end_layout \begin_layout Plain Layout @@ -2622,9 +2622,9 @@ TIMIT.train.align_cistate.mlf.cntk \begin_layout Plain Layout - labelMappingFile=$MlfDir$ + labelMappingFile="$MlfDir$ \backslash -TIMIT.statelist +TIMIT.statelist" \end_layout \begin_layout Plain Layout @@ -3255,7 +3255,7 @@ status open \begin_layout Plain Layout - readerType=LMSequenceReader + readerType="LMSequenceReader" \end_layout \begin_layout Plain Layout @@ -3275,16 +3275,16 @@ status open \begin_layout Plain Layout - wordclass=$DataDir$ + wordclass="$DataDir$ \backslash -wordclass.txt +wordclass.txt" \end_layout \begin_layout Plain Layout - file=$DataDir$ + file="$DataDir$ \backslash -penntreebank.train.txt +penntreebank.train.txt" \end_layout \begin_layout Plain Layout @@ -3598,12 +3598,12 @@ status open \begin_layout Plain Layout - readerType=LUSequenceReader + readerType="LUSequenceReader" \end_layout \begin_layout Plain Layout - randomize=None + randomize="none" \end_layout \begin_layout Plain Layout @@ -3617,7 +3617,7 @@ status open \begin_layout Plain Layout - nbruttineachrecurrentiter=10 + nbrUttsInEachRecurrentIter=10 \end_layout \begin_layout Plain Layout @@ -3631,16 +3631,16 @@ status open \begin_layout Plain Layout - wordmap=$DataDir$ + wordMap="$DataDir$ \backslash -inputmap.txt +inputmap.txt" \end_layout \begin_layout Plain Layout - file=$DataDir$ + file="$DataDir$ \backslash -atis.train.IOB +atis.train.IOB" \end_layout \begin_layout Plain Layout @@ -3654,7 +3654,7 @@ atis.train.IOB \begin_layout Plain Layout - usewordmap=true + useWordMap=true \end_layout \begin_layout Plain Layout @@ -3673,9 +3673,9 @@ atis.train.IOB \begin_layout Plain Layout - token=$DataDir$ + token="$DataDir$ \backslash -input.txt +input.txt" \end_layout \begin_layout Plain Layout @@ -3704,9 +3704,9 @@ input.txt \begin_layout Plain Layout - token=$DataDir$ + token="$DataDir$ \backslash -output.txt +output.txt" \end_layout \begin_layout Plain Layout @@ -3777,12 +3777,14 @@ randomize \begin_layout Itemize \emph on -nbruttsineachrecurrentiter +nbrUttsInEachRecurrentIter \begin_inset Index idx status open \begin_layout Plain Layout -nbruttsineachrecurrentiter + +\emph on +nbrUttsInEachRecurrentIter \end_layout \end_inset @@ -3822,14 +3824,16 @@ unk \begin_layout Itemize \emph on -wordmap +wordMap \emph default \begin_inset Index idx status open \begin_layout Plain Layout -wordmap + +\emph on +wordMap \end_layout \end_inset @@ -3970,7 +3974,7 @@ labelIn \begin_deeper \begin_layout Itemize -usewordmap – [Ture, False] specifies if using word map to map input words +useWordMap – [Ture, False] specifies if using word map to map input words to other input words. \end_layout @@ -4564,26 +4568,26 @@ svd=[ \begin_layout Plain Layout - action=SVD + action="SVD" \end_layout \begin_layout Plain Layout - modelPath=train + modelPath="train \backslash -lstm.model.67 +lstm.model.67" \end_layout \begin_layout Plain Layout - outputmodelPath=train + outputModelPath="train \backslash -lstm.model.svd +lstm.model.svd" \end_layout \begin_layout Plain Layout - SVDConfig=NodeConfigs + SVDConfig="nodeConfigs" \end_layout \begin_layout Plain Layout @@ -4614,12 +4618,12 @@ modelPath – specifies where to load the initial model status open \begin_layout Plain Layout -outputmodelPath +outputModelPath \end_layout \end_inset -outputmodelPath – specifies where to save the revised model +outputModelPath – specifies where to save the revised model \end_layout \begin_layout Itemize @@ -5156,21 +5160,21 @@ topoplot=[ \begin_layout Plain Layout - action=plot + action="plot" \end_layout \begin_layout Plain Layout - modelPath= train + modelPath="train \backslash -lstm.model.0 +lstm.model.0" \end_layout \begin_layout Plain Layout - outputdotFile=train + outputdotFile="train \backslash -lstm.model.dot # this specifies the dot file to output +lstm.model.dot" # this specifies the dot file to output \end_layout \begin_layout Plain Layout @@ -5180,14 +5184,14 @@ lstm.model.dot # this specifies the dot file to output \begin_layout Plain Layout - outputfile=train + outputFile="train \backslash -lstm.model.jpg # this specifies the rendered image +lstm.model.jpg" # this specifies the rendered image \end_layout \begin_layout Plain Layout - RenderCmd="d: + renderCmd="d: \backslash Tools \backslash @@ -5313,13 +5317,13 @@ status open \begin_layout Plain