sync results/runs/best_llama_f0_s0

results/runs/best_llama_f0_s0/curves.csv

@@ -0,0 +1,8 @@
+peak_true,peak_pred,peak_rel_err,sig@0.02_true,sig@0.02_pred,sig@0.02_rel_err,sig@0.05_true,sig@0.05_pred,sig@0.05_rel_err,sig@0.1_true,sig@0.1_pred,sig@0.1_rel_err,curve_rmse,sample_id
+1.2390299885877947,0.1407883995527408,0.8863720807006401,0.6694819944592587,0.036809558385991537,0.9450178515768409,1.0921400490942794,-0.1111627631361145,1.1017843482878433,1.0921400490942794,-0.32112018849722634,1.294028397515075,1.3030824942583072,6
+11.901900413346338,13.604382094686818,0.14304284376563775,3.524990081021418,2.8472074573238,0.19227929954946715,9.31602001374668,10.123555836018761,0.08668249113682502,3.9187099818594797,4.95118887689587,0.26347417895581676,0.9447142755690605,8
+26.104298888500004,20.664055371082718,0.20840412303944056,5.630559882143847,4.746198649493697,0.15706452842366853,13.686900405740472,11.289738661932503,0.17514277687025226,25.10390069340241,19.9247784836557,0.20630746882725842,3.31777585912314,18
+5.398290184268991,11.295390090787667,1.0924014280861098,2.807509937813013,6.121153759581783,1.180278572531082,5.266860029864516,11.014347583027849,1.0912550401137546,4.572770128726691,6.690696123071515,0.4631603895939922,3.194839508416285,22
+2.8849198518115626,2.421887085068035,0.16050108513509298,0.5189988411565434,0.6232356088931312,0.20084200478040637,1.535330011565764,1.7894864355985858,0.16553862825466908,2.844820066470822,2.3903808456391653,0.15974269381311598,0.2998989371280424,64
+5.096119895493103,4.304737956359381,0.15529107543831577,3.467040087856226,2.9711831873591,0.14302023857005042,4.495779995093221,3.974983926052353,0.11584109311604986,3.5379400088634876,3.0231593975975883,0.14550292259796263,0.41500742089940623,66
+4.387859815045051,4.304737956359381,0.01894359942873791,3.2709500596177215,2.9711831873591,0.09164519995565304,3.490730026091235,3.974983926052353,0.13872568097263138,2.95783998105286,3.0231593975975883,0.022083485571615456,0.2203895309225524,68

results/runs/best_llama_f0_s0/history.json

@@ -0,0 +1 @@
+[{"epoch": 0, "train": 0.2684931984314552, "val": 0.2684931984314552, "nan_batches": 0}, {"epoch": 1, "train": 0.24070024490356445, "val": 0.24070024490356445, "nan_batches": 0}, {"epoch": 2, "train": 0.21893923443097335, "val": 0.21893923443097335, "nan_batches": 0}, {"epoch": 3, "train": 0.2541621270088049, "val": 0.2541621270088049, "nan_batches": 0}, {"epoch": 4, "train": 0.16538798407866404, "val": 0.16538798407866404, "nan_batches": 0}, {"epoch": 5, "train": 0.2745610475540161, "val": 0.2745610475540161, "nan_batches": 0}, {"epoch": 6, "train": 0.25996159131710345, "val": 0.25996159131710345, "nan_batches": 0}, {"epoch": 7, "train": 0.28155843111184925, "val": 0.28155843111184925, "nan_batches": 0}, {"epoch": 8, "train": 0.26132049010350156, "val": 0.26132049010350156, "nan_batches": 0}, {"epoch": 9, "train": 0.21450331577887902, "val": 0.21450331577887902, "nan_batches": 0}, {"epoch": 10, "train": 0.19449984110318697, "val": 0.19449984110318697, "nan_batches": 0}, {"epoch": 11, "train": 0.4676799751245059, "val": 0.4676799751245059, "nan_batches": 0}, {"epoch": 12, "train": 0.1618056778724377, "val": 0.1618056778724377, "nan_batches": 0}, {"epoch": 13, "train": 0.4764652435596173, "val": 0.4764652435596173, "nan_batches": 0}, {"epoch": 14, "train": 0.16536318396146482, "val": 0.16536318396146482, "nan_batches": 0}, {"epoch": 15, "train": 0.2320067836688115, "val": 0.2320067836688115, "nan_batches": 0}, {"epoch": 16, "train": 0.17142731295182154, "val": 0.17142731295182154, "nan_batches": 0}, {"epoch": 17, "train": 0.17154372225587183, "val": 0.17154372225587183, "nan_batches": 0}, {"epoch": 18, "train": 0.36769144810163057, "val": 0.36769144810163057, "nan_batches": 0}, {"epoch": 19, "train": 0.17681433317752984, "val": 0.17681433317752984, "nan_batches": 0}, {"epoch": 20, "train": 0.14970925794197962, "val": 0.14970925794197962, "nan_batches": 0}, {"epoch": 21, "train": 0.24143216701654288, "val": 0.24143216701654288, "nan_batches": 0}, {"epoch": 22, "train": 0.15903197114284223, "val": 0.15903197114284223, "nan_batches": 0}, {"epoch": 23, "train": 0.1428578392817424, "val": 0.1428578392817424, "nan_batches": 0}, {"epoch": 24, "train": 0.20960319959200346, "val": 0.20960319959200346, "nan_batches": 0}, {"epoch": 25, "train": 0.21459262875410226, "val": 0.21459262875410226, "nan_batches": 0}, {"epoch": 26, "train": 0.14823948649259713, "val": 0.14823948649259713, "nan_batches": 0}, {"epoch": 27, "train": 0.14900373896727195, "val": 0.14900373896727195, "nan_batches": 0}, {"epoch": 28, "train": 0.1467285780952527, "val": 0.1467285780952527, "nan_batches": 0}, {"epoch": 29, "train": 0.17575878134140602, "val": 0.17575878134140602, "nan_batches": 0}, {"epoch": 30, "train": 0.2013109578536107, "val": 0.2013109578536107, "nan_batches": 0}, {"epoch": 31, "train": 0.1912899796779339, "val": 0.1912899796779339, "nan_batches": 0}, {"epoch": 32, "train": 0.13848476856946945, "val": 0.13848476856946945, "nan_batches": 0}, {"epoch": 33, "train": 0.16114367043169645, "val": 0.16114367043169645, "nan_batches": 0}, {"epoch": 34, "train": 0.17188200583824745, "val": 0.17188200583824745, "nan_batches": 0}, {"epoch": 35, "train": 0.1177685300891216, "val": 0.1177685300891216, "nan_batches": 0}, {"epoch": 36, "train": 0.16554495692253113, "val": 0.16554495692253113, "nan_batches": 0}, {"epoch": 37, "train": 0.16021904120078453, "val": 0.16021904120078453, "nan_batches": 0}, {"epoch": 38, "train": 0.1354270651936531, "val": 0.1354270651936531, "nan_batches": 0}, {"epoch": 39, "train": 0.17336324315804702, "val": 0.17336324315804702, "nan_batches": 0}, {"epoch": 40, "train": 0.16220624630267805, "val": 0.16220624630267805, "nan_batches": 0}, {"epoch": 41, "train": 0.09397748284615003, "val": 0.09397748284615003, "nan_batches": 0}, {"epoch": 42, "train": 0.14730353080309355, "val": 0.14730353080309355, "nan_batches": 0}, {"epoch": 43, "train": 0.16862235848720258, "val": 0.16862235848720258, "nan_batches": 0}, {"epoch": 44, "train": 0.11414410245533173, "val": 0.11414410245533173, "nan_batches": 0}, {"epoch": 45, "train": 0.18621781697640052, "val": 0.18621781697640052, "nan_batches": 0}, {"epoch": 46, "train": 0.16743275293937096, "val": 0.16743275293937096, "nan_batches": 0}, {"epoch": 47, "train": 0.10408888356043743, "val": 0.10408888356043743, "nan_batches": 0}, {"epoch": 48, "train": 0.16718440560194162, "val": 0.16718440560194162, "nan_batches": 0}, {"epoch": 49, "train": 0.11429987503932072, "val": 0.11429987503932072, "nan_batches": 0}, {"epoch": 50, "train": 0.09617548908751744, "val": 0.09617548908751744, "nan_batches": 0}, {"epoch": 51, "train": 0.14624125223893386, "val": 0.14624125223893386, "nan_batches": 0}, {"epoch": 52, "train": 0.1426873000768515, "val": 0.1426873000768515, "nan_batches": 0}, {"epoch": 53, "train": 0.1615944321338947, "val": 0.1615944321338947, "nan_batches": 0}, {"epoch": 54, "train": 0.08603436929675248, "val": 0.08603436929675248, "nan_batches": 0}, {"epoch": 55, "train": 0.09545744611666752, "val": 0.09545744611666752, "nan_batches": 0}, {"epoch": 56, "train": 0.1467656928759355, "val": 0.1467656928759355, "nan_batches": 0}, {"epoch": 57, "train": 0.11218902583305652, "val": 0.11218902583305652, "nan_batches": 0}, {"epoch": 58, "train": 0.09729132342797059, "val": 0.09729132342797059, "nan_batches": 0}, {"epoch": 59, "train": 0.14512143685267523, "val": 0.14512143685267523, "nan_batches": 0}, {"epoch": 60, "train": 0.17197672220376822, "val": 0.17197672220376822, "nan_batches": 0}, {"epoch": 61, "train": 0.09402446620739423, "val": 0.09402446620739423, "nan_batches": 0}, {"epoch": 62, "train": 0.13347312693412489, "val": 0.13347312693412489, "nan_batches": 0}, {"epoch": 63, "train": 0.10035052551673009, "val": 0.10035052551673009, "nan_batches": 0}, {"epoch": 64, "train": 0.10336325489557706, "val": 0.10336325489557706, "nan_batches": 0}, {"epoch": 65, "train": 0.10419439295163521, "val": 0.10419439295163521, "nan_batches": 0}, {"epoch": 66, "train": 0.08672440969027005, "val": 0.08672440969027005, "nan_batches": 0}, {"epoch": 67, "train": 0.17648766132501456, "val": 0.17648766132501456, "nan_batches": 0}, {"epoch": 68, "train": 0.12507898532427275, "val": 0.12507898532427275, "nan_batches": 0}, {"epoch": 69, "train": 0.09408569135344945, "val": 0.09408569135344945, "nan_batches": 0}, {"epoch": 70, "train": 0.08983947680546688, "val": 0.08983947680546688, "nan_batches": 0}, {"epoch": 71, "train": 0.11998176803955665, "val": 0.11998176803955665, "nan_batches": 0}, {"epoch": 72, "train": 0.1154391559270712, "val": 