diff --git a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-out.txt b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-out.txt index 558f21ef1f..193a84b3cd 100644 --- a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-out.txt +++ b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-out.txt @@ -21,8 +21,8 @@ TRUTH ||======================== Precision ||1.0000 |0.9310 |0.8966 | Accuracy(micro-avg): 0.936709 Accuracy(macro-avg): 0.942857 -Log-loss: 0.312681 -Log-loss reduction: 71.248182 +Log-loss: 0.312759 +Log-loss reduction: 71.240938 Confusion table ||======================== @@ -42,8 +42,8 @@ OVERALL RESULTS --------------------------------------- Accuracy(micro-avg): 0.947228 (0.0105) Accuracy(macro-avg): 0.947944 (0.0051) -Log-loss: 0.253035 (0.0596) -Log-loss reduction: 76.717466 (5.4693) +Log-loss: 0.253074 (0.0597) +Log-loss reduction: 76.713844 (5.4729) --------------------------------------- Physical memory usage(MB): %Number% diff --git a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt index fe2fcf392a..b28e5f0924 100644 --- a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt +++ b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt @@ -1,4 +1,4 @@ LightGBMMC Accuracy(micro-avg) Accuracy(macro-avg) Log-loss Log-loss reduction /iter /lr /nl /mil /nt Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings -0.947228 0.947944 0.253035 76.71747 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:TX:0 col=Features:1-*} data=%Data% seed=1 xf=Term{col=Label} /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 +0.947228 0.947944 0.253074 76.71384 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:TX:0 col=Features:1-*} data=%Data% seed=1 xf=Term{col=Label} /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 diff --git a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key.txt b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key.txt index e756fcd7ba..eba12784d0 100644 --- a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key.txt +++ b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.key.txt @@ -1,83 +1,83 @@ Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class -5 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -6 0 0 0.12225769559664824 0.8849203 0.0591422766 0.05593741 0 2 1 -8 0 0 0.13903052119099127 0.870201468 0.07016017 0.05963834 0 1 2 -9 0 0 0.13970851121881944 0.8696117 0.07047898 0.0599093363 0 1 2 -10 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -11 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -18 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -20 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -21 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -25 0 0 0.13970851121881944 0.8696117 0.07047898 0.0599093363 0 1 2 -28 0 0 0.12225769559664824 0.8849203 0.0591422766 0.05593741 0 2 1 -31 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -32 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -35 0 0 0.13903052119099127 0.870201468 0.07016017 0.05963834 0 1 2 -37 0 0 0.13970851121881944 0.8696117 0.07047898 0.0599093363 0 1 2 -40 0 0 0.12225769559664824 0.8849203 0.0591422766 0.05593741 0 2 1 -41 0 0 0.17550956509619134 0.8390294 0.09255582 0.0684148148 0 1 2 -44 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -45 0 0 0.13903052119099127 0.870201468 0.07016017 0.05963834 0 1 2 -46 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -48 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -50 1 1 0.48031316690941278 0.61858964 0.2931589 0.08825144 1 2 0 -51 1 1 0.18552267596609509 0.83067 0.09896274 0.07036729 1 0 2 -52 1 2 1.8686139310181762 0.745523036 0.154337436 0.1001395 2 1 0 -54 1 1 0.45819815025419125 0.632422149 0.3149078 0.0526700951 1 2 0 -56 1 1 0.58631345356437459 0.5563746 0.357763946 0.0858614147 1 2 0 -60 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -63 1 1 0.442888085987238 0.6421791 0.304338247 0.0534826852 1 2 0 -64 1 1 0.14288655580917453 0.8668524 0.06818299 0.06496459 1 2 0 -66 1 1 0.13927185898584951 0.8699915 0.06910439 0.060904108 1 2 0 -68 1 1 0.1475586146516118 0.862811863 0.08110718 0.0560809337 1 2 0 -69 1 1 0.13690026149264065 0.8720572 0.07104707 0.056895718 1 2 0 -70 1 1 0.58631345356437459 0.5563746 0.357763946 0.0858614147 1 2 0 -71 1 1 0.15194427686527462 0.859036148 0.07716796 0.06379592 1 2 0 -72 1 2 1.4639003870351257 0.712372541 0.231332228 0.0562952235 2 1 0 -73 1 1 0.45819815025419125 0.632422149 0.3149078 0.0526700951 1 2 0 -74 1 1 0.13796619253742226 0.871128142 0.06828712 0.0605847277 1 2 0 -76 1 1 0.45819815025419125 0.632422149 0.3149078 0.0526700951 1 2 0 -77 1 2 2.0734221020246566 0.815010846 0.1257547 0.05923444 2 1 0 -79 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -82 1 1 0.13641919697507263 0.8724768 0.07081407 0.0567091331 1 2 0 -88 1 1 0.13407533925580511 0.8745242 0.06425438 0.0612214245 1 2 0 -90 1 1 0.1425659799992052 0.867130339 0.0762954 0.0565742739 1 2 0 -91 1 1 0.442888085987238 0.6421791 0.304338247 0.0534826852 1 2 0 -92 1 1 0.13641919697507263 0.8724768 0.07081407 0.0567091331 1 2 0 -93 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -95 1 1 0.13407533925580511 0.8745242 0.06425438 0.0612214245 1 2 0 -96 1 1 0.13407533925580511 0.8745242 0.06425438 0.0612214245 1 2 0 -97 1 1 0.13796619253742226 0.871128142 0.06828712 0.0605847277 1 2 0 -98 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -99 1 1 0.13879074815854195 0.870410144 0.06865643 0.06093342 1 2 0 -100 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -102 2 2 0.12282263476045074 0.8844205 0.0591996 0.056379877 2 1 0 -104 2 2 0.12282263476045074 0.8844205 0.0591996 0.056379877 2 1 0 -105 2 2 0.12282263476045074 0.8844205 0.0591996 0.056379877 2 1 0 -106 2 1 2.3434392875794119 0.8476237 0.09599691 0.05637939 1 2 0 -108 2 2 0.22657594234978759 0.7972588 0.1479769 0.0547643229 2 1 0 -109 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -111 2 2 0.177848875720656 0.8370689 0.108788572 0.0541424938 2 1 0 +5 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +6 0 0 0.12225796502047259 0.884920061 0.05914253 0.0559373945 0 2 1 +8 0 0 0.13903079517192601 0.87020123 0.07016016 0.0596385933 0 1 2 +9 0 0 0.13970878538557358 0.869611442 0.07047896 0.05990959 0 1 2 +10 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +11 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +18 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +20 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +21 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +25 0 0 0.13970878538557358 0.869611442 0.07047896 0.05990959 0 1 2 +28 0 0 0.12225796502047259 0.884920061 0.05914253 0.0559373945 0 2 1 +31 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +32 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +35 0 0 0.13903079517192601 0.87020123 0.07016016 0.0596385933 0 1 2 +37 0 0 0.13970878538557358 0.869611442 0.07047896 0.05990959 0 1 2 +40 0 0 0.12225796502047259 0.884920061 0.05914253 0.0559373945 0 2 1 +41 0 0 0.17550530270540357 0.839032948 0.09255621 0.068410866 0 1 2 +44 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +45 