Layout -stderr=c: +stderr="c: \backslash cntk \backslash log \backslash -cntk +cntk" \end_layout \end_inset @@ -5402,7 +5406,7 @@ status open \begin_layout Plain Layout -precision=float +precision="float" \end_layout \end_inset @@ -5662,7 +5666,7 @@ mnistTrain=[ \begin_layout Plain Layout - action=train + action="train" \end_layout \begin_layout Plain Layout @@ -5686,7 +5690,7 @@ mnistTest=[ \begin_layout Plain Layout - action=eval + action="eval" \end_layout \begin_layout Plain Layout @@ -5734,11 +5738,11 @@ status open \begin_layout Plain Layout -cntk configFile=yourExp.config stderr=c: +cntk configFile=yourExp.config stderr="c: \backslash temp \backslash -newpath +newpath" \end_layout \end_inset @@ -5777,7 +5781,8 @@ status open \begin_layout Plain Layout -cntk configFile=yourExp.config mnistTrain=[reader=[file=mynewfile.txt]] +cntk configFile=yourExp.config mnistTrain=[reader=[file="mynewfile.txt"]] + \end_layout \end_inset @@ -5847,7 +5852,8 @@ status open \begin_layout Plain Layout -cntk configFile=yourExp1.config mnistTrain=[reader=[file=mynewfile.txt]] +cntk configFile=yourExp1.config mnistTrain=[reader=[file="mynewfile.txt"]] + \end_layout \end_inset @@ -5999,9 +6005,9 @@ command=SpeechTrain \begin_layout Plain Layout -stderr=$Root$ +stderr="$Root$ \backslash -$RunName$.log +$RunName$.log" \end_layout \begin_layout Plain Layout @@ -6015,9 +6021,9 @@ speechTrain=[ \begin_layout Plain Layout - modelPath=$Root$ + modelPath="$Root$ \backslash -$RunName$.cn +$RunName$.cn" \end_layout \begin_layout Plain Layout @@ -6041,17 +6047,17 @@ $RunName$.cn \begin_layout Plain Layout - type=Real + type="real" \end_layout \begin_layout Plain Layout - dim=$DataSet1_Dim$ + dim="$DataSet1_Dim$" \end_layout \begin_layout Plain Layout - file=$DataSet1_Features$ + file="$DataSet1_Features$" \end_layout \begin_layout Plain Layout @@ -6195,13 +6201,13 @@ status open \begin_layout Plain Layout -stderr=c: +stderr="c: \backslash cntk \backslash log \backslash -cntk # "_mnistTrain_mnistTest.log" +cntk" # "_mnistTrain_mnistTest.log" \end_layout \end_inset diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook_CN_Chapter.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook_CN_Chapter.lyx index e70cb312c..2563ad515 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook_CN_Chapter.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook_CN_Chapter.lyx @@ -9673,8 +9673,8 @@ key "CNN-FastComputing-chellapilla+2006" \begin_inset Formula \begin{equation} O_{r}=\begin{cases} -\frac{I_{r}-K_{r}}{S_{r}}+1 & \mathrm{no\: padding}\\ -\frac{\left(I_{r}-\mathrm{mod}\left(K_{r},2\right)\right)}{S_{r}}+1 & \mathrm{zero\: padding} +\frac{I_{r}-K_{r}}{S_{r}}+1 & \mathrm{no\:padding}\\ +\frac{\left(I_{r}-\mathrm{mod}\left(K_{r},2\right)\right)}{S_{r}}+1 & \mathrm{zero\:padding} \end{cases} \end{equation} @@ -9687,8 +9687,8 @@ O_{r}=\begin{cases} \begin_inset Formula \begin{equation} O_{c}=\begin{cases} -\frac{I_{c}-K_{c}}{S_{c}}+1 & \mathrm{no\: padding}\\ -\frac{\left(I_{c}-\mathrm{mod}\left(K_{c},2\right)\right)}{S_{c}}+1 & \mathrm{zero\: padding} +\frac{I_{c}-K_{c}}{S_{c}}+1 & \mathrm{no\:padding}\\ +\frac{\left(I_{c}-\mathrm{mod}\left(K_{c},2\right)\right)}{S_{c}}+1 & \mathrm{zero\:padding} \end{cases} \end{equation} @@ -10973,60 +10973,6 @@ Macro3W1b & = & Plus\left(\mathbf{S}^{\left(1\right)},Times\left(\mathbf{W}^{\le \end_inset -\end_layout - -\begin_layout Section -Multiple Networks -\end_layout - -\begin_layout Standard -CNTK supports training multiple networks. - This allows each network to do its own SGD with its own datareader. - Therefore, it improves flexibilty. - In one example, you would use recurrent networks as an encoder of speech - features, a second network used as encoder of a language model and the - third network used as a recurrent language model. - It achieves this by introducing the following special nodes. - Also, the network computation uses a special node to determine if a network - has reached to an end. - -\end_layout - -\begin_layout Subsection -PairNetworkNode -\begin_inset Index idx -status open - -\begin_layout Plain Layout -Pair network node(PNN) -\end_layout - -\end_inset - - -\end_layout - -\begin_layout Standard -The pairnetworknode is a socket from one network to the other networks. - It has one input as its child. - When it does evaluatoin, it