0.1154391559270712, "nan_batches": 0}, {"epoch": 73, "train": 0.1250376861829024, "val": 0.1250376861829024, "nan_batches": 0}, {"epoch": 74, "train": 0.0867259273162255, "val": 0.0867259273162255, "nan_batches": 0}, {"epoch": 75, "train": 0.1344411694086515, "val": 0.1344411694086515, "nan_batches": 0}, {"epoch": 76, "train": 0.1125752581999852, "val": 0.1125752581999852, "nan_batches": 0}, {"epoch": 77, "train": 0.07236986148815888, "val": 0.07236986148815888, "nan_batches": 0}, {"epoch": 78, "train": 0.07039333048921365, "val": 0.07039333048921365, "nan_batches": 0}, {"epoch": 79, "train": 0.08078481830083407, "val": 0.08078481830083407, "nan_batches": 0}, {"epoch": 80, "train": 0.2548775407843865, "val": 0.2548775407843865, "nan_batches": 0}, {"epoch": 81, "train": 0.10501862030762893, "val": 0.10501862030762893, "nan_batches": 0}, {"epoch": 82, "train": 0.11267404029002556, "val": 0.11267404029002556, "nan_batches": 0}, {"epoch": 83, "train": 0.08642316093811622, "val": 0.08642316093811622, "nan_batches": 0}, {"epoch": 84, "train": 0.09580729214044717, "val": 0.09580729214044717, "nan_batches": 0}, {"epoch": 85, "train": 0.09380972385406494, "val": 0.09380972385406494, "nan_batches": 0}, {"epoch": 86, "train": 0.07246803549619821, "val": 0.07246803549619821, "nan_batches": 0}, {"epoch": 87, "train": 0.10040580538602975, "val": 0.10040580538602975, "nan_batches": 0}, {"epoch": 88, "train": 0.06706907485540096, "val": 0.06706907485540096, "nan_batches": 0}, {"epoch": 89, "train": 0.0785346724666082, "val": 0.0785346724666082, "nan_batches": 0}, {"epoch": 90, "train": 0.0745108609016125, "val": 0.0745108609016125, "nan_batches": 0}, {"epoch": 91, "train": 0.10348875362139481, "val": 0.10348875362139481, "nan_batches": 0}, {"epoch": 92, "train": 0.07920635720858207, "val": 0.07920635720858207, "nan_batches": 0}, {"epoch": 93, "train": 0.07491183911378567, "val": 0.07491183911378567, "nan_batches": 0}, {"epoch": 94, "train": 0.11378809351187485, "val": 0.11378809351187485, "nan_batches": 0}, {"epoch": 95, "train": 0.10550385025831369, "val": 0.10550385025831369, "nan_batches": 0}, {"epoch": 96, "train": 0.09850534223593198, "val": 0.09850534223593198, "nan_batches": 0}, {"epoch": 97, "train": 0.05993661914880459, "val": 0.05993661914880459, "nan_batches": 0}, {"epoch": 98, "train": 0.06893017171667172, "val": 0.06893017171667172, "nan_batches": 0}, {"epoch": 99, "train": 0.10068753590950599, "val": 0.10068753590950599, "nan_batches": 0}, {"epoch": 100, "train": 0.08311089185568002, "val": 0.08311089185568002, "nan_batches": 0}, {"epoch": 101, "train": 0.05750519295151417, "val": 0.05750519295151417, "nan_batches": 0}, {"epoch": 102, "train": 0.08207448973105504, "val": 0.08207448973105504, "nan_batches": 0}, {"epoch": 103, "train": 0.06720018071623948, "val": 0.06720018071623948, "nan_batches": 0}, {"epoch": 104, "train": 0.08490182230105767, "val": 0.08490182230105767, "nan_batches": 0}, {"epoch": 105, "train": 0.12275617856245774, "val": 0.12275617856245774, "nan_batches": 0}, {"epoch": 106, "train": 0.08132487764725319, "val": 0.08132487764725319, "nan_batches": 0}, {"epoch": 107, "train": 0.07083064231735009, "val": 0.07083064231735009, "nan_batches": 0}, {"epoch": 108, "train": 0.06873531639575958, "val": 0.06873531639575958, "nan_batches": 0}, {"epoch": 109, "train": 0.0918127321279966, "val": 0.0918127321279966, "nan_batches": 0}, {"epoch": 110, "train": 0.09360356055773221, "val": 0.09360356055773221, "nan_batches": 0}, {"epoch": 111, "train": 0.0667390231616222, "val": 0.0667390231616222, "nan_batches": 0}, {"epoch": 112, "train": 0.057777231702437766, "val": 0.057777231702437766, "nan_batches": 0}, {"epoch": 113, "train": 0.09694118110033181, "val": 0.09694118110033181, "nan_batches": 0}, {"epoch": 114, "train": 0.06349544341747577, "val": 0.06349544341747577, "nan_batches": 0}, {"epoch": 115, "train": 0.06183309480547905, "val": 0.06183309480547905, "nan_batches": 0}, {"epoch": 116, "train": 0.06776425686593239, "val": 0.06776425686593239, "nan_batches": 0}, {"epoch": 117, "train": 0.07030005237230888, "val": 0.07030005237230888, "nan_batches": 0}, {"epoch": 118, "train": 0.07199896814731452, "val": 0.07199896814731452, "nan_batches": 0}, {"epoch": 119, "train": 0.06488067714067605, "val": 0.06488067714067605, "nan_batches": 0}, {"epoch": 120, "train": 0.07924554095818447, "val": 0.07924554095818447, "nan_batches": 0}, {"epoch": 121, "train": 0.07893545352495633, "val": 0.07893545352495633, "nan_batches": 0}, {"epoch": 122, "train": 0.09326720810853519, "val": 0.09326720810853519, "nan_batches": 0}, {"epoch": 123, "train": 0.05034928410672224, "val": 0.05034928410672224, "nan_batches": 0}, {"epoch": 124, "train": 0.10855075487723717, "val": 0.10855075487723717, "nan_batches": 0}, {"epoch": 125, "train": 0.10184209736493918, "val": 0.10184209736493918, "nan_batches": 0}, {"epoch": 126, "train": 0.054057230456517294, "val": 0.054057230456517294, "nan_batches": 0}, {"epoch": 127, "train": 0.10258257962190188, "val": 0.10258257962190188, "nan_batches": 0}, {"epoch": 128, "train": 0.05645043918719658, "val": 0.05645043918719658, "nan_batches": 0}, {"epoch": 129, "train": 0.09806655461971577, "val": 0.09806655461971577, "nan_batches": 0}, {"epoch": 130, "train": 0.22834410346471345, "val": 0.22834410346471345, "nan_batches": 0}, {"epoch": 131, "train": 0.07024443034942333, "val": 0.07024443034942333, "nan_batches": 0}, {"epoch": 132, "train": 0.06303722769595109, "val": 0.06303722769595109, "nan_batches": 0}, {"epoch": 133, "train": 0.04797751098298109, "val": 0.04797751098298109, "nan_batches": 0}, {"epoch": 134, "train": 0.045629906826294385, "val": 0.045629906826294385, "nan_batches": 0}, {"epoch": 135, "train": 0.0728482071023721, "val": 0.0728482071023721, "nan_batches": 0}, {"epoch": 136, "train": 0.21362116574667966, "val": 0.21362116574667966, "nan_batches": 0}, {"epoch": 137, "train": 0.10306201645961174, "val": 0.10306201645961174, "nan_batches": 0}, {"epoch": 138, "train": 0.10479279664846566, "val": 0.10479279664846566, "nan_batches": 0}, {"epoch": 139, "train": 0.06486329436302185, "val": 0.06486329436302185, "nan_batches": 0}, {"epoch": 140, "train": 0.06091603865990272, "val": 0.06091603865990272, "nan_batches": 0}, {"epoch": 141, "train": 0.06665485796446984, "val": 0.06665485796446984, "nan_batches": 0}, {"epoch": 142, "train": 0.06805631174491002, "val": 0.06805631174491002, "nan_batches": 0}, {"epoch": 143, "train": 0.05878810097391789, "val": 0.05878810097391789, "nan_batches": 0}, {"epoch": 144, "train": 0.1091467016018354, "val": 0.1091467016018354, "nan_batches": 0}, {"epoch": 145, "train": 0.07721482790433444, "val": 0.07721482790433444, "nan_batches": 0}, {"epoch": 146, "train": 0.07292869887672938, "val": 0.07292869887672938, "nan_batches": 0}, {"epoch": 147, "train": 0.15923655147735888, "val": 0.15923655147735888, "nan_batches": 0}, {"epoch": 148, "train": 0.059192996758681074, "val": 0.059192996758681074, "nan_batches": 0}, {"epoch": 149, "train": 0.13495182761779198, "val": 0.13495182761779198, "nan_batches": 0}, {"epoch": 150, "train": 0.052839085746269956, "val": 0.052839085746269956, "nan_batches": 0}, {"epoch": 151, "train": 0.07204464163917762, "val": 0.07204464163917762, "nan_batches": 0}, {"epoch": 152, "train": 0.06568467043913327, "val": 0.06568467043913327, "nan_batches": 0}, {"epoch": 153, "train": 0.08642101287841797, "val": 0.08642101287841797, "nan_batches": 0}, {"epoch": 154, "train": 0.09410510269495156, "val": 0.09410510269495156, "nan_batches": 0}, {"epoch": 155, "train": 0.05658577310924347, "val": 0.05658577310924347, "nan_batches": 0}, {"epoch": 156, "train": 0.059528320759105, "val": 0.059528320759105, "nan_batches": 0}, {"epoch": 157, "train": 0.05816127732396126, "val": 0.05816127732396126, "nan_batches": 0}, {"epoch": 158, "train": 0.1291887920636397, "val": 0.1291887920636397, "nan_batches": 0}, {"epoch": 159, "train": 0.21416430662457758, "val": 0.21416430662457758, "nan_batches": 0}, {"epoch": 160, "train": 0.0976298852608754, "val": 0.0976298852608754, "nan_batches": 0}, {"epoch": 161, "train": 0.06486059089477819, "val": 0.06486059089477819, "nan_batches": 0}, {"epoch": 162, "train": 0.0977549094420213, "val": 0.0977549094420213, "nan_batches": 0}, {"epoch": 163, "train": 0.06695083557413174, "val": 0.06695083557413174, "nan_batches": 0}, {"epoch": 164, "train": 0.061450316499059014, "val": 0.061450316499059014, "nan_batches": 0}, {"epoch": 165, "train": 0.06171995172133812, "val": 0.06171995172133812, "nan_batches": 0}, {"epoch": 166, "train": 0.06094830368573849, "val": 0.06094830368573849, "nan_batches": 