0 0 0.13903079517192601 0.87020123 0.07016016 0.0596385933 0 1 2 +46 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +48 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +50 1 1 0.48031528673730972 0.6185883 0.2931604 0.0882512555 1 2 0 +51 1 1 0.1855230347406718 0.8306697 0.09896271 0.0703676 1 0 2 +52 1 2 1.8686158620047173 0.7455236 0.154337138 0.100139305 2 1 0 +54 1 1 0.45820041221338154 0.6324207 0.3149093 0.05266998 1 2 0 +56 1 1 0.58631409634709242 0.556374252 0.357764423 0.08586135 1 2 0 +60 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +63 1 1 0.44289031357940112 0.642177641 0.3043398 0.053482566 1 2 0 +64 1 1 0.14288683084862894 0.866852164 0.06818328 0.06496458 1 2 0 +66 1 1 0.13881478450725465 0.8703892 0.0686788 0.0609319545 1 2 0 +68 1 1 0.14755364077036032 0.862816155 0.0811026245 0.0560812131 1 2 0 +69 1 1 0.13689581878715465 0.8720611 0.07104298 0.0568959676 1 2 0 +70 1 1 0.58631409634709242 0.556374252 0.357764423 0.08586135 1 2 0 +71 1 1 0.15245577872775815 0.858596861 0.07763986 0.0637633 1 2 0 +72 1 2 1.4638898231048283 0.7123695 0.231334671 0.05629582 2 1 0 +73 1 1 0.45820041221338154 0.6324207 0.3149093 0.05266998 1 2 0 +74 1 1 0.13842123633682313 0.870731831 0.068711035 0.06055716 1 2 0 +76 1 1 0.45820041221338154 0.6324207 0.3149093 0.05266998 1 2 0 +77 1 2 2.0734225760002563 0.815010965 0.12575464 0.0592344068 2 1 0 +79 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +82 1 1 0.13641482472258923 0.872480631 0.07081 0.0567093827 1 2 0 +88 1 1 0.13407561188247241 0.874523938 0.06425465 0.0612214059 1 2 0 +90 1 1 0.14206322054986673 0.8675664 0.07583086 0.0566027239 1 2 0 +91 1 1 0.44289031357940112 0.642177641 0.3043398 0.053482566 1 2 0 +92 1 1 0.13641482472258923 0.872480631 0.07081 0.0567093827 1 2 0 +93 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +95 1 1 0.13407561188247241 0.874523938 0.06425465 0.0612214059 1 2 0 +96 1 1 0.13407561188247241 0.874523938 0.06425465 0.0612214059 1 2 0 +97 1 1 0.13842123633682313 0.870731831 0.068711035 0.06055716 1 2 0 +98 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +99 1 1 0.13879102207379132 0.8704099 0.06865671 0.0609334 1 2 0 +100 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +102 2 2 0.12282263476045074 0.8844205 0.0591995977 0.0563798733 2 1 0 +104 2 2 0.12282263476045074 0.8844205 0.0591995977 0.0563798733 2 1 0 +105 2 2 0.12282263476045074 0.8844205 0.0591995977 0.0563798733 2 1 0 +106 2 1 2.3492272871651649 0.84814316 0.09544288 0.05641394 1 2 0 +108 2 2 0.22657586758781198 0.797258854 0.14797686 0.0547643043 2 1 0 +109 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +111 2 2 0.177848875720656 0.8370689 0.108788565 0.0541424938 2 1 0 112 2 2 0.13281455464792449 0.875627458 0.06831084 0.0560617261 2 1 0 -113 2 2 0.19621674447868781 0.8218341 0.12273933 0.05542656 2 1 0 +113 2 2 0.1962166719523184 0.821834147 0.122739322 0.0554265566 2 1 0 115 2 2 0.17200937673419167 0.8419713 0.09234353 0.0656852052 2 0 1 -117 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -120 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -121 2 2 0.16411842591849909 0.8486415 0.09412396 0.05723452 2 1 0 +117 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +120 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +121 2 2 0.16411842591849909 0.8486415 0.09412395 0.0572345145 2 1 0 122 2 2 0.13716672321276682 0.871824861 0.07206305 0.0561121143 2 1 0 -123 2 2 0.28256671512014453 0.753846347 0.189867079 0.05628657 2 1 0 -125 2 2 0.20564890133993838 0.814118862 0.09413585 0.09174529 2 0 1 +123 2 2 0.28256655698542577 0.753846467 0.18986699 0.0562865436 2 1 0 +125 2 2 0.20564882812625254 0.8141189 0.09413582 0.09174526 2 0 1 128 2 2 0.13716672321276682 0.871824861 0.07206305 0.0561121143 2 1 0 -129 2 2 0.16567795334648433 0.847319067 0.09548671 0.057194218 2 1 0 -131 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 +129 2 2 0.16567788300150446 0.8473191 0.09548668 0.0571942 2 1 0 +131 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 132 2 2 0.13716672321276682 0.871824861 0.07206305 0.0561121143 2 1 0 -133 2 2 0.29113037794713281 0.7474182 0.191831991 0.0607497729 2 1 0 -137 2 2 0.22116862531406531 0.8015815 0.104995139 0.09342336 2 1 0 -138 2 1 0.99148905684440769 0.5769956 0.3710238 0.05198058 1 2 0 -141 2 2 0.18520119392899573 0.8309371 0.09454043 0.07452248 2 0 1 -144 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -145 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574501 2 1 0 -147 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574501 2 1 0 +133 2 2 0.29112966022097542 0.747418761 0.191831574 0.06074964 2 1 0 +137 2 2 0.22116855095526036 0.801581562 0.1049951 0.09342333 2 1 0 +138 2 1 0.99148777165233459 0.5769952 0.371024281 0.05198054 1 2 0 +141 2 2 0.18520119392899573 0.8309371 0.09454043 0.07452247 2 0 1 +144 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +145 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574500971 2 1 0 +147 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574500971 2 1 0 0 0 0 0.12805244799353907 0.879807234 0.0614267066 0.0587660335 0 1 2 1 0 0 0.13227381045206946 0.8761011 0.06422711 0.0596717857 0 1 2 2 0 0 0.12805244799353907 0.879807234 0.0614267066 0.0587660335 0 1 2 diff --git a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt index e45fbbb6c2..e6f1c68e64 100644 --- a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt +++ b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt @@ -23,8 +23,8 @@ TRUTH ||======================================== Precision ||1.0000 |0.9310 |0.8966 |0.0000 |0.0000 | Accuracy(micro-avg): 0.936709 Accuracy(macro-avg): 0.942857 -Log-loss: 0.312681 -Log-loss reduction: 71.248176 +Log-loss: 0.312759 +Log-loss reduction: 71.240931 Confusion table ||======================================== @@ -46,8 +46,8 @@ OVERALL RESULTS --------------------------------------- Accuracy(micro-avg): 0.947228 (0.0105) Accuracy(macro-avg): 0.947944 (0.0051) -Log-loss: 0.253035 (0.0596) -Log-loss reduction: 76.717461 (5.4693) +Log-loss: 0.253074 (0.0597) +Log-loss reduction: 76.713839 (5.4729) --------------------------------------- Physical memory usage(MB): %Number% diff --git a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt index f803e379e2..aad98c4e5a 100644 --- a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt +++ b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt @@ -1,4 +1,4 @@ LightGBMMC Accuracy(micro-avg) Accuracy(macro-avg) Log-loss Log-loss reduction /iter /lr /nl /mil /nt Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings -0.947228 0.947944 0.253035 76.71746 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:U4[0-4]:0 col=Features:1-4} data=%Data% seed=1 /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 +0.947228 0.947944 0.253074 76.71384 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:U4[0-4]:0 col=Features:1-4} data=%Data% seed=1 /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 diff --git a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt index c3fc93b75b..62ea0fc960 100644 --- a/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt +++ b/test/BaselineOutput/SingleDebug/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt @@ -1,83 +1,83 @@ Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class -5 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -6 0 0 0.12225776295259752 0.884920239 0.0591422729 0.0559374057 0 2 1 -8 0 0 0.13903058968621793 0.8702014 0.07016017 0.0596383363 0 1 2 -9 0 0 0.13970857976050094 0.8696116 0.0704789758 0.0599093325 0 1 2 -10 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -11 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -18 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -20 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -21 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -25 0 0 0.13970857976050094 0.8696116 0.0704789758 0.0599093325 0 1 2 -28 0 0 0.12225776295259752 0.884920239 0.0591422729 0.0559374057 0 2 1 -31 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -32 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -35 0 0 0.13903058968621793 0.8702014 0.07016017 0.0596383363 0 1 2 -37 0 0 0.13970857976050094 0.8696116 0.0704789758 0.0599093325 0 1 2 -40 0 0 0.12225776295259752 0.884920239 0.0591422729 0.0559374057 0 2 1 -41 0 0 0.17550963613619172 0.8390293 0.09255581 0.06841481 0 1 2 -44 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -45 0 0 0.13903058968621793 0.8702014 0.07016017 0.0596383363 0 1 2 -46 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -48 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -50 1 1 0.48031316690941278 0.61858964 0.293158859 0.08825144 1 2 0 -51 1 1 0.18552274772100014 0.83066994 0.09896273 0.0703672841 1 0 2 -52 1 2 1.8686139310181762 0.745523036 0.154337436 0.1001395 2 1 0 -54 1 1 0.45819824450238866 0.6324221 0.314907759 0.0526700951 1 2 0 -56 1 1 0.58631345356437459 0.5563746 0.357763946 0.08586141 1 2 0 -60 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -63 1 1 0.44288817880347908 0.642179 0.304338247 0.05348268 1 2 0 -64 1 1 0.14288662456903103 0.866852343 0.06818299 0.06496459 1 2 0 -66 1 1 0.13927192749760864 0.8699914 0.06910439 0.0609041043 1 2 0 -68 1 1 0.1475586146516118 0.862811863 0.08110717 0.05608093 1 2 0 -69 1 1 0.13690032984210998 0.87205714 0.07104707 0.0568957143 1 2 0 -70 1 1 0.58631345356437459 0.5563746 0.357763946 0.08586141 1 2 0 -71 1 1 0.15194434625076791 0.8590361 0.07716796 0.06379592 1 2 0 -72 1 2 1.4639004514496772 0.7123725 0.231332213 0.05629522 2 1 0 -73 1 1 0.45819824450238866 0.6324221 0.314907759 0.0526700951 1 2 0 -74 1 1 0.13796626095978629 0.8711281 0.06828712 0.0605847239 1 2 0 -76 1 1 0.45819824450238866 0.6324221 0.314907759 0.0526700951 1 2 0 -77 1 2 2.0734221020246566 0.8150108 0.1257547 0.0592344366 2 1 0 -79 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -82 1 1 0.13641926529166934 0.872476757 0.07081407 0.05670913 1 2 0 -88 1 1 0.13407540741246499 0.8745241 0.06425437 0.06122142 1 2 0 -90 1 1 0.1425660487370225 0.8671303 0.07629539 0.05657427 1 2 0 -91 1 1 0.44288817880347908 0.642179 0.304338247 0.05348268 1 2 0 -92 1 1 0.13641926529166934 0.872476757 0.07081407 0.05670913 1 2 0 -93 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -95 1 1 0.13407540741246499 0.8745241 0.06425437 0.06122142 1 2 0 -96 1 1 0.13407540741246499 0.8745241 0.06425437 0.06122142 1 2 0 -97 1 1 0.13796626095978629 0.8711281 0.06828712 0.0605847239 1 2 0 -98 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -99 1 1 0.13879081663734727 0.8704101 0.06865642 0.0609334148 1 2 0 -100 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -102 2 2 0.1228227021544628 0.884420455 0.0591995977 0.0563798733 2 1 0 -104 2 2 0.1228227021544628 0.884420455 0.0591995977 0.0563798733 2 1 0 -105 2 2 0.1228227021544628 0.884420455 0.0591995977 0.0563798733 2 1 0 -106 2 1 2.3434393651921286 0.847623646 0.0959969 0.0563793853 1 2 0 -108 2 2 0.22657601711176881 0.797258735 0.1479769 0.05476432 2 1 0 -109 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -111 2 2 0.17784894692703557 0.837068856 0.108788565 0.0541424938 2 1 0 +5 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +6 0 0 0.12225803237644002 0.88492 0.0591425262 0.05593739 0 2 1 +8 0 0 0.13903086366717143 0.8702012 0.07016015 0.05963859 0 1 2 +9 0 0 0.13970885392727384 0.8696114 0.07047896 0.0599095859 0 1 2 +10 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +11 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +18 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +20 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +21 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +25 0 0 0.13970885392727384 0.8696114 0.07047896 0.0599095859 0 1 2 +28 0 0 0.12225803237644002 0.88492 0.0591425262 0.05593739 0 2 1 +31 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +32 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +35 0 0 0.13903086366717143 0.8702012 0.07016015 0.05963859 0 1 2 +37 0 0 0.13970885392727384 0.8696114 0.07047896 0.0599095859 0 1 2 +40 0 0 0.12225803237644002 0.88492 0.0591425262 0.05593739 0 2 1 +41 0 0 0.17550537374510114 0.8390329 0.0925562 0.06841086 0 1 2 +44 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +45 0 0 0.13903086366717143 0.8702012 0.07016015 0.05963859 0 1 2 +46 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +48 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +50 1 1 0.48031528673730972 0.6185883 0.293160379 0.08825125 1 2 0 +51 1 1 0.18552310649560261 0.830669641 0.0989627 0.07036759 1 0 2 +52 1 2 1.8686159585541422 0.7455235 0.154337123 0.1001393 2 1 0 +54 1 1 0.45820050646179217 0.632420659 0.314909279 0.0526699759 1 2 0 +56 1 1 0.58631420347758545 0.5563742 0.3577644 0.08586135 1 2 0 +60 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +63 1 1 0.44289040639584898 0.6421776 0.304339767 0.0534825623 1 2 0 +64 1 1 0.14288689960850434 0.8668521 0.06818327 0.06496457 1 2 0 +66 1 1 0.13881485298770596 0.870389163 0.0686788 0.06093195 1 2 0 +68 1 1 0.14755370985187494 0.8628161 0.0811026245 0.05608121 1 2 0 +69 1 1 0.13689588713632034 0.872061 0.07104297 0.0568959638 1 2 0 +70 1 1 0.58631420347758545 0.5563742 0.3577644 0.08586135 1 2 0 +71 1 1 0.15245584814875132 0.8585968 0.0776398554 0.06376329 1 2 0 +72 1 2 1.4638898875186992 0.7123695 0.231334656 0.0562958159 2 1 0 +73 1 1 0.45820050646179217 0.632420659 0.314909279 0.0526699759 1 2 0 +74 1 1 0.13842130479032938 0.8707318 0.06871103 0.0605571568 1 2 0 +76 1 1 0.45820050646179217 0.632420659 0.314909279 0.0526699759 1 2 0 +77 1 2 2.0734226944941909 0.8150109 0.125754625 0.0592344031 2 1 0 +79 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +82 1 1 0.13641489303888726 0.8724806 0.07080999 0.05670938 1 2 0 +88 1 1 0.13407568003915085 0.8745239 0.06425465 0.0612214021 1 2 0 +90 1 1 0.14206328925313413 0.867566347 0.07583086 0.05660272 1 2 0 +91 1 1 0.44289040639584898 0.6421776 0.304339767 0.0534825623 1 2 0 +92 1 1 0.13641489303888726 0.8724806 0.07080999 0.05670938 1 2 0 +93 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +95 1 1 0.13407568003915085 0.8745239 0.06425465 0.0612214021 1 2 0 +96 1 1 0.13407568003915085 