Update /home/fit02/dien-workspace/absa/output/infoxlmL-2asloss-global-Res-top2

best_model.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78b25dfbfbd4fbb1b72361d500791f443eceb2ca70832f3b957d4af732dc7656
+size 6712403335

log.txt

@@ -0,0 +1,18 @@
+
+    Correct Answer Aspects: [204, 38, 174, 100, 97, 525, 374, 99, 188, 115, 103, 284]
+    Correct Answer Labels: [187, 30, 143, 83, 91, 466, 307, 78, 156, 101, 91, 257]
+
+    
+    Evaluation Results for MICRO:
+    Mean Precision: 88.30
+    Mean Recall: 87.52
+    Mean F1: 87.91
+    ---------------------------------------------
+    
+
+    Evaluation Results for MICRO:
+    Mean Precision: 76.36
+    Mean Recall: 75.69
+    Mean F1: 76.03
+    ---------------------------------------------
+    

version_0/hparams.yaml

@@ -0,0 +1,6 @@
+num_aspects: 12
+model_name: microsoft/infoxlm-large
+output_dir: /home/fit02/dien-workspace/absa/output/infoxlmL-2asloss-global-Res-top2
+lambda_contrastive: 0.2
+learning_rate: 2.0e-05
+topk_layer: 2

version_1/hparams.yaml

@@ -0,0 +1,6 @@
+num_aspects: 12
+model_name: microsoft/infoxlm-large
+output_dir: /home/fit02/dien-workspace/absa/output/infoxlmL-2asloss-global-Res-top2
+lambda_contrastive: 0.2
+learning_rate: 2.0e-05
+topk_layer: 2

version_1/metrics.csv

@@ -0,0 +1,205 @@
+aspect_loss,epoch,sentiment_loss,step,train_acc,train_acc_epoch,train_loss,val_acc_batch,val_acc_epoch,val_loss,val_loss_batch
+41.22728729248047,0,109.22705078125,9,0.8839285969734192,,151.75787353515625,,,,
+40.12925338745117,0,101.6602554321289,19,0.879464328289032,,143.0175323486328,,,,
+35.1728401184082,0,83.7977294921875,29,0.9077380895614624,,120.19432067871094,,,,
+35.271575927734375,0,74.51099395751953,39,0.9032738208770752,,110.94292449951172,,,,
+30.464778900146484,0,67.9873046875,49,0.8958333730697632,,99.63406372070312,,,,
+20.340229034423828,0,50.215538024902344,59,0.9360119104385376,,71.68255615234375,,,,
+22.457168579101562,0,59.26567840576172,69,0.9196428656578064,,82.86785888671875,,,,
+22.138118743896484,0,53.97820281982422,79,0.9270833730697632,,77.00556945800781,,,,
+18.647850036621094,0,50.14093017578125,89,0.9345238208770752,,69.9949722290039,,,,
+20.330772399902344,0,52.618621826171875,99,0.9345238208770752,,74.11241912841797,,,,
+22.404464721679688,0,57.94844055175781,109,0.9166666865348816,,81.367431640625,,,,
+26.615999221801758,0,58.32575988769531,119,0.910714328289032,,85.94884490966797,,,,
+15.929720878601074,0,42.74177169799805,125,,,,0.9369865655899048,0.937035322189331,59.40303039550781,59.65109634399414
+,0,,125,,0.9062500596046448,,,,,
+14.820555686950684,1,42.44380187988281,129,0.9345238208770752,,58.15811538696289,,,,
+13.684467315673828,1,32.941566467285156,139,0.9523809552192688,,47.48248291015625,,,,
+13.454946517944336,1,39.07450866699219,149,0.941964328289032,,53.564735412597656,,,,
+12.272483825683594,1,31.96307373046875,159,0.9523809552192688,,45.097557067871094,,,,
+13.215485572814941,1,39.44744873046875,169,0.9375,,53.605072021484375,,,,
+8.92667007446289,1,25.737220764160156,179,0.9717261791229248,,35.358062744140625,,,,