0}, {"epoch": 167, "train": 0.06876171036408497, "val": 0.06876171036408497, "nan_batches": 0}, {"epoch": 168, "train": 0.06498697858590347, "val": 0.06498697858590347, "nan_batches": 0}, {"epoch": 169, "train": 0.09422827340089358, "val": 0.09422827340089358, "nan_batches": 0}, {"epoch": 170, "train": 0.1037360796561608, "val": 0.1037360796561608, "nan_batches": 0}, {"epoch": 171, "train": 0.07156995397347671, "val": 0.07156995397347671, "nan_batches": 0}, {"epoch": 172, "train": 0.062083307367104754, "val": 0.062083307367104754, "nan_batches": 0}, {"epoch": 173, "train": 0.08128534372036274, "val": 0.08128534372036274, "nan_batches": 0}, {"epoch": 174, "train": 0.04993097512767865, "val": 0.04993097512767865, "nan_batches": 0}, {"epoch": 175, "train": 0.10994114096348102, "val": 0.10994114096348102, "nan_batches": 0}, {"epoch": 176, "train": 0.05930699078509441, "val": 0.05930699078509441, "nan_batches": 0}, {"epoch": 177, "train": 0.0515606369679937, "val": 0.0515606369679937, "nan_batches": 0}, {"epoch": 178, "train": 0.10718207405163692, "val": 0.10718207405163692, "nan_batches": 0}, {"epoch": 179, "train": 0.09461347586833514, "val": 0.09461347586833514, "nan_batches": 0}, {"epoch": 180, "train": 0.057404471847873464, "val": 0.057404471847873464, "nan_batches": 0}, {"epoch": 181, "train": 0.24155380634161142, "val": 0.24155380634161142, "nan_batches": 0}, {"epoch": 182, "train": 0.05261248128058819, "val": 0.05261248128058819, "nan_batches": 0}, {"epoch": 183, "train": 0.05246588014639341, "val": 0.05246588014639341, "nan_batches": 0}, {"epoch": 184, "train": 0.0501338090084923, "val": 0.0501338090084923, "nan_batches": 0}, {"epoch": 185, "train": 0.09445167275575492, "val": 0.09445167275575492, "nan_batches": 0}, {"epoch": 186, "train": 0.08388992800162388, "val": 0.08388992800162388, "nan_batches": 0}, {"epoch": 187, "train": 0.05952021021109361, "val": 0.05952021021109361, "nan_batches": 0}, {"epoch": 188, "train": 0.055175243805234246, "val": 0.055175243805234246, "nan_batches": 0}, {"epoch": 189, "train": 0.09289729595184326, "val": 0.09289729595184326, "nan_batches": 0}, {"epoch": 190, "train": 0.05471798734596142, "val": 0.05471798734596142, "nan_batches": 0}, {"epoch": 191, "train": 0.05470809426445227, "val": 0.05470809426445227, "nan_batches": 0}, {"epoch": 192, "train": 0.0831499844789505, "val": 0.0831499844789505, "nan_batches": 0}, {"epoch": 193, "train": 0.05320125001554306, "val": 0.05320125001554306, "nan_batches": 0}, {"epoch": 194, "train": 0.049845033253614716, "val": 0.049845033253614716, "nan_batches": 0}, {"epoch": 195, "train": 0.05099007630577454, "val": 0.05099007630577454, "nan_batches": 0}, {"epoch": 196, "train": 0.06648570356460717, "val": 0.06648570356460717, "nan_batches": 0}, {"epoch": 197, "train": 0.06193367907634148, "val": 0.06193367907634148, "nan_batches": 0}, {"epoch": 198, "train": 0.06055087653490213, "val": 0.06055087653490213, "nan_batches": 0}, {"epoch": 199, "train": 0.057642743994410224, "val": 0.057642743994410224, "nan_batches": 0}, {"epoch": 200, "train": 0.2387230362599859, "val": 0.2387230362599859, "nan_batches": 0}, {"epoch": 201, "train": 0.05305558557693775, "val": 0.05305558557693775, "nan_batches": 0}, {"epoch": 202, "train": 0.08522365987300873, "val": 0.08522365987300873, "nan_batches": 0}, {"epoch": 203, "train": 0.10075122461869167, "val": 0.10075122461869167, "nan_batches": 0}, {"epoch": 204, "train": 0.0942593148121467, "val": 0.0942593148121467, "nan_batches": 0}, {"epoch": 205, "train": 0.040052227675914764, "val": 0.040052227675914764, "nan_batches": 0}, {"epoch": 206, "train": 0.058505005131547265, "val": 0.058505005131547265, "nan_batches": 0}, {"epoch": 207, "train": 0.048853834661153644, "val": 0.048853834661153644, "nan_batches": 0}, {"epoch": 208, "train": 0.054639123093623385, "val": 0.054639123093623385, "nan_batches": 0}, {"epoch": 209, "train": 0.05471592783354796, "val": 0.05471592783354796, "nan_batches": 0}, {"epoch": 210, "train": 0.06005712426625765, "val": 0.06005712426625765, "nan_batches": 0}, {"epoch": 211, "train": 0.07784767907399398, "val": 0.07784767907399398, "nan_batches": 0}, {"epoch": 212, "train": 0.08132834159410916, "val": 0.08132834159410916, "nan_batches": 0}, {"epoch": 213, "train": 0.05365960242656561, "val": 0.05365960242656561, "nan_batches": 0}, {"epoch": 214, "train": 0.06581316487147258, "val": 0.06581316487147258, "nan_batches": 0}, {"epoch": 215, "train": 0.05084506536905582, "val": 0.05084506536905582, "nan_batches": 0}, {"epoch": 216, "train": 0.053754235725276746, "val": 0.053754235725276746, "nan_batches": 0}, {"epoch": 217, "train": 0.05180012663969627, "val": 0.05180012663969627, "nan_batches": 0}, {"epoch": 218, "train": 0.09970437792631295, "val": 0.09970437792631295, "nan_batches": 0}, {"epoch": 219, "train": 0.0952697957937534, "val": 0.0952697957937534, "nan_batches": 0}, {"epoch": 220, "train": 0.054290590377954334, "val": 0.054290590377954334, "nan_batches": 0}, {"epoch": 221, "train": 0.060695284547714085, "val": 0.060695284547714085, "nan_batches": 0}, {"epoch": 222, "train": 0.07377522839949681, "val": 0.07377522839949681, "nan_batches": 0}, {"epoch": 223, "train": 0.06047459390874092, "val": 0.06047459390874092, "nan_batches": 0}, {"epoch": 224, "train": 0.061501092062546656, "val": 0.061501092062546656, "nan_batches": 0}, {"epoch": 225, "train": 0.07965691616901985, "val": 0.07965691616901985, "nan_batches": 0}, {"epoch": 226, "train": 0.05675459853731669, "val": 0.05675459853731669, "nan_batches": 0}, {"epoch": 227, "train": 0.07866209114973362, "val": 0.07866209114973362, "nan_batches": 0}, {"epoch": 228, "train": 0.06288309022784233, "val": 0.06288309022784233, "nan_batches": 0}, {"epoch": 229, "train": 0.054505207790778235, "val": 0.054505207790778235, "nan_batches": 0}, {"epoch": 230, "train": 0.051955221937252924, "val": 0.051955221937252924, "nan_batches": 0}, {"epoch": 231, "train": 0.06984759752566998, "val": 0.06984759752566998, "nan_batches": 0}, {"epoch": 232, "train": 0.05537015414581849, "val": 0.05537015414581849, "nan_batches": 0}, {"epoch": 233, "train": 0.05124360408920508, "val": 0.05124360408920508, "nan_batches": 0}, {"epoch": 234, "train": 0.08668472102055183, "val": 0.08668472102055183, "nan_batches": 0}, {"epoch": 235, "train": 0.06926793031967603, "val": 0.06926793031967603, "nan_batches": 0}, {"epoch": 236, "train": 0.08212196712310497, "val": 0.08212196712310497, "nan_batches": 0}, {"epoch": 237, "train": 0.049098133037869744, "val": 0.049098133037869744, "nan_batches": 0}, {"epoch": 238, "train": 0.044552576083403364, "val": 0.044552576083403364, "nan_batches": 0}, {"epoch": 239, "train": 0.050057086520470105, "val": 0.050057086520470105, "nan_batches": 0}, {"epoch": 240, "train": 0.04305874470334787, "val": 0.04305874470334787, "nan_batches": 0}, {"epoch": 241, "train": 0.047036345331714705, "val": 0.047036345331714705, "nan_batches": 0}, {"epoch": 242, "train": 0.05011295441251535, "val": 0.05011295441251535, "nan_batches": 0}, {"epoch": 243, "train": 0.05113389987785082, "val": 0.05113389987785082, "nan_batches": 0}, {"epoch": 244, "train": 0.04705012990878178, "val": 0.04705012990878178, "nan_batches": 0}, {"epoch": 245, "train": 0.06340932545180504, "val": 0.06340932545180504, "nan_batches": 0}, {"epoch": 246, "train": 0.09873359363812667, "val": 0.09873359363812667, "nan_batches": 0}, {"epoch": 247, "train": 0.049822439797795735, "val": 0.049822439797795735, "nan_batches": 0}, {"epoch": 248, "train": 0.07866723778156134, "val": 0.07866723778156134, "nan_batches": 0}, {"epoch": 249, "train": 0.0620415354362474, "val": 0.0620415354362474, "nan_batches": 0}, {"epoch": 250, "train": 0.05473156101428545, "val": 0.05473156101428545, "nan_batches": 0}, {"epoch": 251, "train": 0.10049399275046128, "val": 0.10049399275046128, "nan_batches": 0}, {"epoch": 252, "train": 0.10213998303963588, "val": 0.10213998303963588, "nan_batches": 0}, {"epoch": 253, "train": 0.07728620905142564, "val": 0.07728620905142564, "nan_batches": 0}, {"epoch": 254, "train": 0.054451960927018754, "val": 0.054451960927018754, "nan_batches": 0}, {"epoch": 255, "train": 0.0796075566456868, "val": 0.0796075566456868, "nan_batches": 0}, {"epoch": 256, "train": 0.05746602589407793, "val": 0.05746602589407793, "nan_batches": 0}, {"epoch": 257, "train": 0.07667647817960152, "val": 0.07667647817960152, "nan_batches": 0}, {"epoch": 258, "train": 0.08078383539731686, "val": 0.08078383539731686, "nan_batches": 0}, {"epoch": 259, "train": 0.07790359625449547, "val": 0.07790359625449547, "nan_batches": 0}, {"epoch": 260, "train": 