copies the function values from the child as - its function value. - When it does error propagation, it adds the gradient from its parent to - its child. - It is similar to an input node, but with activity from other networks. - -\end_layout - -\begin_layout Standard -When the network is built, a function does evaluation ordering. - For a typical node, its children will be included into the evaluation order. - However, for pairnetwork node, its children are from other networks. - Therefore, they cannot be included in the search order. - This is achieved by overiding function, EnumerateNodesForEval, which stops - further network expansion on its children. - Similary, when doing strongly connected components search, the function - performs this should ignore the children of pairnetwork nodes. - \end_layout \begin_layout Standard diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook_ExampleSetup_Chapter.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook_ExampleSetup_Chapter.lyx index f1507fa64..d8a4cab35 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook_ExampleSetup_Chapter.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook_ExampleSetup_Chapter.lyx @@ -249,18 +249,18 @@ TIMIT_TrainSimple=[ \begin_layout Plain Layout - action=train + action="train" \end_layout \begin_layout Plain Layout - modelPath=$ExpDir$ + modelPath="$ExpDir$ \backslash TrainSimpleNetwork \backslash model \backslash -cntkSpeech.dnn +cntkSpeech.dnn" \end_layout \begin_layout Plain Layout @@ -285,17 +285,17 @@ cntkSpeech.dnn \begin_layout Plain Layout - trainingCriterion=CrossEntropyWithSoftmax + trainingCriterion="CrossEntropyWithSoftmax" \end_layout \begin_layout Plain Layout - evalCriterion=ErrorPrediction + evalCriterion="ErrorPrediction" \end_layout \begin_layout Plain Layout - layerTypes=Sigmoid + layerTypes="Sigmoid" \end_layout \begin_layout Plain Layout @@ -365,22 +365,22 @@ cntkSpeech.dnn \begin_layout Plain Layout - readerType=HTKMLFReader + readerType="HTKMLFReader" \end_layout \begin_layout Plain Layout - readMethod=rollingWindow + readMethod="rollingWindow" \end_layout \begin_layout Plain Layout - miniBatchMode=Partial + miniBatchMode="partial" \end_layout \begin_layout Plain Layout - randomize=Auto + randomize="auto" \end_layout \begin_layout Plain Layout @@ -404,9 +404,9 @@ cntkSpeech.dnn \begin_layout Plain Layout - scpFile=$ScpDir$ + scpFile="$ScpDir$ \backslash -TIMIT.train.scp.fbank.fullpath +TIMIT.train.scp.fbank.fullpath" \end_layout \begin_layout Plain Layout @@ -426,9 +426,9 @@ TIMIT.train.scp.fbank.fullpath \begin_layout Plain Layout - mlfFile=$MlfDir$ + mlfFile="$MlfDir$ \backslash -TIMIT.train.align_cistate.mlf.cntk +TIMIT.train.align_cistate.mlf.cntk" \end_layout \begin_layout Plain Layout @@ -438,9 +438,9 @@ TIMIT.train.align_cistate.mlf.cntk \begin_layout Plain Layout - labelMappingFile=$MlfDir$ + labelMappingFile="$MlfDir$ \backslash -TIMIT.statelist +TIMIT.statelist" \end_layout \begin_layout Plain Layout @@ -515,22 +515,22 @@ status open \begin_layout Plain Layout - readerType=HTKMLFReader + readerType="HTKMLFReader" \end_layout \begin_layout Plain Layout - readMethod=rollingWindow + readMethod="rollingWindow" \end_layout \begin_layout Plain Layout - miniBatchMode=Partial + miniBatchMode="partial" \end_layout \begin_layout Plain Layout - randomize=Auto + randomize="auto" \end_layout \begin_layout Plain Layout @@ -554,9 +554,9 @@ status open \begin_layout Plain Layout - scpFile=$ScpDir$ + scpFile="$ScpDir$ \backslash -TIMIT.dev.scp.fbank.fullpath +TIMIT.dev.scp.fbank.fullpath" \end_layout \begin_layout Plain Layout @@ -576,9 +576,9 @@ TIMIT.dev.scp.fbank.fullpath \begin_layout Plain Layout - mlfFile=$MlfDir$ + mlfFile="$MlfDir$ \backslash -TIMIT.dev.align_cistate.mlf.cntk +TIMIT.dev.align_cistate.mlf.cntk" \end_layout \begin_layout Plain Layout @@ -588,9 +588,9 @@ TIMIT.dev.align_cistate.mlf.cntk \begin_layout Plain Layout - labelMappingFile=$MlfDir$ + labelMappingFile="$MlfDir$ \backslash -TIMIT.statelist +TIMIT.statelist" \end_layout \begin_layout Plain Layout @@ -658,7 +658,7 @@ status open \begin_layout Plain Layout - autoAdjustLR=AdjustAfterEpoch + autoAdjustLR="adjustAfterEpoch" \end_layout \begin_layout Plain Layout @@ -745,16 +745,16 @@ status open \begin_layout Plain Layout - ndlMacros=$NdlDir$ + ndlMacros="$NdlDir$ \backslash -default_macros.ndl +default_macros.ndl" \end_layout \begin_layout Plain Layout - networkDescription=$NdlDir$ + networkDescription="$NdlDir$ \backslash -classify.ndl +classify.ndl" \end_layout \begin_layout Plain Layout @@ -1170,8 +1170,8 @@ status open \begin_layout Plain Layout -command=TIMIT_DiscrimPreTrain1:TIMIT_AddLayer2:TIMIT_DiscrimPreTrain2:TIMIT_AddL -ayer3:TIMIT_Train3 +command="TIMIT_DiscrimPreTrain1:TIMIT_AddLayer2:TIMIT_DiscrimPreTrain2:TIMIT_Add +Layer3:TIMIT_Train3" \end_layout \end_inset @@ -1216,18 +1216,18 @@ TIMIT_DiscrimPreTrain1=[ \begin_layout Plain Layout - action=train + action="train" \end_layout \begin_layout Plain Layout - modelPath=$ExpDir$ + modelPath="$ExpDir$ \backslash TrainWithPreTrain \backslash dptmodel1 \backslash -cntkSpeech.dnn +cntkSpeech.dnn" \end_layout \begin_layout Plain Layout @@ -1237,9 +1237,9 @@ cntkSpeech.dnn \begin_layout Plain Layout - NetworkDescription=$NdlDir$ + NetworkDescription="$NdlDir$ \backslash -create_1layer.ndl +create_1layer.ndl" \end_layout \begin_layout Plain Layout @@ -1263,7 +1263,7 @@ TIMIT_AddLayer2=[ \begin_layout Plain Layout - action=edit + action="edit" \end_layout \begin_layout Plain Layout @@ -1278,31 +1278,31 @@ TIMIT_AddLayer2=[ \begin_layout Plain Layout - CurrModel=$ExpDir$ + CurrModel="$ExpDir$ \backslash TrainWithPreTrain \backslash dptmodel1 \backslash -cntkSpeech.dnn +cntkSpeech.dnn" \end_layout \begin_layout Plain Layout - NewModel=$ExpDir$ + NewModel="$ExpDir$ \backslash TrainWithPreTrain \backslash dptmodel2 \backslash -cntkSpeech.dnn.0 +cntkSpeech.dnn.0" \end_layout \begin_layout Plain Layout - editPath=$MelDir$ + editPath="$MelDir$ \backslash -add_layer.mel +add_layer.mel" \end_layout \begin_layout Plain Layout @@ -1321,18 +1321,18 @@ TIMIT_DiscrimPreTrain2=[ \begin_layout Plain Layout - action=train + action="train" \end_layout \begin_layout Plain Layout - modelPath=$ExpDir$ + modelPath="$ExpDir$ \backslash TrainWithPreTrain \backslash dptmodel2 \backslash -cntkSpeech.dnn +cntkSpeech.dnn" \end_layout \begin_layout Plain Layout @@ -1342,9 +1342,9 @@ cntkSpeech.dnn \begin_layout Plain Layout - NetworkDescription=$NdlDir$ + NetworkDescription="$NdlDir$ \backslash -create_1layer.ndl +create_1layer.ndl" \end_layout \begin_layout Plain Layout @@ -1787,9 +1787,9 @@ features1=[ \begin_layout Plain Layout - scpFile=$ScpDir$ + scpFile="$ScpDir$ \backslash -TIMIT.train.scp.fbank.fullpath +TIMIT.train.scp.fbank.fullpath" \end_layout \begin_layout Plain Layout @@ -1809,9 +1809,9 @@ features2=[ \begin_layout Plain Layout - scpFile=$ScpDir$ + scpFile="$ScpDir$ \backslash -TIMIT.train.scp.mfcc.fullpath +TIMIT.train.scp.mfcc.fullpath" \end_layout \begin_layout Plain Layout @@ -1826,16 +1826,16 @@ labels=[ \begin_layout Plain Layout - mlfFile=$MlfDir$ + mlfFile="$MlfDir$ \backslash -TIMIT.train.align_cistate.mlf.cntk +TIMIT.train.align_cistate.mlf.cntk" \end_layout \begin_layout Plain Layout - labelMappingFile=$MlfDir$ + labelMappingFile="$MlfDir$ \backslash -TIMIT.statelist +TIMIT.statelist" \end_layout \begin_layout Plain Layout @@ -2044,7 +2044,7 @@ status open \begin_layout Plain Layout -action=eval +action="eval" \end_layout \end_inset @@ -2077,7 +2077,7 @@ status open \begin_layout Plain Layout -action=cv +action="cv" \end_layout \end_inset @@ -2216,23 +2216,23 @@ TIMIT_WriteBottleneck=[ \begin_layout Plain Layout - action=write + action="write" \end_layout \begin_layout Plain Layout - modelPath=$ExpDir$ + modelPath="$ExpDir$ \backslash TrainAutoEncoder \backslash model \backslash -cntkSpeech.dnn +cntkSpeech.dnn" \end_layout \begin_layout Plain Layout - outputNodeNames=L2.BFF.FF.P + outputNodeNames="L2.BFF.FF.P" \end_layout \begin_layout Plain Layout @@ -2242,7 +2242,7 @@ cntkSpeech.dnn \begin_layout Plain Layout - readerType=HTKMLFReader + readerType="HTKMLFReader" \end_layout \begin_layout Plain Layout @@ -2257,9 +2257,9 @@ cntkSpeech.dnn \begin_layout Plain Layout - scpFile=$ScpDir$ + scpFile="$ScpDir$ \backslash -TIMIT.core.scp.fbank.fullpath +TIMIT.core.scp.fbank.fullpath" \end_layout \begin_layout Plain Layout @@ -2278,7 +2278,7 @@ TIMIT.core.scp.fbank.fullpath \begin_layout Plain Layout - writerType=HTKMLFWriter + writerType="HTKMLFWriter" \end_layout \begin_layout Plain Layout @@ -2293,9 +2293,9 @@ TIMIT.core.scp.fbank.fullpath \begin_layout Plain Layout - scpFile=$ScpDir$ + scpFile="$ScpDir$ \backslash -TIMIT.core.scp.bottleneck.fullpath +TIMIT.core.scp.bottleneck.fullpath" \end_layout \begin_layout Plain Layout @@ -2357,13 +2357,13 @@ TIMIT_DumpNodes=[ \begin_layout Plain Layout - modelPath=$ExpDir$ + modelPath="$ExpDir$ \backslash TrainAutoEncoder \backslash model \backslash -cntkSpeech.dnn +cntkSpeech.dnn" \end_layout \begin_layout Plain Layout @@ -2461,7 +2461,15 @@ action \end_inset -=train. += +\begin_inset Quotes erd +\end_inset + +train +\begin_inset Quotes erd +\end_inset + +. It indicates the section is for training. \end_layout @@ -2542,7 +2550,15 @@ rnnType \end_inset -=CLASSLM. += +\begin_inset Quotes erd +\end_inset + +CLASSLM +\begin_inset Quotes erd +\end_inset + +. The RNN network structure. It consists of an input layer, a recurrent hidden layer and an output layer (including classes and vocabularies). @@ -2560,7 +2576,15 @@ trainingCriterion \end_inset -=classCrossEntropyWithSoftmax. += +\begin_inset Quotes erd +\end_inset + +ClassCrossEntropyWithSoftmax +\begin_inset Quotes erd +\end_inset + +. Training criterion used in model training. \end_layout @@ -2575,7 +2599,15 @@ nodeType \end_inset -=Sigmoid. += +\begin_inset Quotes erd +\end_inset + +Sigmoid +\begin_inset Quotes erd +\end_inset + +. Non-linearity function used in hidden layer. \end_layout @@ -2762,7 +2794,15 @@ gradUpdateType \end_inset -=None. += +\begin_inset Quotes erd +\end_inset + +none +\begin_inset Quotes erd +\end_inset + +. How the gradients are computed. None stands for standard gradient update (no special treatment). One can also choose adagrad or rmsprop. @@ -2779,7 +2819,11 @@ modelPath \end_inset -=C: += +\begin_inset Quotes erd +\end_inset + +C: \backslash CNTKExp \backslash @@ -2787,7 +2831,11 @@ RNN \backslash log \backslash -modelRnnCNTK. +modelRnnCNTK +\begin_inset Quotes erd +\end_inset + +. The resulting RNN model file location. \end_layout @@ -2880,7 +2928,11 @@ wordclass \end_inset -=C: += +\begin_inset Quotes erd +\end_inset + +C: \backslash CNTKExp \backslash @@ -2890,7 +2942,11 @@ data \backslash PennTreeBank \backslash -vocab.txt. +vocab.txt +\begin_inset Quotes erd +\end_inset + +. Word class file which contains words, their ids and their class ids, in the following format \end_layout @@ -2940,7 +2996,11 @@ file \end_inset -=C: += +\begin_inset Quotes erd +\end_inset + +C: \backslash CNTKExp \backslash @@ -2950,7 +3010,11 @@ data \backslash PennTreeBank \backslash -ptb.train.cntk.txt. +ptb.train.cntk.txt +\begin_inset Quotes erd +\end_inset + +. The location of training data file which has the following format \end_layout @@ -2988,7 +3052,11 @@ wordclass \end_inset -=C: += +\begin_inset Quotes erd +\end_inset + +C: \backslash CNTKExp \backslash @@ -2998,7 +3066,11 @@ data \backslash PennTreeBank \backslash -vocab.txt. +vocab.txt +\begin_inset Quotes erd +\end_inset + +. Word class file which contains words, their ids and their class ids. \end_layout @@ -3013,7 +3085,11 @@ file \end_inset -=C: += +\begin_inset Quotes erd +\end_inset + +C: \backslash CNTKExp \backslash @@ -3023,7 +3099,11 @@ data \backslash PennTreeBank \backslash -ptb.valid.cntk.txt. +ptb.valid.cntk.txt +\begin_inset Quotes erd +\end_inset + +. Validation data file location. It has the same format as training data. \end_layout @@ -3059,7 +3139,15 @@ action \end_inset -=eval. += +\begin_inset Quotes erd +\end_inset + +eval +\begin_inset Quotes erd +\end_inset + +. It indicates the section is for test. \end_layout @@ -3120,7 +3208,11 @@ wordclass \end_inset -=C: += +\begin_inset Quotes erd +\end_inset + +C: \backslash CNTKExp \backslash @@ -3130,7 +3222,11 @@ data \backslash PennTreeBank \backslash -vocab.txt. +vocab.txt +\begin_inset Quotes erd +\end_inset + +. Word class file which contains words, their ids and their class ids. \end_layout @@ -3145,7 +3241,11 @@ ile \end_inset -=C: += +\begin_inset Quotes erd +\end_inset + +C: \backslash CNTKExp \backslash @@ -3155,7 +3255,11 @@ data \backslash PennTreeBank \backslash -ptb.test.cntk.txt. +ptb.test.cntk.txt +\begin_inset Quotes erd +\end_inset + +. Test data file location. It has the same format as training data. \end_layout @@ -3212,7 +3316,15 @@ action \end_inset -=train : this informs CNTK to train a model. += +\begin_inset Quotes erd +\end_inset + +train +\begin_inset Quotes erd +\end_inset + + : this informs CNTK to train a model. \end_layout @@ -3270,8 +3382,15 @@ rnnType \end_inset -=CLASSLM : this informs CNTK to call class-based LSTM function in simplenetworkb -uilder. += +\begin_inset Quotes erd +\end_inset + +CLASSLM +\begin_inset Quotes erd +\end_inset + + : this informs CNTK to call class-based LSTM function in simplenetworkbuilder. \end_layout \begin_layout Itemize @@ -3285,8 +3404,15 @@ trainingCriterion \end_inset -=classcrossentropywithsoftmax specifies that training set to use class-based - cross entropy += +\begin_inset Quotes erd +\end_inset + +ClassCrossEntropyWithSoftmax +\begin_inset Quotes erd +\end_inset + + specifies that training set to use class-based cross entropy \end_layout \begin_layout Itemize @@ -3300,8 +3426,15 @@ evalCriterion \end_inset -=classcrossentropywithsoftmax specifies validation set also uses class-based - cross entropy for evaluation. += +\begin_inset Quotes erd +\end_inset + +ClassCrossEntropyWithSoftmax +\begin_inset Quotes erd +\end_inset + + specifies validation set also uses class-based cross entropy for evaluation. \end_layout \begin_layout Itemize @@ -3369,13 +3502,21 @@ modelPath \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash temp \backslash penntreebank \backslash -cntkdebug.dnn : this is the trained model file name. +cntkdebug.dnn +\begin_inset Quotes erd +\end_inset + + : this is the trained model file name. \end_layout \end_deeper @@ -3405,7 +3546,15 @@ readerType \end_inset -=LMSequenceReader : specifies using language model sequence reader. += +\begin_inset Quotes erd +\end_inset + +LMSequenceReader +\begin_inset Quotes erd +\end_inset + + : specifies using language model sequence reader. \end_layout \begin_layout Itemize @@ -3419,7 +3568,11 @@ wordclass \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -3427,7 +3580,11 @@ penntreebank \backslash data \backslash -wordclass.txt : specifies word class info. +wordclass.txt +\begin_inset Quotes erd +\end_inset + + : specifies word class info. \end_layout \begin_layout Itemize @@ -3441,7 +3598,11 @@ file \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -3449,7 +3610,11 @@ penntreebank \backslash data \backslash -ptb.train.cntk.txt : specifies training file +ptb.train.cntk.txt +\begin_inset Quotes erd +\end_inset + + : specifies training file \end_layout \end_deeper @@ -3479,7 +3644,15 @@ readerType \end_inset -=LMSequenceReader : specifies using language model sequence reader. += +\begin_inset Quotes erd +\end_inset + +LMSequenceReader +\begin_inset Quotes erd +\end_inset + + : specifies using language model sequence reader. \end_layout \begin_layout Itemize @@ -3493,7 +3666,11 @@ wordclass \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -3501,7 +3678,11 @@ penntreebank \backslash data \backslash -wordclass.txt : specifies word class info. +wordclass.txt +\begin_inset Quotes erd +\end_inset + + : specifies word class info. \end_layout \begin_layout Itemize @@ -3515,7 +3696,11 @@ file \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -3523,7 +3708,11 @@ penntreebank \backslash data \backslash -ptb.valid.cntk.txt : specifies validation file +ptb.valid.cntk.txt +\begin_inset Quotes erd +\end_inset + + : specifies validation file \end_layout \end_deeper @@ -3556,7 +3745,15 @@ action \end_inset -=eval : this informs CNTK to call simplenetwork evaluation. += +\begin_inset Quotes erd +\end_inset + +eval +\begin_inset Quotes erd +\end_inset + + : this informs CNTK to call simplenetwork evaluation. \end_layout @@ -3585,13 +3782,21 @@ modelPath \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash temp \backslash penntreebank \backslash -cntkdebug.dnn : this is the trained model file name. +cntkdebug.dnn +\begin_inset Quotes erd +\end_inset + + : this is the trained model file name. \end_layout \begin_layout Itemize @@ -3620,7 +3825,15 @@ readerType \end_inset -=LMSequenceReader : specifies using sequence reader. += +\begin_inset Quotes erd +\end_inset + +LMSequenceReader +\begin_inset Quotes erd +\end_inset + + : specifies using sequence reader. \end_layout \begin_layout Itemize @@ -3634,7 +3847,11 @@ wordclass \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -3642,7 +3859,11 @@ penntreebank \backslash data \backslash -wordclass.txt : specifies word class info. +wordclass.txt +\begin_inset Quotes