+12.439178466796875,1,36.95372009277344,189,0.9508928656578064,,50.36703109741211,,,,
+9.606904983520508,1,29.337940216064453,199,0.9598214626312256,,39.69938659667969,,,,
+14.24394416809082,1,32.8174934387207,209,0.961309552192688,,47.89035415649414,,,,
+12.546989440917969,1,33.766143798828125,219,0.9568452835083008,,47.14342498779297,,,,
+8.67320442199707,1,25.168622970581055,229,0.9583333730697632,,34.697811126708984,,,,
+8.501203536987305,1,25.381868362426758,239,0.9598214626312256,,34.73780059814453,,,,
+11.265604972839355,1,32.65305709838867,249,0.9434524178504944,,44.779422760009766,,,,
+11.329838752746582,1,34.355140686035156,251,,,,0.9506052136421204,0.9507174491882324,46.24202346801758,46.49606704711914
+,1,,251,,0.9516841769218445,,,,,
+9.393041610717773,2,28.481121063232422,259,0.961309552192688,,38.831581115722656,,,,
+6.471520900726318,2,22.207820892333984,269,0.9657738208770752,,29.41463279724121,,,,
+4.2017316818237305,2,15.979608535766602,279,0.9821428656578064,,20.82349967956543,,,,
+7.2894487380981445,2,24.652103424072266,289,0.9702380895614624,,32.7287483215332,,,,
+3.982860803604126,2,21.49858283996582,299,0.9672619104385376,,26.056699752807617,,,,
+6.249754905700684,2,18.389877319335938,309,0.9791666865348816,,25.21263313293457,,,,
+6.764915466308594,2,20.572050094604492,319,0.9702380895614624,,28.05016326904297,,,,
+5.963935852050781,2,21.577255249023438,329,0.96875,,28.30687713623047,,,,
+7.097245216369629,2,22.422948837280273,339,0.9702380895614624,,30.14264678955078,,,,
+7.43359375,2,24.1919002532959,349,0.9642857313156128,,32.282039642333984,,,,
+8.963279724121094,2,27.85529327392578,359,0.9627976417541504,,37.523128509521484,,,,
+7.888002872467041,2,27.42784881591797,369,0.9553571343421936,,36.08551788330078,,,,
+12.81754207611084,2,36.61170196533203,377,,,,0.9506052136421204,0.95094233751297,49.71006393432617,50.07850646972656
+,2,,377,,0.9688563942909241,,,,,
+3.118506669998169,3,13.773158073425293,379,0.9866071343421936,,17.5007266998291,,,,
+4.167490005493164,3,15.754840850830078,389,0.980654776096344,,20.50471305847168,,,,
+3.0952048301696777,3,13.248534202575684,399,0.9821428656578064,,16.999094009399414,,,,
+2.9548823833465576,3,13.00979995727539,409,0.9836309552192688,,16.383386611938477,,,,
+3.302440643310547,3,12.966025352478027,419,0.9776785969734192,,16.83635711669922,,,,
+4.96824836730957,3,16.52361297607422,429,0.9791666865348816,,22.013263702392578,,,,
+6.36598014831543,3,18.445802688598633,439,0.9747024178504944,,25.38176727294922,,,,
+5.010894298553467,3,18.9517879486084,449,0.9702380895614624,,24.538982391357422,,,,
+3.255910873413086,3,13.952505111694336,459,0.973214328289032,,17.785781860351562,,,,
+2.32021164894104,3,15.795587539672852,469,0.9761905074119568,,18.748241424560547,,,,
+4.514188766479492,3,16.09044075012207,479,0.980654776096344,,21.18189811706543,,,,
+3.856499433517456,3,18.520172119140625,489,0.9702380895614624,,23.010671615600586,,,,
+3.161015510559082,3,11.647804260253906,499,0.9910714626312256,,15.316720962524414,,,,