0.06568786014731114, "val": 0.06568786014731114, "nan_batches": 0}, {"epoch": 261, "train": 0.055738618857083984, "val": 0.055738618857083984, "nan_batches": 0}, {"epoch": 262, "train": 0.08633493574766013, "val": 0.08633493574766013, "nan_batches": 0}, {"epoch": 263, "train": 0.05924104526638985, "val": 0.05924104526638985, "nan_batches": 0}, {"epoch": 264, "train": 0.05748818008802258, "val": 0.05748818008802258, "nan_batches": 0}, {"epoch": 265, "train": 0.07362448022915767, "val": 0.07362448022915767, "nan_batches": 0}, {"epoch": 266, "train": 0.04916409575022184, "val": 0.04916409575022184, "nan_batches": 0}, {"epoch": 267, "train": 0.07191558755361117, "val": 0.07191558755361117, "nan_batches": 0}, {"epoch": 268, "train": 0.05160363190449201, "val": 0.05160363190449201, "nan_batches": 0}, {"epoch": 269, "train": 0.06115644739475101, "val": 0.06115644739475101, "nan_batches": 0}, {"epoch": 270, "train": 0.1626001914533285, "val": 0.1626001914533285, "nan_batches": 0}, {"epoch": 271, "train": 0.0756997844347587, "val": 0.0756997844347587, "nan_batches": 0}, {"epoch": 272, "train": 0.23207737397975647, "val": 0.23207737397975647, "nan_batches": 0}, {"epoch": 273, "train": 0.12357040895865513, "val": 0.12357040895865513, "nan_batches": 0}, {"epoch": 274, "train": 0.053514194603149705, "val": 0.053514194603149705, "nan_batches": 0}, {"epoch": 275, "train": 0.06067875489735833, "val": 0.06067875489735833, "nan_batches": 0}, {"epoch": 276, "train": 0.04979653269625627, "val": 0.04979653269625627, "nan_batches": 0}, {"epoch": 277, "train": 0.04297748122077722, "val": 0.04297748122077722, "nan_batches": 0}, {"epoch": 278, "train": 0.049996619614271015, "val": 0.049996619614271015, "nan_batches": 0}, {"epoch": 279, "train": 0.057316319014017396, "val": 0.057316319014017396, "nan_batches": 0}, {"epoch": 280, "train": 0.047151734300244316, "val": 0.047151734300244316, "nan_batches": 0}, {"epoch": 281, "train": 0.052261146931694105, "val": 0.052261146931694105, "nan_batches": 0}, {"epoch": 282, "train": 0.07684757388555087, "val": 0.07684757388555087, "nan_batches": 0}, {"epoch": 283, "train": 0.0853790262570748, "val": 0.0853790262570748, "nan_batches": 0}, {"epoch": 284, "train": 0.16866323337532008, "val": 0.16866323337532008, "nan_batches": 0}, {"epoch": 285, "train": 0.2228147158255944, "val": 0.2228147158255944, "nan_batches": 0}, {"epoch": 286, "train": 0.05066706182864996, "val": 0.05066706182864996, "nan_batches": 0}, {"epoch": 287, "train": 0.07298329587166126, "val": 0.07298329587166126, "nan_batches": 0}, {"epoch": 288, "train": 0.048380957486537784, "val": 0.048380957486537784, "nan_batches": 0}, {"epoch": 289, "train": 0.04173998676168804, "val": 0.04173998676168804, "nan_batches": 0}, {"epoch": 290, "train": 0.05305987145178593, "val": 0.05305987145178593, "nan_batches": 0}, {"epoch": 291, "train": 0.04328035391294039, "val": 0.04328035391294039, "nan_batches": 0}, {"epoch": 292, "train": 0.0842399551318242, "val": 0.0842399551318242, "nan_batches": 0}, {"epoch": 293, "train": 0.08752465018859276, "val": 0.08752465018859276, "nan_batches": 0}, {"epoch": 294, "train": 0.061090476237810575, "val": 0.061090476237810575, "nan_batches": 0}, {"epoch": 295, "train": 0.10322931523506458, "val": 0.10322931523506458, "nan_batches": 0}, {"epoch": 296, "train": 0.06975645944476128, "val": 0.06975645944476128, "nan_batches": 0}, {"epoch": 297, "train": 0.07944116569482364, "val": 0.07944116569482364, "nan_batches": 0}, {"epoch": 298, "train": 0.0718732515636545, "val": 0.0718732515636545, "nan_batches": 0}, {"epoch": 299, "train": 0.05103903450071812, "val": 0.05103903450071812, "nan_batches": 0}, {"epoch": 300, "train": 0.050331424885930925, "val": 0.050331424885930925, "nan_batches": 0}, {"epoch": 301, "train": 0.09666768518777993, "val": 0.09666768518777993, "nan_batches": 0}, {"epoch": 302, "train": 0.040389134297863796, "val": 0.040389134297863796, "nan_batches": 0}, {"epoch": 303, "train": 0.07973288916624509, "val": 0.07973288916624509, "nan_batches": 0}, {"epoch": 304, "train": 0.08197301970078395, "val": 0.08197301970078395, "nan_batches": 0}, {"epoch": 305, "train": 0.07007066561625554, "val": 0.07007066561625554, "nan_batches": 0}, {"epoch": 306, "train": 0.08416702598333359, "val": 0.08416702598333359, "nan_batches": 0}, {"epoch": 307, "train": 0.04348503626309908, "val": 0.04348503626309908, "nan_batches": 0}, {"epoch": 308, "train": 0.0804573526749244, "val": 0.0804573526749244, "nan_batches": 0}, {"epoch": 309, "train": 0.048843043068280585, "val": 0.048843043068280585, "nan_batches": 0}, {"epoch": 310, "train": 0.05020419880747795, "val": 0.05020419880747795, "nan_batches": 0}, {"epoch": 311, "train": 0.06262440291734842, "val": 0.06262440291734842, "nan_batches": 0}, {"epoch": 312, "train": 0.050429102373667635, "val": 0.050429102373667635, "nan_batches": 0}, {"epoch": 313, "train": 0.05450873592725167, "val": 0.05450873592725167, "nan_batches": 0}, {"epoch": 314, "train": 0.05351604492618488, "val": 0.05351604492618488, "nan_batches": 0}, {"epoch": 315, "train": 0.16679980591512644, "val": 0.16679980591512644, "nan_batches": 0}, {"epoch": 316, "train": 0.048304297746374056, "val": 0.048304297746374056, "nan_batches": 0}, {"epoch": 317, "train": 0.04374825245199295, "val": 0.04374825245199295, "nan_batches": 0}, {"epoch": 318, "train": 0.09806068470844856, "val": 0.09806068470844856, "nan_batches": 0}, {"epoch": 319, "train": 0.059500474196213946, "val": 0.059500474196213946, "nan_batches": 0}, {"epoch": 320, "train": 0.04549210604566794, "val": 0.04549210604566794, "nan_batches": 0}, {"epoch": 321, "train": 0.06239608847177946, "val": 0.06239608847177946, "nan_batches": 0}, {"epoch": 322, "train": 0.08344187644811776, "val": 0.08344187644811776, "nan_batches": 0}, {"epoch": 323, "train": 0.05528331433351223, "val": 0.05528331433351223, "nan_batches": 0}, {"epoch": 324, "train": 0.16223290748894215, "val": 0.16223290748894215, "nan_batches": 0}, {"epoch": 325, "train": 0.04301469199932539, "val": 0.04301469199932539, "nan_batches": 0}, {"epoch": 326, "train": 0.08586480067326473, "val": 0.08586480067326473, "nan_batches": 0}, {"epoch": 327, "train": 0.038622014224529266, "val": 0.038622014224529266, "nan_batches": 0}, {"epoch": 328, "train": 0.06716241057102497, "val": 0.06716241057102497, "nan_batches": 0}, {"epoch": 329, "train": 0.07595661397163685, "val": 0.07595661397163685, "nan_batches": 0}, {"epoch": 330, "train": 0.07114583597733425, "val": 0.07114583597733425, "nan_batches": 0}, {"epoch": 331, "train": 0.05473497853829311, "val": 0.05473497853829311, "nan_batches": 0}, {"epoch": 332, "train": 0.058136084905037515, "val": 0.058136084905037515, "nan_batches": 0}, {"epoch": 333, "train": 0.05832210802831329, "val": 0.05832210802831329, "nan_batches": 0}, {"epoch": 334, "train": 0.03867115424229549, "val": 0.03867115424229549, "nan_batches": 0}, {"epoch": 335, "train": 0.05378601614099283, "val": 0.05378601614099283, "nan_batches": 0}, {"epoch": 336, "train": 0.051529995523966275, "val": 0.051529995523966275, "nan_batches": 0}, {"epoch": 337, "train": 0.05817082513105841, "val": 0.05817082513105841, "nan_batches": 0}, {"epoch": 338, "train": 0.05111338914586948, "val": 0.05111338914586948, "nan_batches": 0}, {"epoch": 339, "train": 0.07862254977226257, "val": 0.07862254977226257, "nan_batches": 0}, {"epoch": 340, "train": 0.04365956725982519, "val": 0.04365956725982519, "nan_batches": 0}, {"epoch": 341, "train": 0.12664734113674897, "val": 0.12664734113674897, "nan_batches": 0}, {"epoch": 342, "train": 0.050639770638484224, "val": 0.050639770638484224, "nan_batches": 0}, {"epoch": 343, "train": 0.03963431085531528, "val": 0.03963431085531528, "nan_batches": 0}, {"epoch": 344, "train": 0.05766711742258989, "val": 0.05766711742258989, "nan_batches": 0}, {"epoch": 345, "train": 0.040201059041114956, "val": 0.040201059041114956, "nan_batches": 0}, {"epoch": 346, "train": 0.050983197127397246, "val": 0.050983197127397246, "nan_batches": 0}, {"epoch": 347, "train": 0.0754991013270158, "val": 0.0754991013270158, "nan_batches": 0}, {"epoch": 348, "train": 0.04547881399496244, "val": 0.04547881399496244, "nan_batches": 0}, {"epoch": 349, "train": 0.073967623596008, "val": 0.073967623596008, "nan_batches": 0}, {"epoch": 350, "train": 0.08175056828902318, "val": 0.08175056828902318, "nan_batches": 0}, {"epoch": 351, "train": 0.09147022320674016, "val": 0.09147022320674016, "nan_batches": 0}, {"epoch": 352, "train": 0.18472266340484986, "val": 0.18472266340484986, "nan_batches": 0}, {"epoch": 353, "train": 0.06086805176276427, "val": 0.06086805176276427, "nan_batches": 