erd +\end_inset + + : specifies word class info. \end_layout \begin_layout Itemize @@ -3656,7 +3877,11 @@ file \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -3664,7 +3889,11 @@ penntreebank \backslash data \backslash -ptb.test.cntk.txt : specifies testing file +ptb.test.cntk.txt +\begin_inset Quotes erd +\end_inset + + : specifies testing file \end_layout \end_deeper @@ -3731,7 +3960,15 @@ action \end_inset -=train : this informs CNTK to train a model. += +\begin_inset Quotes erd +\end_inset + +train +\begin_inset Quotes erd +\end_inset + + : this informs CNTK to train a model. \end_layout @@ -3832,7 +4069,15 @@ trainingCriterion \end_inset -=crossentropywithsoftmax specifies that training set to use cross entropy += +\begin_inset Quotes erd +\end_inset + +ClassCrossEntropyWithSoftmax +\begin_inset Quotes erd +\end_inset + + specifies that training set to use cross entropy \end_layout \begin_layout Itemize @@ -3846,8 +4091,15 @@ evalCriterion \end_inset -=crossentropywithsoftmax specifies validation set also uses cross entropy - for evaluation. += +\begin_inset Quotes erd +\end_inset + +ClassCrossEntropyWithSoftmax +\begin_inset Quotes erd +\end_inset + + specifies validation set also uses cross entropy for evaluation. \end_layout \begin_layout Itemize @@ -3911,7 +4163,11 @@ modelPath \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash temp \backslash @@ -3921,7 +4177,11 @@ ATIS \backslash temp \backslash -cntkdebug.dnn : this is the trained model file name. +cntkdebug.dnn +\begin_inset Quotes erd +\end_inset + + : this is the trained model file name. \end_layout \begin_layout Itemize @@ -4120,7 +4380,11 @@ token \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -4128,7 +4392,11 @@ atis \backslash data \backslash -input.txt : this specifies a list of word as input. +input.txt +\begin_inset Quotes erd +\end_inset + + : this specifies a list of word as input. \end_layout @@ -4159,7 +4427,11 @@ token \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -4167,7 +4439,11 @@ atis \backslash data \backslash -output.txt : this specifies output semantic labels. +output.txt +\begin_inset Quotes erd +\end_inset + + : this specifies output semantic labels. \end_layout \end_deeper @@ -4199,7 +4475,15 @@ readerType \end_inset -=LUSequenceReader : specifies using sequence reader. += +\begin_inset Quotes erd +\end_inset + +LUSequenceReader +\begin_inset Quotes erd +\end_inset + + : specifies using sequence reader. \end_layout \begin_layout Itemize @@ -4228,7 +4512,11 @@ file \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -4236,7 +4524,11 @@ ATIS \backslash data \backslash -atis.dev.apos.pred.pos.head.IOB.simple: specifies validation file +atis.dev.apos.pred.pos.head.IOB.simple +\begin_inset Quotes erd +\end_inset + +: specifies validation file \end_layout \end_deeper @@ -4263,7 +4555,15 @@ action \end_inset -=write: this informs CNTK to call simplenetwork evaluation and write outputs, += +\begin_inset Quotes erd +\end_inset + +write +\begin_inset Quotes erd +\end_inset + +: this informs CNTK to call simplenetwork evaluation and write outputs, which will be specified below. \end_layout @@ -4293,7 +4593,11 @@ modelPath \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash temp \backslash @@ -4303,7 +4607,11 @@ ATIS \backslash temp \backslash -cntkdebug.dnn: this is the trained model file name. +cntkdebug.dnn +\begin_inset Quotes erd +\end_inset + +: this is the trained model file name. \end_layout \begin_layout Itemize @@ -4317,7 +4625,15 @@ outputNodeNames \end_inset -=outputs:labels : this specifies which nodes to output results. += +\begin_inset Quotes erd +\end_inset + +outputs:labels +\begin_inset Quotes erd +\end_inset + + : this specifies which nodes to output results. These node names are pre-spefied in CNTK's simple network builder. The node \begin_inset Quotes eld @@ -4365,7 +4681,15 @@ readerType \end_inset -=LUSequenceReader : specifies using LUsequence reader. += +\begin_inset Quotes erd +\end_inset + +LUSequenceReader +\begin_inset Quotes erd +\end_inset + + : specifies using LUsequence reader. \end_layout \begin_layout Itemize @@ -4379,7 +4703,11 @@ wordmap \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -4387,8 +4715,12 @@ atis \backslash data \backslash -inputmap.txt: specifies word map file, which should be the same