+15.477160453796387,3,39.71067810058594,503,,,,0.9507133364677429,0.9508558511734009,55.39027404785156,55.748714447021484
+,3,,503,,0.9807020425796509,,,,,
+4.968692779541016,4,14.017313003540039,509,0.9761905074119568,,19.46983528137207,,,,
+3.8689074516296387,4,10.591395378112793,519,0.9895833730697632,,14.92556381225586,,,,
+1.6254656314849854,4,10.828521728515625,529,0.9851190447807312,,12.93497085571289,,,,
+3.1149206161499023,4,10.553096771240234,539,0.9895833730697632,,14.080951690673828,,,,
+2.8288707733154297,4,11.039068222045898,549,0.9910714626312256,,14.20976448059082,,,,
+0.7781318426132202,4,7.067111968994141,559,0.9985119104385376,,8.25043773651123,,,,
+1.3927398920059204,4,10.559042930603027,569,0.9851190447807312,,12.33784294128418,,,,
+2.0618367195129395,4,8.245153427124023,579,0.9970238208770752,,10.862730026245117,,,,
+1.1219720840454102,4,7.4867401123046875,589,0.992559552192688,,8.943732261657715,,,,
+2.2851035594940186,4,9.86606502532959,599,0.9940476417541504,,12.69753360748291,,,,
+1.1063878536224365,4,8.684225082397461,609,0.992559552192688,,10.332401275634766,,,,
+3.7819271087646484,4,10.078266143798828,619,0.9910714626312256,,14.345373153686523,,,,
+1.4827632904052734,4,5.87188720703125,629,0.9851190447807312,,7.797093868255615,,,,
+16.430444717407227,4,40.64604187011719,629,,,,0.954712450504303,0.9547886848449707,57.27159118652344,57.57600784301758
+,4,,629,,0.9883314967155457,,,,,
+2.013897180557251,5,6.800562858581543,639,0.9970238208770752,,9.129090309143066,,,,
+1.2153294086456299,5,4.312020301818848,649,0.9970238208770752,,5.815512180328369,,,,
+0.991822361946106,5,5.580201148986816,659,0.9970238208770752,,6.931856155395508,,,,
+1.717440128326416,5,8.402008056640625,669,0.9955357313156128,,10.480904579162598,,,,
+2.39370059967041,5,8.595816612243652,679,0.9940476417541504,,11.336507797241211,,,,
+0.5718994140625,5,3.270493984222412,689,1.0,,4.142858505249023,,,,
+1.4434338808059692,5,7.99218225479126,699,0.9895833730697632,,9.912675857543945,,,,
+2.179985523223877,5,8.187498092651367,709,0.9910714626312256,,10.726665496826172,,,,
+0.9421490430831909,5,5.006908416748047,719,0.9970238208770752,,6.240776538848877,,,,
+0.671027421951294,5,4.898303985595703,729,0.9970238208770752,,5.854659557342529,,,,
+2.077697515487671,5,12.051560401916504,739,0.9821428656578064,,14.487584114074707,,,,
+3.5206143856048584,5,13.931702613830566,749,0.9851190447807312,,17.752674102783203,,,,
+17.25711441040039,5,42.691734313964844,755,,,,0.9535236954689026,0.9536837339401245,60.02608108520508,60.433868408203125
+,5,,755,,0.9929375648498535,,,,,
+0.996181309223175,6,3.619739532470703,759,0.9985119104385376,,4.838538646697998,,,,
+1.9891159534454346,6,6.679356575012207,769,0.9895833730697632,,8.89612865447998,,,,
+0.4992680549621582,6,3.2692105770111084,779,0.9970238208770752,,4.0968475341796875,,,,
+0.7075566053390503,6,5.823065757751465,789,0.9955357313156128,,6.7498369216918945,,,,
+0.24931472539901733,6,2.322110652923584,799,0.9985119104385376,,2.8566150665283203,,,,
+0.4127544164657593,6,2.888274908065796,809,1.0,,3.4800026416778564,,,,