0}, {"epoch": 354, "train": 0.047579143912746355, "val": 0.047579143912746355, "nan_batches": 0}, {"epoch": 355, "train": 0.07400962739036633, "val": 0.07400962739036633, "nan_batches": 0}, {"epoch": 356, "train": 0.04672443576586934, "val": 0.04672443576586934, "nan_batches": 0}, {"epoch": 357, "train": 0.04874277745301907, "val": 0.04874277745301907, "nan_batches": 0}, {"epoch": 358, "train": 0.14275367357409918, "val": 0.14275367357409918, "nan_batches": 0}, {"epoch": 359, "train": 0.12211266389259925, "val": 0.12211266389259925, "nan_batches": 0}, {"epoch": 360, "train": 0.04984122457412573, "val": 0.04984122457412573, "nan_batches": 0}, {"epoch": 361, "train": 0.05037777734777102, "val": 0.05037777734777102, "nan_batches": 0}, {"epoch": 362, "train": 0.05949779868555757, "val": 0.05949779868555757, "nan_batches": 0}, {"epoch": 363, "train": 0.0437861792743206, "val": 0.0437861792743206, "nan_batches": 0}, {"epoch": 364, "train": 0.050045185937331274, "val": 0.050045185937331274, "nan_batches": 0}, {"epoch": 365, "train": 0.05200590858629976, "val": 0.05200590858629976, "nan_batches": 0}, {"epoch": 366, "train": 0.05282997225339596, "val": 0.05282997225339596, "nan_batches": 0}, {"epoch": 367, "train": 0.04595863002424057, "val": 0.04595863002424057, "nan_batches": 0}, {"epoch": 368, "train": 0.054681167293053404, "val": 0.054681167293053404, "nan_batches": 0}, {"epoch": 369, "train": 0.053452716853756174, "val": 0.053452716853756174, "nan_batches": 0}, {"epoch": 370, "train": 0.07294913324025962, "val": 0.07294913324025962, "nan_batches": 0}, {"epoch": 371, "train": 0.057928972519361056, "val": 0.057928972519361056, "nan_batches": 0}, {"epoch": 372, "train": 0.04824093328072475, "val": 0.04824093328072475, "nan_batches": 0}, {"epoch": 373, "train": 0.0581059971681008, "val": 0.0581059971681008, "nan_batches": 0}, {"epoch": 374, "train": 0.04417676937121611, "val": 0.04417676937121611, "nan_batches": 0}, {"epoch": 375, "train": 0.09551928364313565, "val": 0.09551928364313565, "nan_batches": 0}, {"epoch": 376, "train": 0.05332496833915894, "val": 0.05332496833915894, "nan_batches": 0}, {"epoch": 377, "train": 0.051847609046560064, "val": 0.051847609046560064, "nan_batches": 0}, {"epoch": 378, "train": 0.05820716659610088, "val": 0.05820716659610088, "nan_batches": 0}, {"epoch": 379, "train": 0.07363838072006519, "val": 0.07363838072006519, "nan_batches": 0}, {"epoch": 380, "train": 0.054647973169966675, "val": 0.054647973169966675, "nan_batches": 0}, {"epoch": 381, "train": 0.08669134573294567, "val": 0.08669134573294567, "nan_batches": 0}, {"epoch": 382, "train": 0.06464357387561065, "val": 0.06464357387561065, "nan_batches": 0}, {"epoch": 383, "train": 0.0727696642279625, "val": 0.0727696642279625, "nan_batches": 0}, {"epoch": 384, "train": 0.055622320550565534, "val": 0.055622320550565534, "nan_batches": 0}, {"epoch": 385, "train": 0.05339386457434067, "val": 0.05339386457434067, "nan_batches": 0}, {"epoch": 386, "train": 0.10606823976223285, "val": 0.10606823976223285, "nan_batches": 0}, {"epoch": 387, "train": 0.03584378685515661, "val": 0.03584378685515661, "nan_batches": 0}, {"epoch": 388, "train": 0.04851890842501934, "val": 0.04851890842501934, "nan_batches": 0}, {"epoch": 389, "train": 0.06922217515798715, "val": 0.06922217515798715, "nan_batches": 0}, {"epoch": 390, "train": 0.04714221856556833, "val": 0.04714221856556833, "nan_batches": 0}, {"epoch": 391, "train": 0.05136143931975731, "val": 0.05136143931975731, "nan_batches": 0}, {"epoch": 392, "train": 0.045144159346818924, "val": 0.045144159346818924, "nan_batches": 0}, {"epoch": 393, "train": 0.07957419294577378, "val": 0.07957419294577378, "nan_batches": 0}, {"epoch": 394, "train": 0.06351658358023717, "val": 0.06351658358023717, "nan_batches": 0}, {"epoch": 395, "train": 0.04132092271734459, "val": 0.04132092271734459, "nan_batches": 0}, {"epoch": 396, "train": 0.05714770420812643, "val": 0.05714770420812643, "nan_batches": 0}, {"epoch": 397, "train": 0.25661611270446044, "val": 0.25661611270446044, "nan_batches": 0}, {"epoch": 398, "train": 0.04335847414824037, "val": 0.04335847414824037, "nan_batches": 0}, {"epoch": 399, "train": 0.04447135558495155, "val": 0.04447135558495155, "nan_batches": 0}, {"epoch": 400, "train": 0.06115196587947699, "val": 0.06115196587947699, "nan_batches": 0}, {"epoch": 401, "train": 0.12147771763445164, "val": 0.12147771763445164, "nan_batches": 0}, {"epoch": 402, "train": 0.05044981407431456, "val": 0.05044981407431456, "nan_batches": 0}, {"epoch": 403, "train": 0.04336709600801651, "val": 0.04336709600801651, "nan_batches": 0}, {"epoch": 404, "train": 0.044944974092336804, "val": 0.044944974092336804, "nan_batches": 0}, {"epoch": 405, "train": 0.042274719677292384, "val": 0.042274719677292384, "nan_batches": 0}, {"epoch": 406, "train": 0.07304297043726994, "val": 0.07304297043726994, "nan_batches": 0}, {"epoch": 407, "train": 0.04499463679698797, "val": 0.04499463679698797, "nan_batches": 0}, {"epoch": 408, "train": 0.04925054928753525, "val": 0.04925054928753525, "nan_batches": 0}, {"epoch": 409, "train": 0.051699995779647276, "val": 0.051699995779647276, "nan_batches": 0}, {"epoch": 410, "train": 0.06177223932284575, "val": 0.06177223932284575, "nan_batches": 0}, {"epoch": 411, "train": 0.04999013775243209, "val": 0.04999013775243209, "nan_batches": 0}, {"epoch": 412, "train": 0.05260937121840051, "val": 0.05260937121840051, "nan_batches": 0}, {"epoch": 413, "train": 0.054748995086321466, "val": 0.054748995086321466, "nan_batches": 0}, {"epoch": 414, "train": 0.051541142810422644, "val": 0.051541142810422644, "nan_batches": 0}, {"epoch": 415, "train": 0.043770959305290416, "val": 0.043770959305290416, "nan_batches": 0}, {"epoch": 416, "train": 0.046400519947593026, "val": 0.046400519947593026, "nan_batches": 0}, {"epoch": 417, "train": 0.047895130584947765, "val": 0.047895130584947765, "nan_batches": 0}, {"epoch": 418, "train": 0.06174646146022356, "val": 0.06174646146022356, "nan_batches": 0}, {"epoch": 419, "train": 0.050092193960713655, "val": 0.050092193960713655, "nan_batches": 0}, {"epoch": 420, "train": 0.044259617964808755, "val": 0.044259617964808755, "nan_batches": 0}, {"epoch": 421, "train": 0.04166589505397356, "val": 0.04166589505397356, "nan_batches": 0}, {"epoch": 422, "train": 0.08116630980601677, "val": 0.08116630980601677, "nan_batches": 0}, {"epoch": 423, "train": 0.0937014497243441, "val": 0.0937014497243441, "nan_batches": 0}, {"epoch": 424, "train": 0.04799367759663325, "val": 0.04799367759663325, "nan_batches": 0}, {"epoch": 425, "train": 0.07988243836622971, "val": 0.07988243836622971, "nan_batches": 0}, {"epoch": 426, "train": 0.07535243492860061, "val": 0.07535243492860061, "nan_batches": 0}, {"epoch": 427, "train": 0.044668080285191536, "val": 0.044668080285191536, "nan_batches": 0}, {"epoch": 428, "train": 0.05606235929120045, "val": 0.05606235929120045, "nan_batches": 0}, {"epoch": 429, "train": 0.06018282702335945, "val": 0.06018282702335945, "nan_batches": 0}, {"epoch": 430, "train": 0.037310765912899606, "val": 0.037310765912899606, "nan_batches": 0}, {"epoch": 431, "train": 0.04871696939405341, "val": 0.04871696939405341, "nan_batches": 0}, {"epoch": 432, "train": 0.07415743286793049, "val": 0.07415743286793049, "nan_batches": 0}, {"epoch": 433, "train": 0.0555090604779812, "val": 0.0555090604779812, "nan_batches": 0}, {"epoch": 434, "train": 0.056639905875692, "val": 0.056639905875692, "nan_batches": 0}, {"epoch": 435, "train": 0.047056192388901345, "val": 0.047056192388901345, "nan_batches": 0}, {"epoch": 436, "train": 0.07673610861484821, "val": 0.07673610861484821, "nan_batches": 0}, {"epoch": 437, "train": 0.03318358685534734, "val": 0.03318358685534734, "nan_batches": 0}, {"epoch": 438, "train": 0.07415253153214088, "val": 0.07415253153214088, "nan_batches": 0}, {"epoch": 439, "train": 0.0511265153495165, "val": 0.0511265153495165, "nan_batches": 0}, {"epoch": 440, "train": 0.0526261702985861, "val": 0.0526261702985861, "nan_batches": 0}, {"epoch": 441, "train": 0.0743677570269658, "val": 0.0743677570269658, "nan_batches": 0}, {"epoch": 442, "train": 0.05021070488370382, "val": 0.05021070488370382, "nan_batches": 0}, {"epoch": 443, "train": 0.051222739884486564, "val": 0.051222739884486564, "nan_batches": 0}, {"epoch": 444, "train": 0.049369427017294444, "val": 0.049369427017294444, "nan_batches": 0}, {"epoch": 445, "train": 0.04987349060292427, "val": 0.04987349060292427, "nan_batches": 0}, {"epoch": 446, "train": 0.05519389762328221, "val": 0.05519389762328221, "nan_batches": 0}, {"epoch": 447, "train": 0.05812869335596378, "val": 