0.8745239 0.06425465 0.0612214021 1 2 0 +97 1 1 0.13842130479032938 0.8707318 0.06871103 0.0605571568 1 2 0 +98 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +99 1 1 0.1387910905526154 0.870409846 0.0686567053 0.0609333962 1 2 0 +100 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +102 2 2 0.1228227021544628 0.884420455 0.059199594 0.05637987 2 1 0 +104 2 2 0.1228227021544628 0.884420455 0.059199594 0.05637987 2 1 0 +105 2 2 0.1228227021544628 0.884420455 0.059199594 0.05637987 2 1 0 +106 2 1 2.3492273652284066 0.8481431 0.0954428762 0.0564139374 1 2 0 +108 2 2 0.22657594234978759 0.7972588 0.147976846 0.0547643 2 1 0 +109 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +111 2 2 0.177848875720656 0.8370689 0.108788557 0.05414249 2 1 0 112 2 2 0.13281462271870764 0.8756274 0.0683108345 0.0560617223 2 1 0 -113 2 2 0.19621674447868781 0.8218341 0.122739322 0.0554265566 2 1 0 +113 2 2 0.19621674447868781 0.8218341 0.122739315 0.0554265529 2 1 0 115 2 2 0.17200944752597333 0.8419712 0.0923435241 0.0656852 2 0 1 -117 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -120 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -121 2 2 0.16411849615386448 0.848641455 0.09412395 0.0572345145 2 1 0 +117 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +120 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +121 2 2 0.16411849615386448 0.848641455 0.0941239446 0.05723451 2 1 0 122 2 2 0.13716679158045109 0.8718248 0.07206305 0.05611211 2 1 0 -123 2 2 0.28256679418751329 0.7538463 0.189867079 0.056286566 2 1 0 -125 2 2 0.20564897455362954 0.8141188 0.09413585 0.09174528 2 0 1 +123 2 2 0.28256663605278198 0.7538464 0.189866975 0.05628654 2 1 0 +125 2 2 0.20564890133993838 0.814118862 0.09413581 0.09174525 2 0 1 128 2 2 0.13716679158045109 0.8718248 0.07206305 0.05611211 2 1 0 -129 2 2 0.16567802369146914 0.847319 0.0954867 0.0571942143 2 1 0 -131 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 +129 2 2 0.16567795334648433 0.847319067 0.09548667 0.0571941957 2 1 0 +131 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 132 2 2 0.13716679158045109 0.8718248 0.07206305 0.05611211 2 1 0 -133 2 2 0.29113045769451545 0.747418165 0.191831976 0.06074977 2 1 0 -137 2 2 0.22116869967287578 0.801581442 0.104995131 0.09342335 2 1 0 -138 2 1 0.99148913716896714 0.5769956 0.371023774 0.0519805774 1 2 0 -141 2 2 0.18520126566083658 0.830937 0.09454043 0.07452247 2 0 1 -144 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -145 2 2 0.14505504697273677 0.8649747 0.07757514 0.0574500971 2 1 0 -147 2 2 0.14505504697273677 0.8649747 0.07757514 0.0574500971 2 1 0 +133 2 2 0.29112966022097542 0.747418761 0.191831559 0.0607496351 2 1 0 +137 2 2 0.22116862531406531 0.8015815 0.104995094 0.09342332 2 1 0 +138 2 1 0.99148785197679079 0.576995134 0.371024251 0.05198054 1 2 0 +141 2 2 0.18520126566083658 0.830937 0.0945404246 0.0745224655 2 0 1 +144 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +145 2 2 0.14505497806361808 0.864974737 0.07757513 0.0574500933 2 1 0 +147 2 2 0.14505497806361808 0.864974737 0.07757513 0.0574500933 2 1 0 0 0 0 0.12805244799353907 0.879807234 0.0614267029 0.05876603 0 1 2 1 0 0 0.13227381045206946 0.8761011 0.0642271042 0.059671782 0 1 2 2 0 0 0.12805244799353907 0.879807234 0.0614267029 0.05876603 0 1 2 diff --git a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-out.txt b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-out.txt index 558f21ef1f..193a84b3cd 100644 --- a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-out.txt +++ b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-out.txt @@ -21,8 +21,8 @@ TRUTH ||======================== Precision ||1.0000 |0.9310 |0.8966 | Accuracy(micro-avg): 0.936709 Accuracy(macro-avg): 0.942857 -Log-loss: 0.312681 -Log-loss reduction: 71.248182 +Log-loss: 0.312759 +Log-loss reduction: 71.240938 Confusion table ||======================== @@ -42,8 +42,8 @@ OVERALL RESULTS --------------------------------------- Accuracy(micro-avg): 0.947228 (0.0105) Accuracy(macro-avg): 0.947944 (0.0051) -Log-loss: 0.253035 (0.0596) -Log-loss reduction: 76.717466 (5.4693) +Log-loss: 0.253074 (0.0597) +Log-loss reduction: 76.713844 (5.4729) --------------------------------------- Physical memory usage(MB): %Number% diff --git a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt index fe2fcf392a..b28e5f0924 100644 --- a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt +++ b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key-rp.txt @@ -1,4 +1,4 @@ LightGBMMC Accuracy(micro-avg) Accuracy(macro-avg) Log-loss Log-loss reduction /iter /lr /nl /mil /nt Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings -0.947228 0.947944 0.253035 76.71747 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:TX:0 col=Features:1-*} data=%Data% seed=1 xf=Term{col=Label} /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 +0.947228 0.947944 0.253074 76.71384 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:TX:0 col=Features:1-*} data=%Data% seed=1 xf=Term{col=Label} /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 diff --git a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key.txt b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key.txt index e756fcd7ba..eba12784d0 100644 --- a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key.txt +++ b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.key.txt @@ -1,83 +1,83 @@ Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class -5 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -6 0 0 0.12225769559664824 0.8849203 0.0591422766 0.05593741 0 2 1 -8 0 0 0.13903052119099127 0.870201468 0.07016017 0.05963834 0 1 2 -9 0 0 0.13970851121881944 0.8696117 0.07047898 0.0599093363 0 1 2 -10 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -11 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -18 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -20 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -21 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -25 0 0 0.13970851121881944 0.8696117 0.07047898 0.0599093363 0 1 2 -28 0 0 0.12225769559664824 0.8849203 0.0591422766 0.05593741 0 2 1 -31 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -32 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -35 0 0 0.13903052119099127 0.870201468 0.07016017 0.05963834 0 1 2 -37 0 0 0.13970851121881944 0.8696117 0.07047898 0.0599093363 0 1 2 -40 0 0 0.12225769559664824 0.8849203 0.0591422766 0.05593741 0 2 1 -41 0 0 0.17550956509619134 0.8390294 0.09255582 0.0684148148 0 1 2 -44 0 0 0.25328578422472414 0.776246 0.1675262 0.0562277846 0 1 2 -45 0 0 0.13903052119099127 0.870201468 0.07016017 0.05963834 0 1 2 -46 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -48 0 0 0.12269405525649343 0.88453424 0.0593406856 0.0561250672 0 2 1 -50 1 1 0.48031316690941278 0.61858964 0.2931589 0.08825144 1 2 0 -51 1 1 0.18552267596609509 0.83067 0.09896274 0.07036729 1 0 2 -52 1 2 1.8686139310181762 0.745523036 0.154337436 0.1001395 2 1 0 -54 1 1 0.45819815025419125 0.632422149 0.3149078 0.0526700951 1 2 0 -56 1 1 0.58631345356437459 0.5563746 