+1.0298795700073242,6,5.632181167602539,819,0.9940476417541504,,6.952513694763184,,,,
+0.4174845814704895,6,3.5750732421875,829,0.9970238208770752,,4.3667449951171875,,,,
+0.6644044518470764,6,4.808309555053711,839,0.9970238208770752,,5.7483978271484375,,,,
+0.5039530396461487,6,3.96333646774292,849,0.9970238208770752,,4.70206356048584,,,,
+0.5357069969177246,6,4.17075252532959,859,0.9985119104385376,,5.084415912628174,,,,
+1.1746325492858887,6,5.083126068115234,869,0.9940476417541504,,6.456455707550049,,,,
+1.51149582862854,6,4.984556198120117,879,0.9955357313156128,,6.7384934425354,,,,
+19.47718620300293,6,46.788612365722656,881,,,,0.9546043872833252,0.9547466039657593,66.21060943603516,66.72650909423828
+,6,,881,,0.9967167377471924,,,,,
+0.8046360015869141,7,2.6710174083709717,889,0.9985119104385376,,3.678886651992798,,,,
+0.6147757172584534,7,3.966979503631592,899,0.9970238208770752,,4.902764320373535,,,,
+0.6219081282615662,7,3.1891250610351562,909,1.0,,4.015462875366211,,,,
+0.6808090209960938,7,3.5557899475097656,919,0.9940476417541504,,4.405219078063965,,,,
+0.5949802994728088,7,1.8458995819091797,929,0.9985119104385376,,2.621922492980957,,,,
+2.666722536087036,7,7.608932971954346,939,0.992559552192688,,10.529845237731934,,,,
+1.0307013988494873,7,3.7415759563446045,949,0.9985119104385376,,4.92763614654541,,,,
+0.7383556962013245,7,4.289731979370117,959,0.9955357313156128,,5.288896083831787,,,,
+2.1664319038391113,7,6.736279010772705,969,0.9910714626312256,,9.234540939331055,,,,
+1.006691813468933,7,4.225847244262695,979,0.9970238208770752,,5.521657943725586,,,,
+0.8326501846313477,7,3.4640731811523438,989,1.0,,4.478043556213379,,,,
+0.4100889563560486,7,2.9187631607055664,999,0.9985119104385376,,3.575658082962036,,,,
+19.50163459777832,7,49.893863677978516,1007,,,,0.9537397623062134,0.9539605379104614,69.33889770507812,69.88473510742188
+,7,,1007,,0.9976615905761719,,,,,
+0.476749449968338,8,2.9681177139282227,1009,0.9970238208770752,,3.706153392791748,,,,
+1.0185177326202393,8,2.629398822784424,1019,1.0,,3.849337577819824,,,,
+0.24913740158081055,8,1.450864315032959,1029,1.0,,1.8474653959274292,,,,
+0.6318889856338501,8,2.142454147338867,1039,0.9985119104385376,,2.9541735649108887,,,,
+0.30456292629241943,8,1.5785622596740723,1049,1.0,,2.0286507606506348,,,,
+0.24468883872032166,8,4.749905109405518,1059,0.9970238208770752,,5.254688739776611,,,,
+0.27647602558135986,8,1.6271920204162598,1069,1.0,,2.0572922229766846,,,,
+0.5880610942840576,8,1.806282877922058,1079,1.0,,2.5320496559143066,,,,
+0.6685025691986084,8,2.337167739868164,1089,0.9985119104385376,,3.1671576499938965,,,,
+0.5423358082771301,8,3.0502710342407227,1099,0.9970238208770752,,3.7371485233306885,,,,
+0.18722796440124512,8,2.4200141429901123,1109,0.9985119104385376,,2.929715156555176,,,,
+0.3889384865760803,8,1.7390652894973755,1119,1.0,,2.2348756790161133,,,,
+1.0653936862945557,8,3.454960346221924,1129,0.9970238208770752,,4.780153274536133,,,,
+19.447851181030273,8,49.97861099243164,1133,,,,0.9581713080406189,0.958286464214325,69.45318603515625,69.89087677001953
+,8,,1133,,0.9986182451248169,,,,,