0.05812869335596378, "nan_batches": 0}, {"epoch": 448, "train": 0.049898476778672866, "val": 0.049898476778672866, "nan_batches": 0}, {"epoch": 449, "train": 0.045631829291008986, "val": 0.045631829291008986, "nan_batches": 0}, {"epoch": 450, "train": 0.09316693418301068, "val": 0.09316693418301068, "nan_batches": 0}, {"epoch": 451, "train": 0.04141277619279348, "val": 0.04141277619279348, "nan_batches": 0}, {"epoch": 452, "train": 0.048960867982644304, "val": 0.048960867982644304, "nan_batches": 0}, {"epoch": 453, "train": 0.036620551433700785, "val": 0.036620551433700785, "nan_batches": 0}, {"epoch": 454, "train": 0.05334729070846851, "val": 0.05334729070846851, "nan_batches": 0}, {"epoch": 455, "train": 0.07288357042349301, "val": 0.07288357042349301, "nan_batches": 0}, {"epoch": 456, "train": 0.040654966562914736, "val": 0.040654966562914736, "nan_batches": 0}, {"epoch": 457, "train": 0.0683658833687122, "val": 0.0683658833687122, "nan_batches": 0}, {"epoch": 458, "train": 0.05955063150479244, "val": 0.05955063150479244, "nan_batches": 0}, {"epoch": 459, "train": 0.04120906012562605, "val": 0.04120906012562605, "nan_batches": 0}, {"epoch": 460, "train": 0.04228215539254821, "val": 0.04228215539254821, "nan_batches": 0}, {"epoch": 461, "train": 0.04401635762993605, "val": 0.04401635762993605, "nan_batches": 0}, {"epoch": 462, "train": 0.0487431772142792, "val": 0.0487431772142792, "nan_batches": 0}, {"epoch": 463, "train": 0.17808165917029747, "val": 0.17808165917029747, "nan_batches": 0}, {"epoch": 464, "train": 0.07970721905048077, "val": 0.07970721905048077, "nan_batches": 0}, {"epoch": 465, "train": 0.05603900494483801, "val": 0.05603900494483801, "nan_batches": 0}, {"epoch": 466, "train": 0.05897581706253382, "val": 0.05897581706253382, "nan_batches": 0}, {"epoch": 467, "train": 0.060234575890577756, "val": 0.060234575890577756, "nan_batches": 0}, {"epoch": 468, "train": 0.044356707483530045, "val": 0.044356707483530045, "nan_batches": 0}, {"epoch": 469, "train": 0.033585028389307596, "val": 0.033585028389307596, "nan_batches": 0}, {"epoch": 470, "train": 0.05555157494605877, "val": 0.05555157494605877, "nan_batches": 0}, {"epoch": 471, "train": 0.055216879942096196, "val": 0.055216879942096196, "nan_batches": 0}, {"epoch": 472, "train": 0.08925002813339233, "val": 0.08925002813339233, "nan_batches": 0}, {"epoch": 473, "train": 0.05414205517333288, "val": 0.05414205517333288, "nan_batches": 0}, {"epoch": 474, "train": 0.03751462368437877, "val": 0.03751462368437877, "nan_batches": 0}, {"epoch": 475, "train": 0.056599677146340795, "val": 0.056599677146340795, "nan_batches": 0}, {"epoch": 476, "train": 0.03702249148717293, "val": 0.03702249148717293, "nan_batches": 0}, {"epoch": 477, "train": 0.06312858743163255, "val": 0.06312858743163255, "nan_batches": 0}, {"epoch": 478, "train": 0.041069294684208356, "val": 0.041069294684208356, "nan_batches": 0}, {"epoch": 479, "train": 0.05232093918199938, "val": 0.05232093918199938, "nan_batches": 0}, {"epoch": 480, "train": 0.04582748691049906, "val": 0.04582748691049906, "nan_batches": 0}, {"epoch": 481, "train": 0.0553584684116336, "val": 0.0553584684116336, "nan_batches": 0}, {"epoch": 482, "train": 0.04860306473878714, "val": 0.04860306473878714, "nan_batches": 0}, {"epoch": 483, "train": 0.049393861841123834, "val": 0.049393861841123834, "nan_batches": 0}, {"epoch": 484, "train": 0.08026050317745942, "val": 0.08026050317745942, "nan_batches": 0}, {"epoch": 485, "train": 0.0532152304569116, "val": 0.0532152304569116, "nan_batches": 0}, {"epoch": 486, "train": 0.07293225939457233, "val": 0.07293225939457233, "nan_batches": 0}, {"epoch": 487, "train": 0.04878232628107071, "val": 0.04878232628107071, "nan_batches": 0}, {"epoch": 488, "train": 0.03823053772346331, "val": 0.03823053772346331, "nan_batches": 0}, {"epoch": 489, "train": 0.19620885900579965, "val": 0.19620885900579965, "nan_batches": 0}, {"epoch": 490, "train": 0.04847608879208565, "val": 0.04847608879208565, "nan_batches": 0}, {"epoch": 491, "train": 0.06615907584245388, "val": 0.06615907584245388, "nan_batches": 0}, {"epoch": 492, "train": 0.03667789790779352, "val": 0.03667789790779352, "nan_batches": 0}, {"epoch": 493, "train": 0.07308387183226071, "val": 0.07308387183226071, "nan_batches": 0}, {"epoch": 494, "train": 0.21101430115791467, "val": 0.21101430115791467, "nan_batches": 0}, {"epoch": 495, "train": 0.07341037805263813, "val": 0.07341037805263813, "nan_batches": 0}, {"epoch": 496, "train": 0.04769510229995761, "val": 0.04769510229995761, "nan_batches": 0}, {"epoch": 497, "train": 0.07791456007040463, "val": 0.07791456007040463, "nan_batches": 0}, {"epoch": 498, "train": 0.06222441677863781, "val": 0.06222441677863781, "nan_batches": 0}, {"epoch": 499, "train": 0.05895919467394169, "val": 0.05895919467394169, "nan_batches": 0}, {"epoch": 500, "train": 0.05822052326626503, "val": 0.05822052326626503, "nan_batches": 0}, {"epoch": 501, "train": 0.038407279465060964, "val": 0.038407279465060964, "nan_batches": 0}, {"epoch": 502, "train": 0.04458904151733105, "val": 0.04458904151733105, "nan_batches": 0}, {"epoch": 503, "train": 0.0322341289004096, "val": 0.0322341289004096, "nan_batches": 0}, {"epoch": 504, "train": 0.04377880465248241, "val": 0.04377880465248241, "nan_batches": 0}, {"epoch": 505, "train": 0.04507525824010372, "val": 0.04507525824010372, "nan_batches": 0}, {"epoch": 506, "train": 0.07483370372882256, "val": 0.07483370372882256, "nan_batches": 0}, {"epoch": 507, "train": 0.037934429227159575, "val": 0.037934429227159575, "nan_batches": 0}, {"epoch": 508, "train": 0.07759382862311143, "val": 0.07759382862311143, "nan_batches": 0}, {"epoch": 509, "train": 0.1882590430860336, "val": 0.1882590430860336, "nan_batches": 0}, {"epoch": 510, "train": 0.12102990425550021, "val": 0.12102990425550021, "nan_batches": 0}, {"epoch": 511, "train": 0.04508426158617322, "val": 0.04508426158617322, "nan_batches": 0}, {"epoch": 512, "train": 0.05919028875919489, "val": 0.05919028875919489, "nan_batches": 0}, {"epoch": 513, "train": 0.047246728952114396, "val": 0.047246728952114396, "nan_batches": 0}, {"epoch": 514, "train": 0.07175915974837083, "val": 0.07175915974837083, "nan_batches": 0}, {"epoch": 515, "train": 0.05270611466123508, "val": 0.05270611466123508, "nan_batches": 0}, {"epoch": 516, "train": 0.045227850715701394, "val": 0.045227850715701394, "nan_batches": 0}, {"epoch": 517, "train": 0.05608528136060788, "val": 0.05608528136060788, "nan_batches": 0}, {"epoch": 518, "train": 0.04492640724548927, "val": 0.04492640724548927, "nan_batches": 0}, {"epoch": 519, "train": 0.1851315859418649, "val": 0.1851315859418649, "nan_batches": 0}, {"epoch": 520, "train": 0.043192737664167695, "val": 0.043192737664167695, "nan_batches": 0}, {"epoch": 521, "train": 0.053160691275619544, "val": 0.053160691275619544, "nan_batches": 0}, {"epoch": 522, "train": 0.045109755431230254, "val": 0.045109755431230254, "nan_batches": 0}, {"epoch": 523, "train": 0.06163781136274338, "val": 0.06163781136274338, "nan_batches": 0}, {"epoch": 524, "train": 0.04732285010126921, "val": 0.04732285010126921, "nan_batches": 0}, {"epoch": 525, "train": 0.04177801970105905, "val": 0.04177801970105905, "nan_batches": 0}, {"epoch": 526, "train": 0.05159644336135198, "val": 0.05159644336135198, "nan_batches": 0}, {"epoch": 527, "train": 0.0444898043687527, "val": 0.0444898043687527, "nan_batches": 0}, {"epoch": 528, "train": 0.046187975945381016, "val": 0.046187975945381016, "nan_batches": 0}, {"epoch": 529, "train": 0.042681746086320624, "val": 0.042681746086320624, "nan_batches": 0}, {"epoch": 530, "train": 0.08882959187030792, "val": 0.08882959187030792, "nan_batches": 0}, {"epoch": 531, "train": 0.051055723120673344, "val": 0.051055723120673344, "nan_batches": 0}, {"epoch": 532, "train": 0.04902673713289774, "val": 0.04902673713289774, "nan_batches": 0}, {"epoch": 533, "train": 0.04142649185199004, "val": 0.04142649185199004, "nan_batches": 0}, {"epoch": 534, "train": 0.04382747211135351, "val": 0.04382747211135351, "nan_batches": 0}, {"epoch": 535, "train": 0.054436941989339314, "val": 0.054436941989339314, "nan_batches": 0}, {"epoch": 536, "train": 0.05405658777230061, "val": 0.05405658777230061, "nan_batches": 0}, {"epoch": 537, "train": 0.07447629708510178, "val": 0.07447629708510178, "nan_batches": 0}, {"epoch": 538, "train": 0.08083788821330437, "val": 0.08083788821330437, "nan_batches": 0}, {"epoch": 539, "train": 0.04082653642846988, "val": 0.04082653642846988, "nan_batches": 0}, {"epoch": 540, "train": 0.04468927159905434, "val": 0.04468927159905434, "nan_batches": 0}, {"epoch": 