0.357763946 0.0858614147 1 2 0 -60 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -63 1 1 0.442888085987238 0.6421791 0.304338247 0.0534826852 1 2 0 -64 1 1 0.14288655580917453 0.8668524 0.06818299 0.06496459 1 2 0 -66 1 1 0.13927185898584951 0.8699915 0.06910439 0.060904108 1 2 0 -68 1 1 0.1475586146516118 0.862811863 0.08110718 0.0560809337 1 2 0 -69 1 1 0.13690026149264065 0.8720572 0.07104707 0.056895718 1 2 0 -70 1 1 0.58631345356437459 0.5563746 0.357763946 0.0858614147 1 2 0 -71 1 1 0.15194427686527462 0.859036148 0.07716796 0.06379592 1 2 0 -72 1 2 1.4639003870351257 0.712372541 0.231332228 0.0562952235 2 1 0 -73 1 1 0.45819815025419125 0.632422149 0.3149078 0.0526700951 1 2 0 -74 1 1 0.13796619253742226 0.871128142 0.06828712 0.0605847277 1 2 0 -76 1 1 0.45819815025419125 0.632422149 0.3149078 0.0526700951 1 2 0 -77 1 2 2.0734221020246566 0.815010846 0.1257547 0.05923444 2 1 0 -79 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -82 1 1 0.13641919697507263 0.8724768 0.07081407 0.0567091331 1 2 0 -88 1 1 0.13407533925580511 0.8745242 0.06425438 0.0612214245 1 2 0 -90 1 1 0.1425659799992052 0.867130339 0.0762954 0.0565742739 1 2 0 -91 1 1 0.442888085987238 0.6421791 0.304338247 0.0534826852 1 2 0 -92 1 1 0.13641919697507263 0.8724768 0.07081407 0.0567091331 1 2 0 -93 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -95 1 1 0.13407533925580511 0.8745242 0.06425438 0.0612214245 1 2 0 -96 1 1 0.13407533925580511 0.8745242 0.06425438 0.0612214245 1 2 0 -97 1 1 0.13796619253742226 0.871128142 0.06828712 0.0605847277 1 2 0 -98 1 1 0.54904634529954011 0.5775003 0.363432646 0.0590670444 1 0 2 -99 1 1 0.13879074815854195 0.870410144 0.06865643 0.06093342 1 2 0 -100 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -102 2 2 0.12282263476045074 0.8844205 0.0591996 0.056379877 2 1 0 -104 2 2 0.12282263476045074 0.8844205 0.0591996 0.056379877 2 1 0 -105 2 2 0.12282263476045074 0.8844205 0.0591996 0.056379877 2 1 0 -106 2 1 2.3434392875794119 0.8476237 0.09599691 0.05637939 1 2 0 -108 2 2 0.22657594234978759 0.7972588 0.1479769 0.0547643229 2 1 0 -109 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -111 2 2 0.177848875720656 0.8370689 0.108788572 0.0541424938 2 1 0 +5 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +6 0 0 0.12225796502047259 0.884920061 0.05914253 0.0559373945 0 2 1 +8 0 0 0.13903079517192601 0.87020123 0.07016016 0.0596385933 0 1 2 +9 0 0 0.13970878538557358 0.869611442 0.07047896 0.05990959 0 1 2 +10 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +11 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +18 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +20 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +21 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +25 0 0 0.13970878538557358 0.869611442 0.07047896 0.05990959 0 1 2 +28 0 0 0.12225796502047259 0.884920061 0.05914253 0.0559373945 0 2 1 +31 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +32 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +35 0 0 0.13903079517192601 0.87020123 0.07016016 0.0596385933 0 1 2 +37 0 0 0.13970878538557358 0.869611442 0.07047896 0.05990959 0 1 2 +40 0 0 0.12225796502047259 0.884920061 0.05914253 0.0559373945 0 2 1 +41 0 0 0.17550530270540357 0.839032948 0.09255621 0.068410866 0 1 2 +44 0 0 0.25328601458204941 0.776245832 0.167526156 0.0562280267 0 1 2 +45 0 0 0.13903079517192601 0.87020123 0.07016016 0.0596385933 0 1 2 +46 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +48 0 0 0.12269432479790915 0.884534 0.05934094 0.05612505 0 2 1 +50 1 1 0.48031528673730972 0.6185883 0.2931604 0.0882512555 1 2 0 +51 1 1 0.1855230347406718 0.8306697 0.09896271 0.0703676 1 0 2 +52 1 2 1.8686158620047173 0.7455236 0.154337138 0.100139305 2 1 0 +54 1 1 0.45820041221338154 0.6324207 0.3149093 0.05266998 1 2 0 +56 1 1 0.58631409634709242 0.556374252 0.357764423 0.08586135 1 2 0 +60 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +63 1 1 0.44289031357940112 0.642177641 0.3043398 0.053482566 1 2 0 +64 1 1 0.14288683084862894 0.866852164 0.06818328 0.06496458 1 2 0 +66 1 1 0.13881478450725465 0.8703892 0.0686788 0.0609319545 1 2 0 +68 1 1 0.14755364077036032 0.862816155 0.0811026245 0.0560812131 1 2 0 +69 1 1 0.13689581878715465 0.8720611 0.07104298 0.0568959676 1 2 0 +70 1 1 0.58631409634709242 0.556374252 0.357764423 0.08586135 1 2 0 +71 1 1 0.15245577872775815 0.858596861 0.07763986 0.0637633 1 2 0 +72 1 2 1.4638898231048283 0.7123695 0.231334671 0.05629582 2 1 0 +73 1 1 0.45820041221338154 0.6324207 0.3149093 0.05266998 1 2 0 +74 1 1 0.13842123633682313 0.870731831 0.068711035 0.06055716 1 2 0 +76 1 1 0.45820041221338154 0.6324207 0.3149093 0.05266998 1 2 0 +77 1 2 2.0734225760002563 0.815010965 0.12575464 0.0592344068 2 1 0 +79 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +82 1 1 0.13641482472258923 0.872480631 0.07081 0.0567093827 1 2 0 +88 1 1 0.13407561188247241 0.874523938 0.06425465 0.0612214059 1 2 0 +90 1 1 0.14206322054986673 0.8675664 0.07583086 0.0566027239 1 2 0 +91 1 1 0.44289031357940112 0.642177641 0.3043398 0.053482566 1 2 0 +92 1 1 0.13641482472258923 0.872480631 0.07081 0.0567093827 1 2 0 +93 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +95 1 1 0.13407561188247241 0.874523938 0.06425465 0.0612214059 1 2 0 +96 1 1 0.13407561188247241 0.874523938 0.06425465 0.0612214059 1 2 0 +97 1 1 0.13842123633682313 0.870731831 0.068711035 0.06055716 1 2 0 +98 1 1 0.5490426296940486 0.5775024 0.363434 0.0590636 1 0 2 +99 1 1 0.13879102207379132 0.8704099 0.06865671 0.0609334 1 2 0 +100 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +102 2 2 0.12282263476045074 0.8844205 0.0591995977 0.0563798733 2 1 0 +104 2 2 0.12282263476045074 0.8844205 0.0591995977 0.0563798733 2 1 0 +105 2 2 0.12282263476045074 0.8844205 0.0591995977 0.0563798733 2 1 0 +106 2 1 2.3492272871651649 0.84814316 0.09544288 0.05641394 1 2 0 +108 2 2 0.22657586758781198 0.797258854 0.14797686 0.0547643043 2 1 0 +109 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +111 2 2 0.177848875720656 0.8370689 0.108788565 0.0541424938 2 1 0 112 2 2 0.13281455464792449 0.875627458 0.06831084 0.0560617261 2 1 0 -113 2 2 0.19621674447868781 0.8218341 0.12273933 0.05542656 2 1 0 +113 2 2 0.1962166719523184 0.821834147 0.122739322 0.0554265566 2 1 0 115 2 2 0.17200937673419167 0.8419713 0.09234353 0.0656852052 2 0 1 -117 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -120 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -121 2 2 0.16411842591849909 0.8486415 0.09412396 0.05723452 2 1 0 +117 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +120 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +121 2 2 0.16411842591849909 0.8486415 0.09412395 0.0572345145 2 1 0 122 2 2 0.13716672321276682 0.871824861 0.07206305 0.0561121143 2 1 0 -123 2 2 0.28256671512014453 0.753846347 0.189867079 0.05628657 2 1 0 -125 2 2 0.20564890133993838 0.814118862 0.09413585 0.09174529 2 0 1 +123 2 2 0.28256655698542577 0.753846467 0.18986699 0.0562865436 2 1 0 +125 2 2 0.20564882812625254 0.8141189 0.09413582 0.09174526 2 0 1 128 2 2 