+0.24353912472724915,9,1.7977211475372314,1139,1.0,,2.1665234565734863,,,,
+0.3002488315105438,9,2.1010501384735107,1149,1.0,,2.6271588802337646,,,,
+0.23974531888961792,9,1.636366367340088,1159,1.0,,2.1491427421569824,,,,
+1.1161997318267822,9,1.9463952779769897,1169,0.9985119104385376,,3.202702760696411,,,,
+0.42840051651000977,9,1.2769508361816406,1179,1.0,,1.847869634628296,,,,
+0.22297419607639313,9,5.357709884643555,1189,0.9955357313156128,,5.804873466491699,,,,
+0.25256550312042236,9,1.7102420330047607,1199,0.9985119104385376,,2.2121105194091797,,,,
+0.1777976155281067,9,1.0593304634094238,1209,1.0,,1.3865240812301636,,,,
+0.07009299099445343,9,0.5340678691864014,1219,1.0,,0.7104183435440063,,,,
+0.3134887218475342,9,1.2412773370742798,1229,0.9985119104385376,,1.7204633951187134,,,,
+0.22521698474884033,9,0.9557583332061768,1239,1.0,,1.3089827299118042,,,,
+0.3804280757904053,9,2.7533321380615234,1249,0.9985119104385376,,3.2824954986572266,,,,
+0.37031278014183044,9,1.1766924858093262,1259,0.9970238208770752,,1.7030161619186401,,,,
+21.6001033782959,9,54.67298126220703,1259,,,,0.9544962644577026,0.9547045826911926,76.2508544921875,76.72343444824219
+,9,,1259,,0.999338686466217,,,,,
+0.7373641729354858,10,1.9563682079315186,1269,0.9985119104385376,,2.8177649974823,,,,
+0.14155161380767822,10,1.237805962562561,1279,1.0,,1.52140212059021,,,,
+0.6729284524917603,10,2.5503971576690674,1289,0.9970238208770752,,3.401435613632202,,,,
+0.4922926723957062,10,3.8145387172698975,1299,0.9985119104385376,,4.430330753326416,,,,
+0.28605467081069946,10,1.5633397102355957,1309,0.9985119104385376,,2.0003163814544678,,,,
+0.860493540763855,10,1.6322715282440186,1319,0.9985119104385376,,2.6314074993133545,,,,
+0.7435846328735352,10,2.898818016052246,1329,0.9985119104385376,,3.756309747695923,,,,
+1.325952172279358,10,4.806280612945557,1339,0.9970238208770752,,6.39011812210083,,,,
+2.057534694671631,10,4.70548677444458,1349,0.9970238208770752,,6.884793281555176,,,,
+0.4307486414909363,10,2.212261438369751,1359,0.9985119104385376,,2.8210575580596924,,,,
+0.3490045666694641,10,4.422281742095947,1369,0.9970238208770752,,5.087120532989502,,,,
+1.9885468482971191,10,5.56251859664917,1379,0.9970238208770752,,7.72905969619751,,,,
+20.052204132080078,10,51.101749420166016,1385,,,,0.9540640115737915,0.9542472958564758,71.00968170166016,71.61128234863281
+,10,,1385,,0.9977443218231201,,,,,
+0.8078019022941589,11,5.659434795379639,1389,0.9940476417541504,,6.64885950088501,,,,
+1.6556522846221924,11,4.778098106384277,1399,0.9955357313156128,,6.573238849639893,,,,
+1.0949748754501343,11,3.277756452560425,1409,0.9970238208770752,,4.550503730773926,,,,
+1.2418545484542847,11,6.040343284606934,1419,0.9940476417541504,,7.647588729858398,,,,
+1.702831506729126,11,4.9064130783081055,1429,0.9955357313156128,,6.756353378295898,,,,
+1.0510191917419434,11,5.120348930358887,1439,0.9955357313156128,,6.330275058746338,,,,
+2.6552443504333496,11,10.640996932983398,1449,0.9895833730697632,,13.495058059692383,,,,
+0.9800006151199341,11,5.307666778564453,1459,0.9940476417541504,,6.604676246643066,,,,