541, "train": 0.0721129305087603, "val": 0.0721129305087603, "nan_batches": 0}, {"epoch": 542, "train": 0.05185504572895857, "val": 0.05185504572895857, "nan_batches": 0}, {"epoch": 543, "train": 0.22242603479669645, "val": 0.22242603479669645, "nan_batches": 0}, {"epoch": 544, "train": 0.047704354931528754, "val": 0.047704354931528754, "nan_batches": 0}, {"epoch": 545, "train": 0.07346611068798946, "val": 0.07346611068798946, "nan_batches": 0}, {"epoch": 546, "train": 0.034449539093587264, "val": 0.034449539093587264, "nan_batches": 0}, {"epoch": 547, "train": 0.0677123895058265, "val": 0.0677123895058265, "nan_batches": 0}, {"epoch": 548, "train": 0.07311401888728142, "val": 0.07311401888728142, "nan_batches": 0}, {"epoch": 549, "train": 0.08438922808720516, "val": 0.08438922808720516, "nan_batches": 0}, {"epoch": 550, "train": 0.09791968189753018, "val": 0.09791968189753018, "nan_batches": 0}, {"epoch": 551, "train": 0.07038031747707954, "val": 0.07038031747707954, "nan_batches": 0}, {"epoch": 552, "train": 0.06647957059053275, "val": 0.06647957059053275, "nan_batches": 0}, {"epoch": 553, "train": 0.05493155121803284, "val": 0.05493155121803284, "nan_batches": 0}, {"epoch": 554, "train": 0.03965876058030587, "val": 0.03965876058030587, "nan_batches": 0}, {"epoch": 555, "train": 0.13520383319029441, "val": 0.13520383319029441, "nan_batches": 0}, {"epoch": 556, "train": 0.04966279061941, "val": 0.04966279061941, "nan_batches": 0}, {"epoch": 557, "train": 0.09222692480454078, "val": 0.09222692480454078, "nan_batches": 0}, {"epoch": 558, "train": 0.16239138967536676, "val": 0.16239138967536676, "nan_batches": 0}, {"epoch": 559, "train": 0.04726119038577263, "val": 0.04726119038577263, "nan_batches": 0}, {"epoch": 560, "train": 0.044269187143072486, "val": 0.044269187143072486, "nan_batches": 0}, {"epoch": 561, "train": 0.05228098055634361, "val": 0.05228098055634361, "nan_batches": 0}, {"epoch": 562, "train": 0.04769791318820073, "val": 0.04769791318820073, "nan_batches": 0}, {"epoch": 563, "train": 0.039330595244581885, "val": 0.039330595244581885, "nan_batches": 0}, {"epoch": 564, "train": 0.052066976186604455, "val": 0.052066976186604455, "nan_batches": 0}, {"epoch": 565, "train": 0.04205340242837197, "val": 0.04205340242837197, "nan_batches": 0}, {"epoch": 566, "train": 0.05647087602231365, "val": 0.05647087602231365, "nan_batches": 0}, {"epoch": 567, "train": 0.046209345786617353, "val": 0.046209345786617353, "nan_batches": 0}, {"epoch": 568, "train": 0.051442411119261615, "val": 0.051442411119261615, "nan_batches": 0}, {"epoch": 569, "train": 0.08469587908341335, "val": 0.08469587908341335, "nan_batches": 0}, {"epoch": 570, "train": 0.07479996979236603, "val": 0.07479996979236603, "nan_batches": 0}, {"epoch": 571, "train": 0.06994506945976844, "val": 0.06994506945976844, "nan_batches": 0}, {"epoch": 572, "train": 0.058172951524074264, "val": 0.058172951524074264, "nan_batches": 0}, {"epoch": 573, "train": 0.04485304465589042, "val": 0.04485304465589042, "nan_batches": 0}, {"epoch": 574, "train": 0.04627637536479877, "val": 0.04627637536479877, "nan_batches": 0}, {"epoch": 575, "train": 0.05318112040941532, "val": 0.05318112040941532, "nan_batches": 0}, {"epoch": 576, "train": 0.04993654024572326, "val": 0.04993654024572326, "nan_batches": 0}, {"epoch": 577, "train": 0.07164734372725853, "val": 0.07164734372725853, "nan_batches": 0}, {"epoch": 578, "train": 0.04258537908586172, "val": 0.04258537908586172, "nan_batches": 0}, {"epoch": 579, "train": 0.04728934455376405, "val": 0.04728934455376405, "nan_batches": 0}, {"epoch": 580, "train": 0.1641807143504803, "val": 0.1641807143504803, "nan_batches": 0}, {"epoch": 581, "train": 0.05999617049327263, "val": 0.05999617049327263, "nan_batches": 0}, {"epoch": 582, "train": 0.08371867927221152, "val": 0.08371867927221152, "nan_batches": 0}, {"epoch": 583, "train": 0.0518488110258029, "val": 0.0518488110258029, "nan_batches": 0}, {"epoch": 584, "train": 0.06184424116061284, "val": 0.06184424116061284, "nan_batches": 0}, {"epoch": 585, "train": 0.051779188932134554, "val": 0.051779188932134554, "nan_batches": 0}, {"epoch": 586, "train": 0.0752517099563892, "val": 0.0752517099563892, "nan_batches": 0}, {"epoch": 587, "train": 0.057407364822351016, "val": 0.057407364822351016, "nan_batches": 0}, {"epoch": 588, "train": 0.048117701537334, "val": 0.048117701537334, "nan_batches": 0}, {"epoch": 589, "train": 0.05129717576962251, "val": 0.05129717576962251, "nan_batches": 0}, {"epoch": 590, "train": 0.07292866019102243, "val": 0.07292866019102243, "nan_batches": 0}, {"epoch": 591, "train": 0.048991079728763834, "val": 0.048991079728763834, "nan_batches": 0}, {"epoch": 592, "train": 0.16616346694242495, "val": 0.16616346694242495, "nan_batches": 0}, {"epoch": 593, "train": 0.05422515594042265, "val": 0.05422515594042265, "nan_batches": 0}, {"epoch": 594, "train": 0.08486721721979287, "val": 0.08486721721979287, "nan_batches": 0}, {"epoch": 595, "train": 0.07664217456029011, "val": 0.07664217456029011, "nan_batches": 0}, {"epoch": 596, "train": 0.06431563313190754, "val": 0.06431563313190754, "nan_batches": 0}, {"epoch": 597, "train": 0.05210631555662705, "val": 0.05210631555662705, "nan_batches": 0}, {"epoch": 598, "train": 0.041223166653743155, "val": 0.041223166653743155, "nan_batches": 0}, {"epoch": 599, "train": 0.04634814036007111, "val": 0.04634814036007111, "nan_batches": 0}]

results/runs/best_llama_f0_s0/metrics.json

@@ -0,0 +1,651 @@
+{
+  "config": {
+    "model": "llama",
+    "seed": 0,
+    "split": "kfold",
+    "holdout": "",
+    "split_seed": 0,
+    "n_folds": 5,
+    "fold": 0,
+    "test_frac": 0.2,
+    "epochs": 600,
+    "batch": 8,
+    "lr": 0.0003,
+    "wd": 0.0001,
+    "d_model": 128,
+    "n_layers": 4,
+    "d_state": 16,
+    "dropout": 0.1,
+    "coupling": true,
+    "w_mono": 0.0,
+    "w_init": 0.0,
+    "w_smooth": 0.0,
+    "w_peak": 0.0,
+    "drop_features": [],
+    "norm_mode": "full",
+    "train_frac": 1.0,
+    "use_val": false,
+    "tag": "best_llama_f0_s0",
+    "device": "cuda"
+  },
+  "n_params": 822669,
+  "n_train": 26,
+  "n_val": 0,
+  "n_test": 7,
+  "train_ids": [
+    1,
+    2,
+    3,
+    4,
+    5,
+    7,
+    9,
+    10,
+    11,
+    12,
+    13,
+    14,
+    15,
+    16,
+    17,
+    19,
+    20,
+    21,
+    23,
+    61,
+    62,
+    63,
+    65,
+    67,
+    69,
+    70
+  ],
+  "val_ids": [],
+  "test_ids": [
+    6,
+    8,
+    18,
+    22,
+    64,
+    66,
+    68
+  ],
+  "best_val": 0.0322341289004096,
+  "nan_batches": 0,
+  "epochs_run": 600,
+  "wall_time_s": 227.9,
+  "per_target": {
+    "sigma": {
+      "n": 2807,
+      "r2": 0.8241582292283385,
+      "r2_log": NaN,
+      "mae": 1.1296523551425353,
+      "nmae": 0.2552132593105235,
+      "rmse": 1.8561052641969225,
+      "bias": 0.08851943200786684,
+      "y_std": 4.426307466133892,
+      "unit": "GPa",
+      "group": "macro"
+    },
+    "xi_BCC": {
+      "n": 802,
+      "r2": 0.8698081862490055,
+      "r2_log": NaN,
+      "mae": 0.025121385765789157,
+      "nmae": 0.21693067507340327,
+      "rmse": 0.04178442821174851,
+      "bias": -0.0018799504139774162,
+      "y_std": 0.11580375047138346,
+      "unit": "vol.fr.",
+      "group": "phase"
+    },
+    "xi_FCC": {
+      "n": 802,
+      "r2": 0.7735006103323473,
+      "r2_log": NaN,
+      "mae": 0.007688241405797219,
+      "nmae": 0.3208263127439595,
+      "rmse": 0.011404875521004606,
+      "bias": -0.005160578874314606,
+      "y_std": 0.023963874222289683,
+      "unit": "vol.fr.",
+      "group": "phase"
+    },
+    "xi_HCP": {
+      "n": 401,
+      "r2": 0.9416900190713852,
+      "r2_log": NaN,
+      "mae": 0.014300164439137142,
+      "nmae": 0.21406189819912802,
+      "rmse": 0.016131438953034132,
+      "bias": 0.004951918065696583,
+      "y_std": 0.06680387569876924,
+      "unit": "vol.fr.",
+      "group": "phase"
+    },
+    "xi_other": {
+      "n": 802,
+      "r2": 0.8116635111982182,
+      "r2_log": NaN,
+      "mae": 0.019261688418149892,
+      "nmae": 0.23538900052967546,
+      "rmse": 0.035512023810343234,
+      "bias": 0.0038229694878543145,
+      "y_std": 0.0818291779769105,
+      "unit": "vol.fr.",
+      "group": "phase"
+    },
+    "rho_total": {
+      "n": 1604,
+      "r2": 0.65585374432099,
+      "r2_log": 0.648722521033023,
+      "mae": 0.01625692251513906,
+      "nmae": 0.5529238324457383,
+      "rmse": 0.017248230630421076,
+      "bias": 0.008287701199554147,
+      "y_std": 0.02940173955466904,
+      "unit": "1e19 m^-2",
+      "group": "dislocation"
+    },