0.13716672321276682 0.871824861 0.07206305 0.0561121143 2 1 0 -129 2 2 0.16567795334648433 0.847319067 0.09548671 0.057194218 2 1 0 -131 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 +129 2 2 0.16567788300150446 0.8473191 0.09548668 0.0571942 2 1 0 +131 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 132 2 2 0.13716672321276682 0.871824861 0.07206305 0.0561121143 2 1 0 -133 2 2 0.29113037794713281 0.7474182 0.191831991 0.0607497729 2 1 0 -137 2 2 0.22116862531406531 0.8015815 0.104995139 0.09342336 2 1 0 -138 2 1 0.99148905684440769 0.5769956 0.3710238 0.05198058 1 2 0 -141 2 2 0.18520119392899573 0.8309371 0.09454043 0.07452248 2 0 1 -144 2 2 0.16223550400064654 0.850240946 0.0928473249 0.0569117554 2 0 1 -145 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574501 2 1 0 -147 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574501 2 1 0 +133 2 2 0.29112966022097542 0.747418761 0.191831574 0.06074964 2 1 0 +137 2 2 0.22116855095526036 0.801581562 0.1049951 0.09342333 2 1 0 +138 2 1 0.99148777165233459 0.5769952 0.371024281 0.05198054 1 2 0 +141 2 2 0.18520119392899573 0.8309371 0.09454043 0.07452247 2 0 1 +144 2 2 0.16223550400064654 0.850240946 0.0928473249 0.05691175 2 0 1 +145 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574500971 2 1 0 +147 2 2 0.14505497806361808 0.864974737 0.07757514 0.0574500971 2 1 0 0 0 0 0.12805244799353907 0.879807234 0.0614267066 0.0587660335 0 1 2 1 0 0 0.13227381045206946 0.8761011 0.06422711 0.0596717857 0 1 2 2 0 0 0.12805244799353907 0.879807234 0.0614267066 0.0587660335 0 1 2 diff --git a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt index e45fbbb6c2..e6f1c68e64 100644 --- a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt +++ b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-out.txt @@ -23,8 +23,8 @@ TRUTH ||======================================== Precision ||1.0000 |0.9310 |0.8966 |0.0000 |0.0000 | Accuracy(micro-avg): 0.936709 Accuracy(macro-avg): 0.942857 -Log-loss: 0.312681 -Log-loss reduction: 71.248176 +Log-loss: 0.312759 +Log-loss reduction: 71.240931 Confusion table ||======================================== @@ -46,8 +46,8 @@ OVERALL RESULTS --------------------------------------- Accuracy(micro-avg): 0.947228 (0.0105) Accuracy(macro-avg): 0.947944 (0.0051) -Log-loss: 0.253035 (0.0596) -Log-loss reduction: 76.717461 (5.4693) +Log-loss: 0.253074 (0.0597) +Log-loss reduction: 76.713839 (5.4729) --------------------------------------- Physical memory usage(MB): %Number% diff --git a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt index f803e379e2..aad98c4e5a 100644 --- a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt +++ b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404-rp.txt @@ -1,4 +1,4 @@ LightGBMMC Accuracy(micro-avg) Accuracy(macro-avg) Log-loss Log-loss reduction /iter /lr /nl /mil /nt Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings -0.947228 0.947944 0.253035 76.71746 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:U4[0-4]:0 col=Features:1-4} data=%Data% seed=1 /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 +0.947228 0.947944 0.253074 76.71384 10 0.2 20 10 1 LightGBMMC %Data% %Output% 99 0 0 maml.exe CV tr=LightGBMMC{nt=1 iter=10 v=- lr=0.2 mil=10 nl=20} threads=- dout=%Output% loader=Text{col=Label:U4[0-4]:0 col=Features:1-4} data=%Data% seed=1 /iter:10;/lr:0.2;/nl:20;/mil:10;/nt:1 diff --git a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt index c3fc93b75b..62ea0fc960 100644 --- a/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt +++ b/test/BaselineOutput/SingleRelease/LightGBMMC/LightGBMMC-CV-iris.keyU404.txt @@ -1,83 +1,83 @@ Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class -5 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -6 0 0 0.12225776295259752 0.884920239 0.0591422729 0.0559374057 0 2 1 -8 0 0 0.13903058968621793 0.8702014 0.07016017 0.0596383363 0 1 2 -9 0 0 0.13970857976050094 0.8696116 0.0704789758 0.0599093325 0 1 2 -10 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -11 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -18 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -20 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -21 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -25 0 0 0.13970857976050094 0.8696116 0.0704789758 0.0599093325 0 1 2 -28 0 0 0.12225776295259752 0.884920239 0.0591422729 0.0559374057 0 2 1 -31 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -32 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -35 0 0 0.13903058968621793 0.8702014 0.07016017 0.0596383363 0 1 2 -37 0 0 0.13970857976050094 0.8696116 0.0704789758 0.0599093325 0 1 2 -40 0 0 0.12225776295259752 0.884920239 0.0591422729 0.0559374057 0 2 1 -41 0 0 0.17550963613619172 0.8390293 0.09255581 0.06841481 0 1 2 -44 0 0 0.25328586101049333 0.776245952 0.167526186 0.05622778 0 1 2 -45 0 0 0.13903058968621793 0.8702014 0.07016017 0.0596383363 0 1 2 -46 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -48 0 0 0.12269412264184056 0.8845342 0.0593406819 0.0561250634 0 2 1 -50 1 1 0.48031316690941278 0.61858964 0.293158859 0.08825144 1 2 0 -51 1 1 0.18552274772100014 0.83066994 0.09896273 0.0703672841 1 0 2 -52 1 2 1.8686139310181762 0.745523036 0.154337436 0.1001395 2 1 0 -54 1 1 0.45819824450238866 0.6324221 0.314907759 0.0526700951 1 2 0 -56 1 1 0.58631345356437459 0.5563746 0.357763946 0.08586141 1 2 0 -60 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -63 1 1 0.44288817880347908 0.642179 0.304338247 0.05348268 1 2 0 -64 1 1 0.14288662456903103 0.866852343 0.06818299 0.06496459 1 2 0 -66 1 1 0.13927192749760864 0.8699914 0.06910439 0.0609041043 1 2 0 -68 1 1 0.1475586146516118 0.862811863 0.08110717 0.05608093 1 2 0 -69 1 1 0.13690032984210998 0.87205714 0.07104707 0.0568957143 1 2 0 -70 1 1 0.58631345356437459 0.5563746 0.357763946 0.08586141 1 2 0 -71 1 1 0.15194434625076791 0.8590361 0.07716796 0.06379592 1 2 0 -72 1 2 1.4639004514496772 0.7123725 0.231332213 0.05629522 2 1 0 -73 1 1 0.45819824450238866 0.6324221 0.314907759 0.0526700951 1 2 0 -74 1 1 0.13796626095978629 0.8711281 0.06828712 0.0605847239 1 2 0 -76 1 1 0.45819824450238866 0.6324221 0.314907759 0.0526700951 1 2 0 -77 1 2 2.0734221020246566 0.8150108 0.1257547 0.0592344366 2 1 0 -79 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -82 1 1 0.13641926529166934 0.872476757 0.07081407 0.05670913 1 2 0 -88 1 1 0.13407540741246499 0.8745241 0.06425437 0.06122142 1 2 0 -90 1 1 0.1425660487370225 0.8671303 0.07629539 0.05657427 1 2 0 -91 1 1 0.44288817880347908 0.642179 0.304338247 0.05348268 1 2 0 -92 1 1 0.13641926529166934 0.872476757 0.07081407 0.05670913 1 2 0 -93 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -95 1 1 0.13407540741246499 0.8745241 0.06425437 0.06122142 1 2 0 -96 1 1 0.13407540741246499 0.8745241 0.06425437 0.06122142 1 2 0 -97 1 1 0.13796626095978629 0.8711281 0.06828712 0.0605847239 1 2 0 -98 1 1 0.54904634529954011 0.5775003 0.363432616 0.05906704 1 0 2 -99 1 1 0.13879081663734727 0.8704101 0.06865642 0.0609334148 1 2 0 -100 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -102 