+2.203495502471924,11,7.141765117645264,1469,0.992559552192688,,9.562760353088379,,,,
+5.353765964508057,11,13.067465782165527,1479,0.9866071343421936,,18.68444061279297,,,,
+0.7490586042404175,11,5.6888933181762695,1489,0.9940476417541504,,6.59682035446167,,,,
+2.0799269676208496,11,9.68710708618164,1499,0.9895833730697632,,12.063949584960938,,,,
+4.765439987182617,11,14.81079387664795,1509,0.9836309552192688,,19.87801170349121,,,,
+20.873361587524414,11,56.99338912963867,1511,,,,0.9519023895263672,0.9521214365959167,77.6733627319336,78.39936065673828
+,11,,1511,,0.9940477609634399,,,,,
+0.8237775564193726,12,2.975996971130371,1519,0.9985119104385376,,3.908639430999756,,,,
+0.9260139465332031,12,4.19277811050415,1529,0.9970238208770752,,5.3535566329956055,,,,
+2.464261054992676,12,4.2965545654296875,1539,0.9970238208770752,,6.981621742248535,,,,
+1.0297869443893433,12,3.5365712642669678,1549,0.9970238208770752,,4.771644115447998,,,,
+1.1056904792785645,12,6.971316337585449,1559,0.9910714626312256,,8.315888404846191,,,,
+4.129999160766602,12,8.823307991027832,1569,0.992559552192688,,13.10611343383789,,,,
+0.9785276055335999,12,3.6650195121765137,1579,0.9970238208770752,,4.795787811279297,,,,
+0.907852053642273,12,8.803400039672852,1589,0.9955357313156128,,9.890426635742188,,,,
+2.75593900680542,12,7.637582778930664,1599,0.9955357313156128,,10.527876853942871,,,,
+4.667581558227539,12,10.670730590820312,1609,0.9866071343421936,,15.64230728149414,,,,
+1.7837260961532593,12,4.707775592803955,1619,0.9955357313156128,,6.75226354598999,,,,
+1.12615966796875,12,5.435524940490723,1629,0.9955357313156128,,6.79570198059082,,,,
+20.354509353637695,12,48.68055725097656,1637,,,,0.9568742513656616,0.9570429921150208,68.96630859375,69.48970794677734
+,12,,1637,,0.9949570894241333,,,,,
+1.027464747428894,13,4.673458099365234,1639,0.9955357313156128,,5.844415664672852,,,,
+0.4901884198188782,13,2.551410675048828,1649,0.9970238208770752,,3.1304879188537598,,,,
+0.13278155028820038,13,1.5183231830596924,1659,0.9985119104385376,,1.7695646286010742,,,,
+0.49422311782836914,13,1.6799046993255615,1669,0.9985119104385376,,2.2676069736480713,,,,
+0.4235299527645111,13,1.7313487529754639,1679,0.9970238208770752,,2.290816307067871,,,,
+0.30846959352493286,13,5.077817440032959,1689,0.9970238208770752,,5.681393623352051,,,,
+0.3798981308937073,13,1.1170707941055298,1699,1.0,,1.6027833223342896,,,,
+0.583333432674408,13,1.6580275297164917,1709,1.0,,2.314920663833618,,,,
+1.2478739023208618,13,2.3420932292938232,1719,0.9970238208770752,,3.763010263442993,,,,
+0.2621394693851471,13,0.9255839586257935,1729,1.0,,1.2498103380203247,,,,
+0.1779467612504959,13,0.8527985215187073,1739,1.0,,1.1387826204299927,,,,
+0.5815626978874207,13,3.266831636428833,1749,0.9970238208770752,,4.070497989654541,,,,
+0.604362428188324,13,1.448953628540039,1759,1.0,,2.1530275344848633,,,,
+21.359169006347656,13,59.35210418701172,1763,,,,0.9574146270751953,0.9575423002243042,80.50210571289062,81.19282531738281
+,13,,1763,,0.9987599849700928,,,,,