+    "rho_perfect": {
+      "n": 401,
+      "r2": -45.601457637694175,
+      "r2_log": -45.586747747349186,
+      "mae": 0.00047522641009007554,
+      "nmae": 6.752250979598808,
+      "rmse": 0.0004804539209820888,
+      "bias": 0.00047522641009007554,
+      "y_std": 7.038044224450786e-05,
+      "unit": "1e19 m^-2",
+      "group": "dislocation"
+    },
+    "rho_shockley": {
+      "n": 401,
+      "r2": -1.1135433647406972,
+      "r2_log": -1.1182411664437653,
+      "mae": 0.011551634967292076,
+      "nmae": 1.269540962071813,
+      "rmse": 0.013228247748069964,
+      "bias": 0.009613967313109177,
+      "y_std": 0.009099064396032181,
+      "unit": "1e19 m^-2",
+      "group": "dislocation"
+    },
+    "rho_stairrod": {
+      "n": 401,
+      "r2": -14.997019030739935,
+      "r2_log": -14.971111833228692,
+      "mae": 0.003520134588953839,
+      "nmae": 3.872643320811551,
+      "rmse": 0.0036355598622853018,
+      "bias": 0.003520134588953839,
+      "y_std": 0.0009089746453118125,
+      "unit": "1e19 m^-2",
+      "group": "dislocation"
+    },
+    "rho_hirth": {
+      "n": 401,
+      "r2": -0.17372641322113136,
+      "r2_log": -0.17446872295094562,
+      "mae": 0.0015367509352480024,
+      "nmae": 1.027378021640706,
+      "rmse": 0.0016205284290651228,
+      "bias": 0.000627562239078997,
+      "y_std": 0.0014957989200448693,
+      "unit": "1e19 m^-2",
+      "group": "dislocation"
+    },
+    "rho_other_disl": {
+      "n": 401,
+      "r2": 0.29536011715384936,
+      "r2_log": 0.29596079507496764,
+      "mae": 0.0026094054114303876,
+      "nmae": 0.7576035389549435,
+      "rmse": 0.0028912335470459836,
+      "bias": -0.0002929004636574266,
+      "y_std": 0.003444288836123791,
+      "unit": "1e19 m^-2",
+      "group": "dislocation"
+    },
+    "rho_112_111": {
+      "n": 401,
+      "r2": -1.4869106415867734,
+      "r2_log": -0.2628274242245012,
+      "mae": 268.423535011143,
+      "nmae": 1.3632889049105719,
+      "rmse": 310.5008415886235,
+      "bias": -266.5202436292985,
+      "y_std": 196.89409489381185,
+      "unit": "1e19 m^-2",
+      "group": "dislocation"
+    },
+    "twin": {
+      "n": 802,
+      "r2": 0.231978192319781,
+      "r2_log": 0.21687341447742392,
+      "mae": 0.08615349912000252,
+      "nmae": 0.7656147235932842,
+      "rmse": 0.09861646257651083,
+      "bias": 0.010024249873073323,
+      "y_std": 0.11252852964433015,
+      "unit": "nm^-1",
+      "group": "twin"
+    }
+  },
+  "summary": {
+    "macro_r2": -4.459126498316062,
+    "macro_r2_primary": 0.7298074989600094,
+    "n_primary": 7,
+    "core_r2": 0.7400059867746642,
+    "median_r2": 0.29536011715384936,
+    "macro_r2_log": -7.61898002045146,
+    "macro_nmae": 1.3541281099910851,
+    "n_targets_scored": 13
+  },
+  "decomp": {
+    "r2": 0.8241582292283385,
+    "level_oracle_r2": 0.45494838590199693,
+    "shape_r2": 0.8223222329768727,
+    "level_corr": 0.919638709340043,
+    "level_mae_GPa": 0.8434953933850384,
+    "level_bias_GPa": 0.0885194320078668,
+    "n_samples": 7
+  },
+  "curve": {
+    "peak_rel_err_mean": 0.38070803365628214,
+    "peak_rel_err_median": 0.16050108513509298,
+    "curve_rmse_mean": 1.385101146616685,
+    "curve_rmse_median": 0.9447142755690605,
+    "sig@0.02_rel_err_mean": 0.41573538505530977,
+    "sig@0.02_rel_err_median": 0.19227929954946715,
+    "sig@0.05_rel_err_mean": 0.41071000839314653,
+    "sig@0.05_rel_err_median": 0.16553862825466908,
+    "sig@0.1_rel_err_mean": 0.36489993383926234,
+    "sig@0.1_rel_err_median": 0.20630746882725842
+  },
+  "test_alloys": [
+    "Al0.1CoCrFeNi（Al2.4/Co24.4/Cr24.4/Fe24.4/Ni24.4 at%）",
+    "Al20.4Mo10.5Nb22.4Ta10.1Ti17.8Zr18.8",
+    "Fe2Ni2CrAl（Fe33.3/Ni33.3/Cr16.7/Al16.7 at%）",
+    "FeCoNiCr",
+    "MEA FeNiAl（compression）",
+    "MoNbTaW"
+  ],
+  "normalizer": {
+    "static_mu": [
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      6.892692307692307,
+      3.6769230769230767,
+      1.3132,
+      -9.453846153846154,
+      12.330769230769231,
+      1.7738846153846153,
+      67.01884615384617,
+      35.73846153846153,
+      1982.0,
+      8.09153846153846,
+      363.3076923076923,
+      60888461538.46154,
+      -0.05128205128205129,
+      1.0646492340539075,
+      0.7651084911239444,
+      1.1803196423049596,
+      1.0060470411087015,
+      0.318080836479775,
+      3.0489603911674568,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.28722446895975856,
+      0.5079351470784134,
+      0.6508220487407653,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      0.0
+    ],
+    "static_sd": [
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.3590510198503265,
+      2.1891880638031593,
+      0.07808297361929017,
+      4.575707660211257,
+      1.309952797378954,
+      0.0886450688129468,
+      27.699329112525874,
+      13.775593716733981,
+      460.1509785678208,
+      2.0994352579603075,
+      181.1558549619146,
+      158638724360.93246,
+      0.32936493791449045,
+      0.33218387442628033,
+      0.18101521724573794,
+      0.33858396498570953,
+      0.10641215485869598,
+      0.12348498681151025,
+      0.6149051046731799,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      0.2432463177469526,
+      0.2892551694077348,
+      0.305118546698721,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0
+    ],
+    "target_mu": [
+      4.175287499366968,
+      0.0,
+      0.0,
+      0.0,
+      0.0,
+      1.0968704619463048,
+      0.6150540833099137,
+      1.214604352675989,
+      0.39126699302777235,
+      0.988636828541802,
+      0.4460925534009335,
+      2.2841915055582467,
+      1.2862299282292504
+    ],
+    "target_sd": [
+      3.6333247475366104,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      0.9989852893152769,
+      0.559796498971441,
+      1.1610817154067068,
+      0.5215390776776316,
+      1.1015702929478366,
+      0.5824434431253444,
+      2.3138663228262897,
+      0.7765882848340728
+    ],
+    "target_s0": [
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      1.0,
+      0.0163542,
+      0.000770761,
+      0.01207945,
+      0.0101537,
+      0.0015118549999999999,
+      0.004263405,
+      1.11421,
+      0.11997
+    ],
+    "target_keys": [
+      "sigma",
+      "xi_BCC",
+      "xi_FCC",
+      "xi_HCP",
+      "xi_other",
+      "rho_total",
+      "rho_perfect",
+      "rho_shockley",
+      "rho_stairrod",
+      "rho_hirth",
+      "rho_other_disl",
+      "rho_112_111",
+      "twin"
+    ],
+    "loss_w": [
+      0.2036451618320701,
+      1.1446688060934205,
+      1.8767182398587412,
+      4.072903236641402,
+      4.072903236641402,
+      0.2036451618320701,
+      0.20364513755567795,
+      0.20364517397026835,
+      0.2036451618320701,
+      0.2036451618320701,
+      0.2036451618320701,
+      0.2036451618320701,
+      0.2036451982466692
+    ]
+  },
+  "feature_names": [
+    "at_Al",
+    "at_Ti",
+    "at_Zr",
+    "at_Nb",
+    "at_Mo",
+    "at_Ta",
+    "at_V",
+    "at_Cr",
+    "at_Mn",
+    "at_Fe",
+    "at_Co",
+    "at_Ni",
+    "at_Cu",
+    "at_Hf",
+    "at_W",
+    "at_Re",
+    "at_Sc",
+    "at_Mg",
+    "at_Si",
+    "at_Sn",
+    "VEC",
+    "delta",
+    "rbar",
+    "dHmix",
+    "dSmix",
+    "chi",
+    "Mavg",
+    "dmu",
+    "Tm",
+    "rhomass",
+    "T0",
+    "strain_rate",
+    "eta",
+    "geom_L",
+    "geom_W",
+    "geom_H",
+    "geom_D",
+    "geom_AR",
+    "geom_volume_nm3",
+    "app_L",
+    "app_W",
+    "app_H",
+    "app_D",
+    "app_AR",
+    "app_V",
+    "init_xi_BCC",
+    "init_xi_FCC",
+    "init_xi_HCP",
+    "init_xi_other",
+    "init_d_perfect",
+    "init_d_shockley",
+    "init_d_stairrod",
+    "init_d_hirth",
+    "init_d_oth",
+    "init_d_112_111",
+    "init_d_100",
+    "orient_h",
+    "orient_k",
+    "orient_l",
+    "app_orient",
+    "shape_type=prism",
+    "shape_type=cylinder",
+    "crystalline=s",
+    "crystalline=p",
+    "ensemble=NPT",
+    "ensemble=NVT",
+    "ensemble=NVE",
+    "potential=EAM",
+    "potential=MEAM",
+    "potential=SNAP",
+    "load_mode=T",
+    "load_mode=C",
+    "load_mode=S"
+  ],
+  "keep_mask": [
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0,
+    1.0
+  ]
+}

results/runs/best_llama_f0_s0/model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a1508ea8c26ef0713b74973ec19628ea182d6bdec6d9a1df2253707f1778dbf
+size 3321256

results/runs/best_llama_f0_s0/predictions.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:faba0ee1e3c6267ad5eecd9452a26974991d629699e0e795416cedf1e9719e21
+size 283948