2 2 0.1228227021544628 0.884420455 0.0591995977 0.0563798733 2 1 0 -104 2 2 0.1228227021544628 0.884420455 0.0591995977 0.0563798733 2 1 0 -105 2 2 0.1228227021544628 0.884420455 0.0591995977 0.0563798733 2 1 0 -106 2 1 2.3434393651921286 0.847623646 0.0959969 0.0563793853 1 2 0 -108 2 2 0.22657601711176881 0.797258735 0.1479769 0.05476432 2 1 0 -109 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -111 2 2 0.17784894692703557 0.837068856 0.108788565 0.0541424938 2 1 0 +5 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +6 0 0 0.12225803237644002 0.88492 0.0591425262 0.05593739 0 2 1 +8 0 0 0.13903086366717143 0.8702012 0.07016015 0.05963859 0 1 2 +9 0 0 0.13970885392727384 0.8696114 0.07047896 0.0599095859 0 1 2 +10 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +11 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +18 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +20 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +21 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +25 0 0 0.13970885392727384 0.8696114 0.07047896 0.0599095859 0 1 2 +28 0 0 0.12225803237644002 0.88492 0.0591425262 0.05593739 0 2 1 +31 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +32 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +35 0 0 0.13903086366717143 0.8702012 0.07016015 0.05963859 0 1 2 +37 0 0 0.13970885392727384 0.8696114 0.07047896 0.0599095859 0 1 2 +40 0 0 0.12225803237644002 0.88492 0.0591425262 0.05593739 0 2 1 +41 0 0 0.17550537374510114 0.8390329 0.0925562 0.06841086 0 1 2 +44 0 0 0.25328609136783631 0.7762458 0.167526156 0.056228023 0 1 2 +45 0 0 0.13903086366717143 0.8702012 0.07016015 0.05963859 0 1 2 +46 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +48 0 0 0.12269439218327444 0.884533942 0.0593409352 0.05612505 0 2 1 +50 1 1 0.48031528673730972 0.6185883 0.293160379 0.08825125 1 2 0 +51 1 1 0.18552310649560261 0.830669641 0.0989627 0.07036759 1 0 2 +52 1 2 1.8686159585541422 0.7455235 0.154337123 0.1001393 2 1 0 +54 1 1 0.45820050646179217 0.632420659 0.314909279 0.0526699759 1 2 0 +56 1 1 0.58631420347758545 0.5563742 0.3577644 0.08586135 1 2 0 +60 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +63 1 1 0.44289040639584898 0.6421776 0.304339767 0.0534825623 1 2 0 +64 1 1 0.14288689960850434 0.8668521 0.06818327 0.06496457 1 2 0 +66 1 1 0.13881485298770596 0.870389163 0.0686788 0.06093195 1 2 0 +68 1 1 0.14755370985187494 0.8628161 0.0811026245 0.05608121 1 2 0 +69 1 1 0.13689588713632034 0.872061 0.07104297 0.0568959638 1 2 0 +70 1 1 0.58631420347758545 0.5563742 0.3577644 0.08586135 1 2 0 +71 1 1 0.15245584814875132 0.8585968 0.0776398554 0.06376329 1 2 0 +72 1 2 1.4638898875186992 0.7123695 0.231334656 0.0562958159 2 1 0 +73 1 1 0.45820050646179217 0.632420659 0.314909279 0.0526699759 1 2 0 +74 1 1 0.13842130479032938 0.8707318 0.06871103 0.0605571568 1 2 0 +76 1 1 0.45820050646179217 0.632420659 0.314909279 0.0526699759 1 2 0 +77 1 2 2.0734226944941909 0.8150109 0.125754625 0.0592344031 2 1 0 +79 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +82 1 1 0.13641489303888726 0.8724806 0.07080999 0.05670938 1 2 0 +88 1 1 0.13407568003915085 0.8745239 0.06425465 0.0612214021 1 2 0 +90 1 1 0.14206328925313413 0.867566347 0.07583086 0.05660272 1 2 0 +91 1 1 0.44289040639584898 0.6421776 0.304339767 0.0534825623 1 2 0 +92 1 1 0.13641489303888726 0.8724806 0.07080999 0.05670938 1 2 0 +93 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +95 1 1 0.13407568003915085 0.8745239 0.06425465 0.0612214021 1 2 0 +96 1 1 0.13407568003915085 0.8745239 0.06425465 0.0612214021 1 2 0 +97 1 1 0.13842130479032938 0.8707318 0.06871103 0.0605571568 1 2 0 +98 1 1 0.54904273290512584 0.57750237 0.363433957 0.0590635948 1 0 2 +99 1 1 0.1387910905526154 0.870409846 0.0686567053 0.0609333962 1 2 0 +100 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +102 2 2 0.1228227021544628 0.884420455 0.059199594 0.05637987 2 1 0 +104 2 2 0.1228227021544628 0.884420455 0.059199594 0.05637987 2 1 0 +105 2 2 0.1228227021544628 0.884420455 0.059199594 0.05637987 2 1 0 +106 2 1 2.3492273652284066 0.8481431 0.0954428762 0.0564139374 1 2 0 +108 2 2 0.22657594234978759 0.7972588 0.147976846 0.0547643 2 1 0 +109 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +111 2 2 0.177848875720656 0.8370689 0.108788557 0.05414249 2 1 0 112 2 2 0.13281462271870764 0.8756274 0.0683108345 0.0560617223 2 1 0 -113 2 2 0.19621674447868781 0.8218341 0.122739322 0.0554265566 2 1 0 +113 2 2 0.19621674447868781 0.8218341 0.122739315 0.0554265529 2 1 0 115 2 2 0.17200944752597333 0.8419712 0.0923435241 0.0656852 2 0 1 -117 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -120 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -121 2 2 0.16411849615386448 0.848641455 0.09412395 0.0572345145 2 1 0 +117 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +120 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +121 2 2 0.16411849615386448 0.848641455 0.0941239446 0.05723451 2 1 0 122 2 2 0.13716679158045109 0.8718248 0.07206305 0.05611211 2 1 0 -123 2 2 0.28256679418751329 0.7538463 0.189867079 0.056286566 2 1 0 -125 2 2 0.20564897455362954 0.8141188 0.09413585 0.09174528 2 0 1 +123 2 2 0.28256663605278198 0.7538464 0.189866975 0.05628654 2 1 0 +125 2 2 0.20564890133993838 0.814118862 0.09413581 0.09174525 2 0 1 128 2 2 0.13716679158045109 0.8718248 0.07206305 0.05611211 2 1 0 -129 2 2 0.16567802369146914 0.847319 0.0954867 0.0571942143 2 1 0 -131 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 +129 2 2 0.16567795334648433 0.847319067 0.09548667 0.0571941957 2 1 0 +131 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 132 2 2 0.13716679158045109 0.8718248 0.07206305 0.05611211 2 1 0 -133 2 2 0.29113045769451545 0.747418165 0.191831976 0.06074977 2 1 0 -137 2 2 0.22116869967287578 0.801581442 0.104995131 0.09342335 2 1 0 -138 2 1 0.99148913716896714 0.5769956 0.371023774 0.0519805774 1 2 0 -141 2 2 0.18520126566083658 0.830937 0.09454043 0.07452247 2 0 1 -144 2 2 0.16223557410388861 0.8502409 0.09284732 0.05691175 2 0 1 -145 2 2 0.14505504697273677 0.8649747 0.07757514 0.0574500971 2 1 0 -147 2 2 0.14505504697273677 0.8649747 0.07757514 0.0574500971 2 1 0 +133 2 2 0.29112966022097542 0.747418761 0.191831559 0.0607496351 2 1 0 +137 2 2 0.22116862531406531 0.8015815 0.104995094 0.09342332 2 1 0 +138 2 1 0.99148785197679079 0.576995134 0.371024251 0.05198054 1 2 0 +141 2 2 0.18520126566083658 0.830937 0.0945404246 0.0745224655 2 0 1 +144 2 2 0.16223557410388861 0.8502409 0.09284732 0.0569117479 2 0 1 +145 2 2 0.14505497806361808 0.864974737 0.07757513 0.0574500933 2 1 0 +147 2 2 0.14505497806361808 0.864974737 0.07757513 0.0574500933 2 1 0 0 0 0 0.12805244799353907 0.879807234 0.0614267029 0.05876603 0 1 2 1 0 0 0.13227381045206946 0.8761011 0.0642271042 0.059671782 0 1 2 2 0 0 0.12805244799353907 0.879807234 0.0614267029 0.05876603 0 1 2 diff --git a/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationTests.cs b/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationTests.cs index 696fb9e92d..2c7e061dc5 100644 --- a/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationTests.cs +++ b/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationTests.cs @@ -30,10 +30,10 @@ public void TrainAndPredictIrisModelTest() IrisPrediction prediction = model.Predict(new IrisData() { - SepalLength = 3.3f, - SepalWidth = 1.6f, - PetalLength = 0.2f, - PetalWidth = 5.1f, + SepalLength = 5.1f, + SepalWidth = 3.3f, + PetalLength = 1.6f, + PetalWidth = 0.2f, }); Assert.Equal(1, prediction.PredictedLabels[0], 2); @@ -42,10 +42,10 @@ public void TrainAndPredictIrisModelTest() prediction = model.Predict(new IrisData() { - SepalLength = 3.1f, - SepalWidth = 5.5f, - PetalLength = 2.2f, - PetalWidth = 6.4f, + SepalLength = 6.4f, + SepalWidth = 3.1f, + PetalLength = 5.5f, + PetalWidth = 2.2f, }); Assert.Equal(0, prediction.PredictedLabels[0], 2); @@ -54,10 +54,10 @@ public void TrainAndPredictIrisModelTest() prediction = model.Predict(new IrisData() { - SepalLength = 3.1f, - SepalWidth = 2.5f, - PetalLength = 1.2f, - PetalWidth = 4.4f, + SepalLength = 4.4f, + SepalWidth = 3.1f, + PetalLength = 2.5f, + PetalWidth = 1.2f, }); Assert.Equal(.2, prediction.PredictedLabels[0], 1); diff --git a/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationWithStringLabelTests.cs b/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationWithStringLabelTests.cs index 348a851020..2b2435b661 100644 --- a/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationWithStringLabelTests.cs +++ b/test/Microsoft.ML.Tests/Scenarios/IrisPlantClassificationWithStringLabelTests.cs @@ -41,10 +41,10 @@ public void TrainAndPredictIrisModelWithStringLabelTest() IrisPrediction prediction = model.Predict(new IrisDataWithStringLabel() { - SepalLength = 3.3f, - SepalWidth = 1.6f, - PetalLength = 0.2f, - PetalWidth = 5.1f, + SepalLength = 5.1f, + SepalWidth = 3.3f, + PetalLength = 1.6f, + PetalWidth = 0.2f, }); Assert.Equal(1, prediction.PredictedLabels[0], 2); @@ -53,10 +53,10 @@ public void TrainAndPredictIrisModelWithStringLabelTest() prediction = model.Predict(new IrisDataWithStringLabel() { - SepalLength = 3.1f, - SepalWidth = 5.5f, - PetalLength = 2.2f, - PetalWidth = 6.4f, + SepalLength = 6.4f, + SepalWidth = 3.1f, + PetalLength = 5.5f, + PetalWidth = 2.2f, }); Assert.Equal(0, prediction.PredictedLabels[0], 2); @@ -65,10 +65,10 @@ public void TrainAndPredictIrisModelWithStringLabelTest() prediction = model.Predict(new IrisDataWithStringLabel() { - SepalLength = 3.1f, - SepalWidth = 2.5f, - PetalLength = 1.2f, - PetalWidth = 4.4f, + SepalLength = 4.4f, + SepalWidth = 3.1f, + PetalLength = 2.5f, + PetalWidth = 1.2f, }); Assert.Equal(.2, prediction.PredictedLabels[0], 1); @@ -127,16 +127,16 @@ public void TrainAndPredictIrisModelWithStringLabelTest() public class IrisDataWithStringLabel { [Column("0")] - public float PetalWidth; + public float SepalLength; [Column("1")] - public float SepalLength; + public float SepalWidth; [Column("2")] - public float SepalWidth; + public float PetalLength; [Column("3")] - public float PetalLength; + public float PetalWidth; [Column("4", name: "Label")] public string IrisPlantType; diff --git a/test/data/iris.txt b/test/data/iris.txt index cb2a9a14ee..e5256d475e 100644 --- a/test/data/iris.txt +++ b/test/data/iris.txt @@ -1,151 +1,151 @@ #Label Sepal length Sepal width Petal length Petal width -0 3.5 1.4 0.2 5.1 -0 3.0 1.4 0.2 4.9 -0 3.2 1.3 0.2 4.7 -0 3.1 1.5 0.2 4.6 -0 3.6 1.4 0.2 5.0 -0 3.9 1.7 0.4 5.4 -0 3.4 1.4 0.3 4.6 -0 3.4 1.5 0.2 5.0 -0 2.9 1.4 0.2 4.4 -0 3.1 1.5 0.1 4.9 -0 3.7 1.5 0.2 5.4 -0 3.4 1.6 0.2 4.8 -0 3.0 1.4 0.1 4.8 -0 3.0 1.1 0.1 4.3 -0 4.0 1.2 0.2 5.8 -0 4.4 1.5 0.4 5.7 -0 3.9 1.3 0.4 5.4 -0 3.5 1.4 0.3 5.1 -0 3.8 1.7 0.3 5.7 -0 3.8 1.5 0.3 5.1 -0 3.4 1.7 0.2 5.4 -0 3.7 1.5 0.4 5.1 -0 3.6 1.0 0.2 4.6 -0 3.3 1.7 0.5 5.1 -0 3.4 1.9 0.2 4.8 -0 3.0 1.6 0.2 5.0 -0 3.4 1.6 0.4 5.0 -0 3.5 1.5 0.2 5.2 -0 3.4 1.4 0.2 5.2 -0 3.2 1.6 0.2 4.7 -0 3.1 1.6 0.2 4.8 -0 3.4 1.5 0.4 5.4 -0 4.1 1.5 0.1 5.2 -0 4.2 1.4 0.2 5.5 -0 3.1 1.5 0.1 4.9 -0 3.2 1.2 0.2 5.0 -0 3.5 1.3 0.2 5.5 -0 3.1 1.5 0.1 4.9 -0 3.0 1.3 0.2 4.4 -0 3.4 1.5 0.2 5.1 -0 3.5 1.3 0.3 5.0 -0 2.3 1.3 0.3 4.5 -0 3.2 1.3 0.2 4.4 -0 3.5 1.6 0.6 5.0 -0 3.8 1.9 0.4 5.1 -0 3.0 1.4 0.3 4.8 -0 3.8 1.6 0.2 5.1 -0 3.2 1.4 0.2 4.6 -0 3.7 1.5 0.2 5.3 -0 3.3 1.4 0.2 5.0 -1 3.2 4.7 1.4 7.0 -1 3.2 4.5 1.5 6.4 -1 3.1 4.9 1.5 6.9 -1 2.3 4.0 1.3 5.5 -1 2.8 4.6 1.5 6.5 -1 2.8 4.5 1.3 5.7 -1 3.3 4.7 1.6 6.3 -1 2.4 3.3 1.0 4.9 -1 2.9 4.6 1.3 6.6 -1 2.7 3.9 1.4 5.2 -1 2.0 3.5 1.0 5.0 -1 3.0 4.2 1.5 5.9 -1 2.2 4.0 1.0 6.0 -1 2.9 4.7 1.4 6.1 -1 2.9 3.6 1.3 5.6 -1 3.1 4.4 1.4 6.7 -1 3.0 4.5 1.5 5.6 -1 2.7 4.1 1.0 5.8 -1 2.2 4.5 1.5 6.2 -1 2.5 3.9 1.1 5.6 -1 3.2 4.8 1.8 5.9 -1 2.8 4.0 1.3 6.1 -1 2.5 4.9 1.5 6.3 -1 2.8 4.7 1.2 6.1 -1 2.9 4.3 1.3 6.4 -1 3.0 4.4 1.4 6.6 -1 2.8 4.8 1.4 6.8 -1 3.0 5.0 1.7 6.7 -1 2.9 4.5 1.5 6.0 -1 2.6 3.5 1.0 5.7 -1 2.4 3.8 1.1 5.5 -1 2.4 3.7 1.0 5.5 -1 2.7 3.9 1.2 5.8 -1 2.7 5.1 1.6 6.0 -1 3.0 4.5 1.5 5.4 -1 3.4 4.5 1.6 6.0 -1 3.1 4.7 1.5 6.7 -1 2.3 4.4 1.3 6.3 -1 3.0 4.1 1.3 5.6 -1 2.5 4.0 1.3 5.5 -1 2.6 4.4 1.2 5.5 -1 3.0 4.6 1.4 6.1 -1 2.6 4.0 1.2 5.8 -1 2.3 3.3 1.0 5.0 -1 2.7 4.2 1.3 5.6 -1 3.0 4.2 1.2 5.7 -1 2.9 4.2 1.3 5.7 -1 2.9 4.3 1.3 6.2 -1 2.5 3.0 1.1 5.1 -1 2.8 4.1 1.3 5.7 -2 3.3 6.0 2.5 6.3 -2 2.7 5.1 1.9 5.8 -2 3.0 5.9 2.1 7.1 -2 2.9 5.6 1.8 6.3 -2 3.0 5.8 2.2 6.5 -2 3.0 6.6 2.1 7.6 -2 2.5 4.5 1.7 4.9 -2 2.9 6.3 1.8 7.3 -2 2.5 5.8 1.8 6.7 -2 3.6 6.1 2.5 7.2 -2 3.2 5.1 2.0 6.5 -2 2.7 5.3 1.9 6.4 -2 3.0 5.5 2.1 6.8 -2 2.5 5.0 2.0 5.7 -2 2.8 5.1 2.4 5.8 -2 3.2 5.3 2.3 6.4 -2 3.0 5.5 1.8 6.5 -2 3.8 6.7 2.2 7.7 -2 2.6 6.9 2.3 7.7 -2 2.2 5.0 1.5 6.0 -2 3.2 5.7 2.3 6.9 -2 2.8 4.9 2.0 5.6 -2 2.8 6.7 2.0 7.7 -2 2.7 4.9 1.8 6.3 -2 3.3 5.7 2.1 6.7 -2 3.2 6.0 1.8 7.2 -2 2.8 4.8 1.8 6.2 -2 3.0 4.9 1.8 6.1 -2 2.8 5.6 2.1 6.4 -2 3.0 5.8 1.6 7.2 -2 2.8 6.1 1.9 7.4 -2 3.8 6.4 2.0 7.9 -2 2.8 5.6 2.2 6.4 -2 2.8 5.1 1.5 6.3 -2 2.6 5.6 1.4 6.1 -2 3.0 6.1 2.3 7.7 -2 3.4 5.6 2.4 6.3 -2 3.1 5.5 1.8 6.4 -2 3.0 4.8 1.8 6.0 -2 3.1 5.4 2.1 6.9 -2 3.1 5.6 2.4 6.7 -2 3.1 5.1 2.3 6.9 -2 2.7 5.1 1.9 5.8 -2 3.2 5.9 2.3 6.8 -2 3.3 5.7 2.5 6.7 -2 3.0 5.2 2.3 6.7 -2 2.5 5.0 1.9 6.3 -2 3.0 5.2 2.0 6.5 -2 3.4 5.4 2.3 6.2 -2 3.0 5.1 1.8 5.9 +0 5.1 3.5 1.4 0.2 +0 4.9 3.0 1.4 0.2 +0 4.7 3.2 1.3 0.2 +0 4.6 3.1 1.5 0.2 +0 5.0 3.6 1.4 0.2 +0 5.4 3.9 1.7 0.4 +0 4.6 3.4 1.4 0.3 +0 5.0 3.4 1.5 0.2 +0 4.4 2.9 1.4 0.2 +0 4.9 3.1 1.5 0.1 +0 5.4 3.7 1.5 0.2 +0 4.8 3.4 1.6 0.2 +0 4.8 3.0 1.4 0.1 +0 4.3 3.0 1.1 0.1 +0 5.8 4.0 1.2 0.2 +0 5.7 4.4 1.5 0.4 +0 5.4 3.9 1.3 0.4 +0 5.1 3.5 1.4 0.3 +0 5.7 3.8 1.7 0.3 +0 5.1 3.8 1.5 0.3 +0 5.4 3.4 1.7 0.2 +0 5.1 3.7 1.5 0.4 +0 4.6 3.6 1.0 0.2 +0 5.1 3.3 1.7 0.5 +0 4.8 3.4 1.9 0.2 +0 5.0 3.0 1.6 0.2 +0 5.0 3.4 1.6 0.4 +0 5.2 3.5 1.5 0.2 +0 5.2 3.4 1.4 0.2 +0 4.7 3.2 1.6 0.2 +0 4.8 3.1 1.6 0.2 +0 5.4 3.4 1.5 0.4 +0 5.2 4.1 1.5 0.1 +0 5.5 4.2 1.4 0.2 +0 4.9 3.1 1.5 0.1 +0 5.0 3.2 1.2 0.2 +0 5.5 3.5 1.3 0.2 +0 4.9 3.1 1.5 0.1 +0 4.4 3.0 1.3 0.2 +0 5.1 3.4 1.5 0.2 +0 5.0 3.5 1.3 0.3 +0 4.5 2.3 1.3 0.3 +0 4.4 3.2 1.3 0.2 +0 5.0 3.5 1.6 0.6 +0 5.1 3.8 1.9 0.4 +0 4.8 3.0 1.4 0.3 +0 5.1 3.8 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