as those - used in training/validation readers. +inputmap.txt +\begin_inset Quotes erd +\end_inset + +: specifies word map file, which should be the same as those used in training/va +lidation readers. \end_layout @@ -4403,7 +4735,11 @@ file \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -4411,7 +4747,11 @@ atis \backslash data \backslash -atis.test.apos.pred.pos.head.IOB.simple: specifies testing file +atis.test.apos.pred.pos.head.IOB.simple +\begin_inset Quotes erd +\end_inset + +: specifies testing file \end_layout \end_deeper @@ -4441,7 +4781,15 @@ writerType \end_inset -=LUSequenceWriter : this specifies using LUSequenceWriter. += +\begin_inset Quotes erd +\end_inset + +LUSequenceWriter +\begin_inset Quotes erd +\end_inset + + : this specifies using LUSequenceWriter. \end_layout \begin_layout Itemize @@ -4470,7 +4818,11 @@ file \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash temp \backslash @@ -4480,7 +4832,11 @@ atis \backslash output \backslash -output.rec.txt : the file name for writting decode results from LUSequenceWriter. +output.rec.txt +\begin_inset Quotes erd +\end_inset + + : the file name for writting decode results from LUSequenceWriter. \end_layout @@ -4495,7 +4851,11 @@ token \end_inset -=c: += +\begin_inset Quotes erd +\end_inset + +c: \backslash exp \backslash @@ -4503,7 +4863,11 @@ atis \backslash data \backslash -output.txt : this specifies the semantic labels. +output.txt +\begin_inset Quotes erd +\end_inset + + : this specifies the semantic labels. \end_layout diff --git a/Documentation/CNTK-TechReport/lyx/CNTKBook_Introduction.lyx b/Documentation/CNTK-TechReport/lyx/CNTKBook_Introduction.lyx index f6791ad81..2826a62e3 100644 --- a/Documentation/CNTK-TechReport/lyx/CNTKBook_Introduction.lyx +++ b/Documentation/CNTK-TechReport/lyx/CNTKBook_Introduction.lyx @@ -404,7 +404,7 @@ command=Simple_Demo:Simple_Demo_Output \begin_layout Plain Layout -# deviceId=-1 for CPU, >=0 for GPU devices +# deviceId=-1 or "CPU" for CPU, >=0 for GPU devices \end_layout \begin_layout Plain Layout @@ -414,17 +414,17 @@ DeviceNumber=0 \begin_layout Plain Layout -stderr=Demo +stderr="Demo" \end_layout \begin_layout Plain Layout -precision=float +precision="float" \end_layout \begin_layout Plain Layout -modelPath=models/simple.dnn +modelPath="models/simple.dnn" \end_layout \begin_layout Plain Layout @@ -464,7 +464,7 @@ Simple_Demo=[ \begin_layout Plain Layout - action=train + action="train" \end_layout \begin_layout Plain Layout @@ -484,7 +484,7 @@ Simple_Demo=[ \begin_layout Plain Layout - SimpleNetworkBuilder=[ + SimpleNetworkBuilder = [ \end_layout \begin_layout Plain Layout @@ -499,17 +499,17 @@ Simple_Demo=[ \begin_layout Plain Layout - trainingCriterion=CrossEntropyWithSoftmax + trainingCriterion="CrossEntropyWithSoftmax" \end_layout \begin_layout Plain Layout - evalCriterion=ErrorPrediction + evalCriterion="ErrorPrediction" \end_layout \begin_layout Plain Layout - layerTypes=Sigmoid + layerTypes="Sigmoid" \end_layout \begin_layout Plain Layout @@ -529,12 +529,17 @@ Simple_Demo=[ \begin_layout Plain Layout - needPrior=true ] + needPrior=true \end_layout \begin_layout Plain Layout - SGD=[ + ] +\end_layout + +\begin_layout Plain Layout + + SGD = [ \end_layout \begin_layout Plain Layout @@ -595,7 +600,7 @@ Simple_Demo=[ \begin_layout Plain Layout - reader=[ + reader = [ \end_layout \begin_layout Plain Layout @@ -605,17 +610,17 @@ Simple_Demo=[ \begin_layout Plain Layout - readerType=UCIFastReader + readerType="UCIFastReader" \end_layout \begin_layout Plain Layout - file=SimpleDataTrain.txt + file="SimpleDataTrain.txt" \end_layout \begin_layout Plain Layout - miniBatchMode=Partial + miniBatchMode="partial" \end_layout \begin_layout Plain Layout @@ -710,7 +715,7 @@ Simple_Demo_Output=[ \begin_layout Plain Layout - action=write + action="write" \end_layout \begin_layout Plain Layout @@ -730,12 +735,12 @@ Simple_Demo_Output=[ \begin_layout Plain Layout - readerType=UCIFastReader + readerType="UCIFastReader" \end_layout \begin_layout Plain Layout - file=SimpleDataTest.txt + file="SimpleDataTest.txt" \end_layout \begin_layout Plain Layout @@ -795,7 +800,7 @@ Simple_Demo_Output=[ \begin_layout Plain Layout - outputPath=SimpleOutput # Dump output as text + outputPath="SimpleOutput" # Dump output as text \end_layout \begin_layout Plain Layout