diff --git a/examples/materials/asr/fit.py b/examples/materials/asr/fit.py deleted file mode 100644 index 2248149..0000000 --- a/examples/materials/asr/fit.py +++ /dev/null @@ -1,39 +0,0 @@ -from sklearn.preprocessing import StandardScaler -from multilearn import datasets, models, utils -from torch import optim, nn - - -def main(): - - save_dir = 'outputs' - lr = 1e-4 - batch_size = 32 - n_epochs = 1000 - tasks = ['asr'] - - # Data - X, y = datasets.load(tasks) - data = datasets.splitter(X, y, tasks, train_size=1) - - for k, v in data.items(): - data[k]['scaler'] = StandardScaler() - data[k]['loss'] = nn.L1Loss() - - model = models.MultiNet(tasks=tasks, input_arch={500: 1}) - optimizer = optim.Adam - - out = utils.train( - model, - optimizer, - data, - n_epochs=n_epochs, - batch_size=batch_size, - lr=lr, - save_dir=save_dir, - ) - - print(out['df_loss']) - - -if __name__ == '__main__': - main() diff --git a/examples/materials/asr/run.sh b/examples/materials/asr/run.sh deleted file mode 100755 index 7adf25d..0000000 --- a/examples/materials/asr/run.sh +++ /dev/null @@ -1,2 +0,0 @@ -export PYTHONPATH=../../../src/:$PYTHONPATH -python3 fit.py diff --git a/examples/materials/asr/submit.sh b/examples/materials/asr/submit.sh deleted file mode 100644 index cb736e0..0000000 --- a/examples/materials/asr/submit.sh +++ /dev/null @@ -1,9 +0,0 @@ -#PBS -S /bin/bash -#PBS -q bardeen -#PBS -l select=1:ncpus=16:mpiprocs=16 -#PBS -l walltime=720:00:00 -#PBS -N job - -cd $PBS_O_WORKDIR - -bash run.sh diff --git a/examples/materials/combined/fit.py b/examples/materials/combined/fit.py index 44e904f..1f1e158 100644 --- a/examples/materials/combined/fit.py +++ b/examples/materials/combined/fit.py @@ -13,7 +13,14 @@ def main(): # Data X, y = datasets.load(tasks) - data = datasets.splitter(X, y, tasks, train_size=1) + data = datasets.splitter( + X, + y, + tasks, + train_size=0.8, + val_size=0.1, + test_size=0.1, + ) for k, v in data.items(): data[k]['scaler'] = StandardScaler() diff --git a/examples/synthetic/fit.py b/examples/synthetic/fit.py index 48bd2b2..f200787 100644 --- a/examples/synthetic/fit.py +++ b/examples/synthetic/fit.py @@ -8,12 +8,19 @@ def main(): save_dir = 'outputs' lr = 1e-4 batch_size = 32 - n_epochs = 100 + n_epochs = 1000 tasks = ['data1', 'data2', 'data3'] # Data X, y = datasets.toy() - data = datasets.splitter(X, y, tasks, train_size=1) + data = datasets.splitter( + X, + y, + tasks, + train_size=0.8, + val_size=0.1, + test_size=0.1, + ) for k, v in data.items(): data[k]['scaler'] = StandardScaler() diff --git a/examples/synthetic/outputs/data1/X_train.csv b/examples/synthetic/outputs/data1/X_train.csv deleted file mode 100644 index 2f29875..0000000 --- a/examples/synthetic/outputs/data1/X_train.csv +++ /dev/null @@ -1,1000 +0,0 @@ -1.240379929542541504e+00,1.358205199241638184e+00,-5.110740661621093750e-02 --9.813570380210876465e-01,-1.058926463127136230e+00,-1.368339657783508301e+00 --1.601370692253112793e+00,-5.984047055244445801e-01,1.248322248458862305e+00 --1.507616043090820312e+00,-5.258271694183349609e-01,9.507446289062500000e-01 -8.005287051200866699e-01,-8.410665392875671387e-01,-1.108225107192993164e+00 -1.518234848976135254e+00,-8.040821552276611328e-01,-1.635817885398864746e+00 --5.626496076583862305e-01,-1.000336170196533203e+00,9.438640475273132324e-01 -1.033366441726684570e+00,-7.473253011703491211e-01,1.817184984683990479e-01 -4.107226133346557617e-01,7.710272073745727539e-01,7.065004110336303711e-01 -1.159195423126220703e+00,-7.682715058326721191e-01,-1.471474885940551758e+00 -1.302885055541992188e+00,-1.088619589805603027e+00,-1.136450529098510742e+00 -6.174499988555908203e-01,-1.306070089340209961e+00,1.347471117973327637e+00 -2.024287357926368713e-02,1.451969385147094727e+00,1.522936224937438965e+00 -1.571811437606811523e+00,-1.325843453407287598e+00,1.075294241309165955e-01 -1.511563539505004883e+00,-6.119158864021301270e-01,5.999611616134643555e-01 -1.420690894126892090e+00,-2.449771165847778320e-01,-5.947275161743164062e-01 -2.489452958106994629e-01,-1.399418592453002930e+00,2.264514416456222534e-01 -1.227109193801879883e+00,3.654574453830718994e-01,9.510381221771240234e-01 -1.067235231399536133e+00,-1.131142854690551758e+00,1.186724081635475159e-01 --6.908346414566040039e-01,-5.518450140953063965e-01,-1.136847138404846191e-01 --8.025382757186889648e-01,1.425335764884948730e+00,-5.221952497959136963e-02 --4.604144096374511719e-01,-2.859216928482055664e-01,-5.677914619445800781e-01 --3.072835206985473633e-01,-9.478296637535095215e-01,4.611892625689506531e-02 -5.688871145248413086e-01,1.523588895797729492e+00,1.260759830474853516e+00 -8.397083729505538940e-02,1.025697588920593262e+00,1.279468417167663574e+00 --5.111988782882690430e-01,-6.960339546203613281e-01,-1.430756300687789917e-01 -1.383741617202758789e+00,-4.618207216262817383e-01,3.057090640068054199e-01 --9.091408252716064453e-01,-1.562104582786560059e+00,1.544893860816955566e+00 --1.081942558288574219e+00,-1.639601439237594604e-01,-7.514055967330932617e-01 -1.552832841873168945e+00,1.009862899780273438e+00,8.259438276290893555e-01 -9.930523633956909180e-01,-3.922295868396759033e-01,1.402444601058959961e+00 -4.878832995891571045e-01,6.388355493545532227e-01,1.101060986518859863e+00 -1.114534974098205566e+00,-2.672251462936401367e-01,-6.659943461418151855e-01 --1.537934899330139160e+00,4.676783084869384766e-01,1.433927059173583984e+00 -5.134310722351074219e-01,5.349699854850769043e-01,1.437077760696411133e+00 -2.421237677335739136e-01,1.348860859870910645e+00,-9.849926233291625977e-01 -5.572984814643859863e-01,1.583057045936584473e+00,5.655295774340629578e-02 --6.804960221052169800e-02,8.162421733140945435e-02,-3.950120508670806885e-01 --8.620435595512390137e-01,-1.356636285781860352e-01,-6.399742960929870605e-01 -1.107000038027763367e-01,-1.018567204475402832e+00,1.401097536087036133e+00 -1.143742725253105164e-01,-1.550160527229309082e+00,-1.157974839210510254e+00 -8.957905173301696777e-01,-4.321335554122924805e-01,-2.169212549924850464e-01 --8.906295299530029297e-01,1.428249716758728027e+00,-2.158077619969844818e-02 --1.613119125366210938e+00,4.336655139923095703e-01,-5.194706320762634277e-01 -1.105477571487426758e+00,-1.123233556747436523e+00,-1.142104029655456543e+00 -1.704868972301483154e-01,1.324738413095474243e-01,4.090766012668609619e-01 -4.909493923187255859e-01,-1.246307373046875000e+00,-8.185520172119140625e-01 -7.500509023666381836e-01,-2.464335411787033081e-01,4.575366973876953125e-01 --1.649639964103698730e+00,-2.793193161487579346e-01,-1.510298609733581543e+00 -2.204948514699935913e-01,1.611859440803527832e+00,-1.230759263038635254e+00 -1.242312341928482056e-01,3.357737958431243896e-01,-1.531447291374206543e+00 --8.775591254234313965e-01,-3.545485138893127441e-01,9.042651653289794922e-01 --3.579414486885070801e-01,-8.508207798004150391e-01,-6.358540654182434082e-01 -4.212447628378868103e-02,1.376183480024337769e-01,1.320539116859436035e+00 --3.176411390304565430e-01,-5.463936924934387207e-01,1.676532983779907227e+00 -1.185896515846252441e+00,-2.962200641632080078e-01,-1.445920944213867188e+00 --6.474061608314514160e-01,1.624750971794128418e+00,6.268215775489807129e-01 --1.354631900787353516e+00,-9.899849295616149902e-01,1.468430399894714355e+00 --1.431322574615478516e+00,7.841124534606933594e-01,7.912194132804870605e-01 --9.024335145950317383e-01,-1.291313767433166504e+00,5.178000405430793762e-02 --1.491346120834350586e+00,-1.089335322380065918e+00,7.286616563796997070e-01 --1.077003359794616699e+00,1.418673396110534668e+00,6.246483922004699707e-01 --1.215333223342895508e+00,-7.071449607610702515e-02,-1.009888887405395508e+00 --1.678666949272155762e+00,1.676750659942626953e+00,-8.524174988269805908e-02 --1.295335769653320312e+00,5.935329794883728027e-01,1.250778079032897949e+00 --9.086660146713256836e-01,1.361973166465759277e+00,-4.791913181543350220e-02 --1.320483446121215820e+00,-5.909907221794128418e-01,2.900367379188537598e-01 -1.713057875633239746e+00,-5.721510201692581177e-02,-1.041728854179382324e+00 -1.197881028056144714e-01,-1.230015397071838379e+00,6.169527769088745117e-01 -1.154790759086608887e+00,9.558958560228347778e-02,1.335698843002319336e+00 --2.751612961292266846e-01,-1.449375867843627930e+00,3.217272162437438965e-01 --1.642578095197677612e-01,1.417768239974975586e+00,-1.247938394546508789e+00 -1.682253122329711914e+00,1.287286996841430664e+00,-6.146297454833984375e-01 --1.508565783500671387e+00,1.168618917465209961e+00,-2.134275436401367188e-01 -7.460163831710815430e-01,1.186452805995941162e-01,-1.447252869606018066e+00 --6.406079530715942383e-01,1.140677213668823242e+00,-4.303655922412872314e-01 --1.431634068489074707e+00,1.032468914985656738e+00,2.892264425754547119e-01 -9.239305257797241211e-01,8.627529740333557129e-01,8.464001417160034180e-01 --1.210694611072540283e-01,1.648651242256164551e+00,-1.685326933860778809e+00 -2.153446972370147705e-01,1.703655481338500977e+00,1.029561400413513184e+00 --1.189751744270324707e+00,-1.494449138641357422e+00,-6.209430098533630371e-01 --1.435945034027099609e+00,7.125708460807800293e-01,-4.261539876461029053e-01 --6.555218100547790527e-01,7.739933133125305176e-01,2.203911729156970978e-02 --2.782023251056671143e-01,8.754900097846984863e-02,-1.380553007125854492e+00 --1.244693040847778320e+00,-6.562865376472473145e-01,-7.610888481140136719e-01 -1.042820096015930176e+00,1.278720140457153320e+00,6.179756522178649902e-01 --8.898727893829345703e-01,6.369942426681518555e-01,-1.307626128196716309e+00 --4.333219230175018311e-01,8.514091372489929199e-01,7.534012198448181152e-01 --1.342277050018310547e+00,-1.069340333342552185e-01,1.683691263198852539e+00 --1.547426104545593262e+00,1.375518441200256348e+00,8.070419430732727051e-01 -1.116439342498779297e+00,-1.392441630363464355e+00,-1.334902167320251465e+00 --1.373285770416259766e+00,-1.150118827819824219e+00,-1.060797452926635742e+00 --4.933701157569885254e-01,1.131577372550964355e+00,-1.341113448143005371e-01 -3.641613125801086426e-01,9.106116294860839844e-01,2.055524587631225586e-01 --7.431706190109252930e-01,-1.060118749737739563e-01,1.140876412391662598e+00 --9.142699837684631348e-01,1.153602123260498047e+00,9.552389979362487793e-01 -5.953376889228820801e-01,3.716928958892822266e-01,9.392009377479553223e-01 --1.055850267410278320e+00,-8.712610602378845215e-01,1.443249344825744629e+00 --1.692753195762634277e+00,1.327398061752319336e+00,-1.731483787298202515e-01 --2.141468077898025513e-01,-1.448701262474060059e+00,-2.001311928033828735e-01 -2.580046355724334717e-01,1.356382489204406738e+00,-8.026033639907836914e-01 -4.470217823982238770e-01,-1.593434691429138184e+00,4.613950848579406738e-01 --3.584881126880645752e-01,-7.731090784072875977e-01,9.314132928848266602e-01 --1.531154364347457886e-01,1.528121590614318848e+00,7.404870390892028809e-01 --1.428551912307739258e+00,-2.165449317544698715e-03,1.332626223564147949e+00 --1.228403806686401367e+00,-2.128493636846542358e-01,3.017897009849548340e-01 -1.249721944332122803e-01,9.554925560951232910e-01,5.123390555381774902e-01 -1.357245922088623047e+00,-3.306432962417602539e-01,1.684345722198486328e+00 -4.532318711280822754e-01,-6.045540571212768555e-01,4.399981498718261719e-01 -2.787677347660064697e-01,4.659090042114257812e-01,1.055550336837768555e+00 -5.189777612686157227e-01,1.096817731857299805e+00,6.782581210136413574e-01 -7.793388962745666504e-01,1.550503849983215332e+00,-1.213683247566223145e+00 --8.894883990287780762e-01,-1.441409349441528320e+00,-1.567293524742126465e+00 --5.757992863655090332e-01,1.196372866630554199e+00,-8.548325896263122559e-01 -4.796856343746185303e-01,1.276970386505126953e+00,-5.522522926330566406e-01 -1.650986909866333008e+00,-3.813774883747100830e-01,3.482320308685302734e-01 --7.843405008316040039e-01,8.371148705482482910e-01,1.379613637924194336e+00 -7.616532444953918457e-01,1.493649005889892578e+00,5.157625675201416016e-01 --1.391198039054870605e+00,-8.378391861915588379e-01,1.322629928588867188e+00 --6.552264690399169922e-01,1.255119085311889648e+00,9.733292460441589355e-01 --3.841144442558288574e-01,-1.595738291740417480e+00,1.459896683692932129e+00 --6.891322135925292969e-02,-8.084920048713684082e-02,7.641059160232543945e-01 -1.407201290130615234e+00,-7.148134708404541016e-02,-1.550698637962341309e+00 --1.684575080871582031e+00,-1.440410614013671875e+00,-1.613859653472900391e+00 -1.686936616897583008e+00,1.146268248558044434e+00,4.736202657222747803e-01 -1.495874285697937012e+00,-1.249419078230857849e-01,-2.010371834039688110e-01 --1.186534762382507324e+00,1.919717639684677124e-01,9.132466912269592285e-01 -7.856298089027404785e-01,2.580032646656036377e-01,-7.213402539491653442e-02 --2.065226733684539795e-01,3.989539667963981628e-02,1.476542234420776367e+00 --1.272977232933044434e+00,6.567354798316955566e-01,7.274673879146575928e-02 -1.203674435615539551e+00,-1.673622012138366699e+00,4.613565206527709961e-01 -9.688767790794372559e-01,-6.252196431159973145e-01,-2.273669540882110596e-01 --1.565665841102600098e+00,4.690075814723968506e-01,-6.653317213058471680e-01 --7.691351771354675293e-01,4.726672470569610596e-01,-9.562941789627075195e-01 -1.195505380630493164e+00,-1.277454257011413574e+00,4.458695054054260254e-01 -4.588433802127838135e-01,2.154937684535980225e-01,1.104679346084594727e+00 -7.877857089042663574e-01,1.659049749374389648e+00,9.989773482084274292e-02 --8.566369414329528809e-01,-1.662023544311523438e+00,1.385817170143127441e+00 -1.264893770217895508e+00,1.670825719833374023e+00,-1.048625230789184570e+00 --1.304404973983764648e+00,1.199659705162048340e+00,1.145043969154357910e+00 --4.725582003593444824e-01,-6.361978650093078613e-01,-1.643481731414794922e+00 -1.656751990318298340e+00,-1.471664547920227051e+00,-1.547713994979858398e+00 --2.161727696657180786e-01,5.273680016398429871e-02,1.285185694694519043e+00 -2.566402554512023926e-01,-1.366064310073852539e+00,7.439408302307128906e-01 -1.566026568412780762e+00,1.416525125503540039e+00,1.110271215438842773e+00 --2.430202998220920563e-02,-9.488399624824523926e-01,-1.525570452213287354e-01 -7.112941145896911621e-01,3.154176473617553711e-01,-4.100850522518157959e-01 --9.385913014411926270e-01,-6.904794573783874512e-01,2.244470827281475067e-02 -9.941871762275695801e-01,1.036257743835449219e+00,9.370570182800292969e-01 -7.403525114059448242e-01,-1.313246726989746094e+00,-1.070753455162048340e+00 -1.508678913116455078e+00,-1.512098073959350586e+00,1.602225065231323242e+00 --1.663553357124328613e+00,3.082736134529113770e-01,9.836374521255493164e-01 --1.236660122871398926e+00,5.183072686195373535e-01,-1.364686131477355957e+00 --1.074226796627044678e-01,-1.404547333717346191e+00,-1.663461685180664062e+00 --8.152528405189514160e-01,-4.953078925609588623e-01,-9.692682623863220215e-01 -1.162634253501892090e+00,1.154367804527282715e+00,3.527429103851318359e-01 -4.775725305080413818e-01,1.409632116556167603e-01,-1.365100979804992676e+00 --2.108425199985504150e-01,-9.128363430500030518e-02,1.511203497648239136e-01 --7.239713072776794434e-01,3.443536460399627686e-01,1.297357201576232910e+00 -1.223008930683135986e-01,-3.069075047969818115e-01,-6.500042080879211426e-01 -8.536451458930969238e-01,1.118010401725769043e+00,1.666525363922119141e+00 --2.889885008335113525e-01,-1.892518810927867889e-02,-2.437857538461685181e-01 --1.208099842071533203e+00,1.450596809387207031e+00,-1.655684471130371094e+00 --1.718256831169128418e+00,1.157867789268493652e+00,9.451912641525268555e-01 --6.682177782058715820e-01,1.325791478157043457e+00,-9.393105506896972656e-01 --5.960776805877685547e-01,-1.004876852035522461e+00,-9.112640023231506348e-01 --1.631489515304565430e+00,-1.538549542427062988e+00,-6.348217278718948364e-02 --6.647592782974243164e-01,1.557107686996459961e+00,7.636865377426147461e-01 --1.694288611412048340e+00,1.304708838462829590e+00,1.270713448524475098e+00 --9.659472107887268066e-01,-1.402507185935974121e+00,1.072180509567260742e+00 -1.146053433418273926e+00,1.030628308653831482e-01,9.133511781692504883e-01 -1.398783683776855469e+00,1.522656828165054321e-01,1.382205009460449219e+00 -1.154643893241882324e+00,-3.814003765583038330e-01,-3.932856917381286621e-01 --1.328194618225097656e+00,1.479741334915161133e+00,-4.157944917678833008e-01 -1.672176599502563477e+00,-9.497811794281005859e-01,5.011349916458129883e-01 --1.163314104080200195e+00,-1.444618701934814453e+00,-6.764737367630004883e-01 -1.514286994934082031e+00,1.380162715911865234e+00,-9.570363163948059082e-01 -8.921623975038528442e-02,-7.825614809989929199e-01,-1.369084119796752930e+00 --1.054333806037902832e+00,3.775596320629119873e-01,-5.696664452552795410e-01 --1.047197952866554260e-01,-6.800943017005920410e-01,1.422607600688934326e-01 -7.115125060081481934e-01,-1.102183341979980469e+00,-6.859901547431945801e-01 --1.083110809326171875e+00,8.327095508575439453e-01,-2.311096191406250000e-01 -1.585173487663269043e+00,-2.903263568878173828e-01,-1.401318430900573730e+00 --1.381624817848205566e+00,-5.806464552879333496e-01,-1.391661405563354492e+00 --1.114431500434875488e+00,-2.806573212146759033e-01,-1.524618148803710938e+00 --6.945077776908874512e-01,-6.884742975234985352e-01,3.658971190452575684e-01 --1.253506183624267578e+00,6.314378976821899414e-01,-1.537925899028778076e-01 --9.043504595756530762e-01,4.994632899761199951e-01,8.269236087799072266e-01 --4.750828444957733154e-01,1.269093632698059082e+00,-1.579335212707519531e+00 --1.646885275840759277e+00,4.970009922981262207e-01,-7.262622714042663574e-01 -1.370609760284423828e+00,1.557010889053344727e+00,5.009247660636901855e-01 --1.002372741699218750e+00,-1.397643923759460449e+00,-1.189117670059204102e+00 -1.084307670593261719e+00,1.606834769248962402e+00,-3.165383636951446533e-01 --4.672310054302215576e-01,-1.296483427286148071e-01,-1.348970890045166016e+00 -2.632134556770324707e-01,6.958224773406982422e-01,-1.376678586006164551e+00 --1.231616854667663574e+00,-8.831534385681152344e-01,1.165541291236877441e+00 -9.192671626806259155e-02,-1.565392971038818359e+00,1.283412933349609375e+00 --7.367985248565673828e-01,5.980226993560791016e-01,-6.014332771301269531e-01 --1.264485597610473633e+00,8.438812494277954102e-01,1.304697513580322266e+00 -1.594191908836364746e+00,-1.195835828781127930e+00,-4.099663197994232178e-01 -1.977139264345169067e-01,-3.459005951881408691e-01,5.592344999313354492e-01 -3.316540718078613281e-01,2.888783216476440430e-01,-3.378557860851287842e-01 -6.629217267036437988e-01,-7.342410683631896973e-01,-7.145227789878845215e-01 --9.736879914999008179e-02,1.682841181755065918e+00,1.389094114303588867e+00 --2.772597074508666992e-01,-6.988433003425598145e-01,7.680811882019042969e-01 --1.583503603935241699e+00,1.760182619094848633e+00,1.270749688148498535e+00 -1.652051359415054321e-01,1.329451441764831543e+00,-1.430476665496826172e+00 --1.693395256996154785e+00,1.745016932487487793e+00,-1.020908430218696594e-01 --5.391201972961425781e-01,-1.236676096916198730e+00,-6.012095212936401367e-01 --4.310541450977325439e-01,1.631016016006469727e+00,3.363253176212310791e-01 -3.999916017055511475e-01,8.379821181297302246e-01,-1.068625569343566895e+00 -1.726816415786743164e+00,-7.666969299316406250e-01,1.239504575729370117e+00 -1.401962876319885254e+00,-3.755183890461921692e-03,-1.585891127586364746e+00 --1.096137762069702148e+00,-3.229410350322723389e-01,-2.432873249053955078e-01 --3.794244825839996338e-01,-9.190106391906738281e-01,-1.145831584930419922e+00 --1.101223975419998169e-01,-2.301303893327713013e-01,-2.689383924007415771e-01 -1.026512503623962402e+00,3.527443110942840576e-01,1.517624974250793457e+00 -6.849480271339416504e-01,-7.055330872535705566e-01,1.311351060867309570e-01 --2.943742871284484863e-01,-1.474830031394958496e+00,4.006071984767913818e-01 --5.439966320991516113e-01,1.094013094902038574e+00,-3.179256021976470947e-01 --1.393972158432006836e+00,-1.447930574417114258e+00,-8.193005323410034180e-01 --1.499613285064697266e+00,3.100779950618743896e-01,-6.092353463172912598e-01 --8.525790572166442871e-01,6.914729475975036621e-01,9.580035805702209473e-01 -4.536415934562683105e-01,-5.257084369659423828e-01,-1.540342450141906738e+00 -6.946128606796264648e-01,7.739315032958984375e-01,1.566612571477890015e-01 -3.881870210170745850e-01,1.331080913543701172e+00,1.446085929870605469e+00 -4.180560708045959473e-01,2.498157173395156860e-01,3.844509422779083252e-01 --1.174811720848083496e+00,-2.851036489009857178e-01,1.473140478134155273e+00 -7.269115447998046875e-01,-7.518946528434753418e-01,1.087545275688171387e+00 -3.091477751731872559e-01,-1.523054391145706177e-01,2.521702945232391357e-01 -1.841745823621749878e-01,1.213904976844787598e+00,-9.791985154151916504e-01 -4.553659260272979736e-02,5.960084125399589539e-02,5.477198585867881775e-02 -4.578804969787597656e-01,-1.075947403907775879e+00,-5.314393341541290283e-02 --1.054207444190979004e+00,-1.085824966430664062e+00,1.489956259727478027e+00 -2.581640779972076416e-01,-1.875630468130111694e-01,-3.307509422302246094e-02 --3.912161290645599365e-01,-4.336971342563629150e-01,1.692887246608734131e-01 -1.171320676803588867e+00,-1.328046679496765137e+00,-1.193618893623352051e+00 --6.589766740798950195e-01,-1.308051347732543945e+00,4.442155361175537109e-01 --1.313642144203186035e+00,5.862570181488990784e-02,-1.619822263717651367e+00 -8.123151659965515137e-01,-3.394153416156768799e-01,-7.880260348320007324e-01 --6.623925566673278809e-01,4.217409193515777588e-01,1.231251120567321777e+00 --1.647567033767700195e+00,9.564990401268005371e-01,2.641452103853225708e-02 --8.759359121322631836e-01,-1.516175866127014160e-01,6.638523191213607788e-02 --1.667886614799499512e+00,-1.060358643531799316e+00,1.513953685760498047e+00 -8.129986375570297241e-02,1.509146094322204590e+00,-7.027595639228820801e-01 -1.228337407112121582e+00,-1.835929006338119507e-01,1.014808177947998047e+00 -6.270149946212768555e-01,8.597425222396850586e-01,6.041181683540344238e-01 --1.075856566429138184e+00,-7.957901358604431152e-01,-8.847432136535644531e-01 -2.279114723205566406e-01,-1.330244660377502441e+00,3.792189359664916992e-01 --1.130719304084777832e+00,-1.550367832183837891e+00,5.711145997047424316e-01 -4.559640213847160339e-02,-1.406089305877685547e+00,-1.104580089449882507e-01 -7.822651863098144531e-01,1.197331190109252930e+00,9.238137006759643555e-01 --1.037420481443405151e-01,-1.534969687461853027e+00,-4.560194313526153564e-01 --3.791922628879547119e-01,-2.098423391580581665e-01,1.498686671257019043e+00 --6.515637040138244629e-01,8.171517848968505859e-01,-1.015663266181945801e+00 -6.281889081001281738e-01,-8.042224049568176270e-01,-5.427008271217346191e-01 --1.304024338722229004e+00,-3.787482157349586487e-02,-1.014105677604675293e+00 --8.850312232971191406e-01,-1.127931594848632812e+00,-8.666514158248901367e-01 -4.650664925575256348e-01,-9.840590953826904297e-01,1.132914349436759949e-01 --1.028802871704101562e+00,7.674292325973510742e-01,-1.653604388236999512e+00 -8.745257258415222168e-01,-1.573262333869934082e+00,-1.011906743049621582e+00 --7.862994670867919922e-01,-1.105228066444396973e+00,-6.276177763938903809e-01 --4.863500595092773438e-01,-1.180432915687561035e+00,4.650585949420928955e-01 --2.029065936803817749e-01,-1.487328410148620605e+00,-4.044928848743438721e-01 --1.713245272636413574e+00,-7.837493419647216797e-01,1.157327413558959961e+00 -1.403271317481994629e+00,-1.454680800437927246e+00,4.010109901428222656e-01 -4.206586182117462158e-01,3.712761402130126953e-01,5.167408585548400879e-01 -5.717136263847351074e-01,1.253813147544860840e+00,-3.697745501995086670e-01 -1.075103163719177246e+00,-2.573971152305603027e-01,-2.620420455932617188e-01 -1.377989888191223145e+00,-5.164988040924072266e-01,-6.444351673126220703e-01 --9.501168876886367798e-02,-1.215528726577758789e+00,3.505190312862396240e-01 --8.979967236518859863e-02,1.287433505058288574e-01,-1.207089304924011230e+00 -1.296285390853881836e+00,1.635710120201110840e+00,3.064664602279663086e-01 --9.929577261209487915e-02,-1.669895768165588379e+00,-1.388450384140014648e+00 --1.006930708885192871e+00,5.485824942588806152e-01,-5.225967764854431152e-01 --1.054636955261230469e+00,-3.186602890491485596e-01,-1.304198980331420898e+00 -1.376044899225234985e-01,1.638462781906127930e+00,3.560380041599273682e-01 -5.990328788757324219e-01,7.409762740135192871e-01,-4.057601988315582275e-01 -1.308463335037231445e+00,-1.292728304862976074e+00,8.093382716178894043e-01 -4.803353250026702881e-01,-1.435452818870544434e+00,-1.111277818679809570e+00 -3.449904918670654297e-02,3.197387456893920898e-01,1.685418844223022461e+00 --1.689720511436462402e+00,9.044257402420043945e-01,-9.123558998107910156e-01 -9.881272315979003906e-01,-1.619465351104736328e+00,-1.519177317619323730e+00 -1.689349532127380371e+00,-1.180428266525268555e-01,-1.635165095329284668e+00 --3.906547725200653076e-01,-3.598563671112060547e-01,-8.617523908615112305e-01 --1.485618710517883301e+00,-1.234747290611267090e+00,-1.440279364585876465e+00 --8.006359636783599854e-02,-1.205018162727355957e+00,1.094574689865112305e+00 --1.736644864082336426e+00,-5.566755533218383789e-01,-1.195834875106811523e+00 -1.621869206428527832e+00,2.063239365816116333e-01,-1.448908329010009766e+00 -1.353359937667846680e+00,-8.948484063148498535e-01,1.669276714324951172e+00 --1.428209424018859863e+00,8.439482003450393677e-02,1.097185373306274414e+00 -3.795012533664703369e-01,7.647063136100769043e-01,-1.147290587425231934e+00 -5.758917331695556641e-01,-4.724538922309875488e-01,9.601287841796875000e-01 -3.053911328315734863e-01,1.251009702682495117e+00,4.837739467620849609e-02 -1.016601800918579102e+00,1.242210745811462402e+00,6.867703795433044434e-01 -1.129101961851119995e-01,7.977111637592315674e-02,-6.890174150466918945e-01 --9.298843741416931152e-01,1.720729231834411621e+00,3.609204888343811035e-01 --7.100079655647277832e-01,-2.919961810111999512e-01,7.350034713745117188e-01 -1.493330836296081543e+00,-1.281389355659484863e+00,-1.461912870407104492e+00 --8.230509757995605469e-01,-3.778931200504302979e-01,-1.638745069503784180e-01 --6.906628608703613281e-03,-1.335053086280822754e+00,-4.180112481117248535e-01 -5.330278277397155762e-01,-4.465725421905517578e-01,-9.590241909027099609e-01 --1.475337505340576172e+00,1.039960533380508423e-01,-1.570664525032043457e+00 -7.352415323257446289e-01,4.658352732658386230e-01,-1.327381014823913574e+00 -1.156748294830322266e+00,-4.842678904533386230e-01,-6.860971450805664062e-02 -3.774507641792297363e-01,1.508653461933135986e-01,1.686440825462341309e+00 --8.861858844757080078e-01,-4.931203722953796387e-01,-1.002447485923767090e+00 --1.503804475069046021e-01,-5.827435255050659180e-01,-8.273892104625701904e-02 -1.406470656394958496e+00,-8.426109701395034790e-02,1.641191124916076660e+00 -2.179473489522933960e-01,-5.853895545005798340e-01,1.593798875808715820e+00 --1.685923457145690918e+00,1.241597771644592285e+00,8.473980426788330078e-01 --8.406154513359069824e-01,1.528347730636596680e+00,1.188542485237121582e+00 --5.536053180694580078e-01,-3.155477344989776611e-01,-1.558151125907897949e+00 --4.108987748622894287e-03,7.644891738891601562e-02,-1.174541234970092773e+00 --1.636085391044616699e+00,1.152371168136596680e+00,1.076794341206550598e-01 -1.240224838256835938e+00,2.356657013297080994e-02,5.250136852264404297e-01 --1.456051468849182129e+00,-2.014268636703491211e-01,5.657589435577392578e-01 -6.771672964096069336e-01,3.023502416908740997e-02,-1.597316622734069824e+00 -9.180420637130737305e-01,1.356004834175109863e+00,1.448024153709411621e+00 -8.002616167068481445e-01,1.111498951911926270e+00,1.408087968826293945e+00 -4.563902020454406738e-01,4.442448318004608154e-01,-1.467931032180786133e+00 --1.306601762771606445e+00,-2.693043053150177002e-01,-1.633745312690734863e+00 --4.447822570800781250e-01,4.941910803318023682e-01,-6.950708031654357910e-01 --1.339431166648864746e+00,9.172117114067077637e-01,6.245848163962364197e-02 --1.142491579055786133e+00,-1.592352747917175293e+00,9.250285029411315918e-01 --6.149816513061523438e-02,-1.096120595932006836e+00,-1.108382463455200195e+00 -5.315888524055480957e-01,6.463239789009094238e-01,8.535612225532531738e-01 --1.007292747497558594e+00,-1.652519822120666504e+00,-3.390778899192810059e-01 -1.472570151090621948e-01,3.693709149956703186e-02,-1.127959728240966797e+00 --1.465544223785400391e+00,-8.062376379966735840e-01,-1.268613338470458984e+00 --4.095726907253265381e-01,-9.452530145645141602e-01,-1.570088148117065430e+00 -1.469085067510604858e-01,-1.312170863151550293e+00,-4.714473336935043335e-02 --8.382411599159240723e-01,6.124840304255485535e-02,1.042500883340835571e-01 -1.371810678392648697e-02,-1.191749095916748047e+00,6.824455857276916504e-01 -1.095834016799926758e+00,3.173687458038330078e-01,1.388638019561767578e+00 -1.567259311676025391e+00,1.475416898727416992e+00,-2.724972367286682129e-01 -1.293345570564270020e+00,1.274485349655151367e+00,8.696789145469665527e-01 --9.863155484199523926e-01,2.380374632775783539e-02,-1.119624137878417969e+00 --2.904860973358154297e-01,1.110248804092407227e+00,-3.432495892047882080e-01 --8.121500611305236816e-01,6.686583161354064941e-01,6.225193738937377930e-01 -1.070718765258789062e+00,1.705280423164367676e+00,1.479100942611694336e+00 --1.896568238735198975e-01,-1.416017889976501465e+00,3.986125886440277100e-01 --7.593664526939392090e-01,1.211997747421264648e+00,1.414782285690307617e+00 -6.987594366073608398e-01,-1.641950368881225586e+00,1.553639769554138184e+00 -4.691099822521209717e-01,1.387183070182800293e+00,1.337022781372070312e+00 -5.547547936439514160e-01,-9.536051750183105469e-01,-7.072477340698242188e-01 --5.939816832542419434e-01,3.510300815105438232e-02,1.536556839942932129e+00 -4.625753760337829590e-01,-2.964292652904987335e-02,6.727674007415771484e-01 -3.150689303874969482e-01,7.544971108436584473e-01,1.575164079666137695e+00 --3.434812128543853760e-01,1.726362466812133789e+00,5.155359953641891479e-02 -1.403104543685913086e+00,8.976075053215026855e-01,8.771466612815856934e-01 -5.643872618675231934e-01,-9.359559416770935059e-01,7.948606610298156738e-01 -1.556723713874816895e+00,1.659078121185302734e+00,-1.226501464843750000e-01 -9.602174162864685059e-01,-6.656648516654968262e-01,-1.190254930406808853e-03 --9.218422770500183105e-01,8.458664417266845703e-01,-4.990483820438385010e-01 --1.369739919900894165e-01,-2.977046072483062744e-01,1.294749736785888672e+00 -1.625243902206420898e+00,-1.632636308670043945e+00,-5.533534288406372070e-01 -1.335768580436706543e+00,-1.310288786888122559e+00,7.662566900253295898e-01 -1.500960230827331543e+00,-4.012183547019958496e-01,-4.952091574668884277e-01 -1.338686496019363403e-01,-9.182112812995910645e-01,1.611537337303161621e+00 -1.706255674362182617e+00,-7.431905269622802734e-01,-1.397019386291503906e+00 -1.114044547080993652e+00,-1.489399313926696777e+00,1.223744869232177734e+00 -1.178325891494750977e+00,-1.254269003868103027e+00,2.277552783489227295e-01 -1.719090938568115234e-01,-1.212506532669067383e+00,-9.795856475830078125e-01 --5.340552702546119690e-02,1.045608758926391602e+00,1.132665157318115234e+00 -1.019460558891296387e+00,1.958891749382019043e-01,3.552953302860260010e-01 --1.312037348747253418e+00,2.947179675102233887e-01,-9.738461971282958984e-01 --3.624401688575744629e-01,1.413194656372070312e+00,1.391782984137535095e-02 -1.357095837593078613e+00,-1.357347488403320312e+00,-1.373460173606872559e+00 --1.060377359390258789e-01,-7.052933424711227417e-02,1.273302674293518066e+00 -1.239389181137084961e+00,1.718667149543762207e+00,1.150344848632812500e+00 -1.417902350425720215e+00,-1.269566416740417480e+00,1.601563692092895508e+00 --6.994613409042358398e-01,-1.519029617309570312e+00,-1.204646825790405273e+00 -1.142251133918762207e+00,1.105916142463684082e+00,-3.398602902889251709e-01 --1.718837738037109375e+00,5.505648851394653320e-01,-6.317005753517150879e-01 -1.001054167747497559e+00,1.653819233179092407e-01,-4.304369911551475525e-02 --1.589567422866821289e+00,1.072972536087036133e+00,3.310851454734802246e-01 --8.375384807586669922e-01,-8.691231161355972290e-02,-1.223796606063842773e+00 -1.179467916488647461e+00,-1.810541599988937378e-01,-1.411084890365600586e+00 -1.623302698135375977e+00,1.835019141435623169e-01,1.565922260284423828e+00 --1.042031764984130859e+00,-1.191503182053565979e-01,3.056925535202026367e-01 --1.117047965526580811e-01,-1.442990541458129883e+00,-1.268180727958679199e+00 -1.202275037765502930e+00,-1.572552800178527832e+00,3.378680720925331116e-02 --2.702642679214477539e-01,-1.669423103332519531e+00,2.328040599822998047e-01 --6.631804257631301880e-02,-1.906032860279083252e-01,-5.475060939788818359e-01 -4.808586537837982178e-01,7.683811783790588379e-01,-6.690079569816589355e-01 --1.248054742813110352e+00,2.635709345340728760e-01,9.701207280158996582e-01 -1.360112667083740234e+00,-1.373548626899719238e+00,-4.966972023248672485e-02 --1.122851252555847168e+00,8.568026423454284668e-01,1.135847687721252441e+00 -1.050711750984191895e+00,-1.165759682655334473e+00,1.517590284347534180e-01 -6.390378475189208984e-01,1.338876724243164062e+00,1.518862962722778320e+00 -3.746258914470672607e-01,-1.339211314916610718e-01,-1.176381587982177734e+00 --1.131354331970214844e+00,1.551891446113586426e+00,-1.000576853752136230e+00 -1.523505449295043945e+00,4.673182368278503418e-01,-8.375391960144042969e-01 --1.144484877586364746e+00,7.581274509429931641e-01,-5.119680166244506836e-01 -1.043437242507934570e+00,-1.684784054756164551e+00,-8.624865412712097168e-01 -4.007930308580398560e-02,1.158497929573059082e+00,-1.130076169967651367e+00 -1.677381515502929688e+00,-8.448054194450378418e-01,-1.548894643783569336e+00 -5.345263481140136719e-01,-1.441216826438903809e+00,-1.143657565116882324e+00 -1.188021183013916016e+00,1.405723392963409424e-01,-8.135789632797241211e-02 --7.813620567321777344e-01,4.332534037530422211e-03,1.619597911834716797e+00 -1.505087852478027344e+00,1.088359475135803223e+00,-2.091545611619949341e-01 -2.653402686119079590e-01,8.331977725028991699e-01,-9.065104126930236816e-01 --1.355164885520935059e+00,1.939992606639862061e-01,1.560824871063232422e+00 --4.376271665096282959e-01,-6.256443858146667480e-01,-8.866057991981506348e-01 --5.220720171928405762e-01,-8.307937383651733398e-01,5.260289907455444336e-01 --4.728741347789764404e-01,1.358088016510009766e+00,1.482374221086502075e-01 -5.864775180816650391e-01,-2.842225730419158936e-01,-9.946922659873962402e-01 --1.707488447427749634e-01,-1.676555156707763672e+00,3.908744752407073975e-01 -6.085180640220642090e-01,5.920516252517700195e-01,-4.362138807773590088e-01 -1.553924798965454102e+00,-1.424842715263366699e+00,1.469733238220214844e+00 --6.660635471343994141e-01,7.345345616340637207e-01,3.117133975028991699e-01 --1.284321427345275879e+00,1.565494298934936523e+00,-6.347575038671493530e-02 --1.089329719543457031e+00,-1.182926177978515625e+00,-1.161033958196640015e-01 -1.150674581527709961e+00,-6.414660215377807617e-01,-1.456049203872680664e+00 -7.045998573303222656e-01,1.542909741401672363e+00,7.142661213874816895e-01 -1.543257832527160645e+00,-1.474462509155273438e+00,6.039188504219055176e-01 --1.387567281723022461e+00,-2.306709587574005127e-01,9.496329724788665771e-02 --1.631381034851074219e+00,9.028130769729614258e-01,1.999890990555286407e-02 -1.231104612350463867e+00,9.596543908119201660e-01,1.005332231521606445e+00 --1.351104378700256348e-01,1.985221654176712036e-01,-6.619426012039184570e-01 -1.138999462127685547e+00,-9.926754236221313477e-01,1.303982377052307129e+00 --1.600955009460449219e+00,-1.571850329637527466e-01,7.706670165061950684e-01 -7.899991273880004883e-01,-3.173865377902984619e-01,-1.239609003067016602e+00 --5.424154996871948242e-01,-7.005854845046997070e-01,-5.111942887306213379e-01 --8.981818556785583496e-01,-8.416272401809692383e-01,-5.825587362051010132e-02 -3.665665984153747559e-01,-1.153186082839965820e+00,-1.105904340744018555e+00 --1.363121747970581055e+00,1.385745644569396973e+00,1.403536081314086914e+00 --7.216737866401672363e-01,4.781145751476287842e-01,-1.509457111358642578e+00 -1.500055909156799316e+00,-1.529490232467651367e+00,8.397724032402038574e-01 -1.595461368560791016e+00,1.141714453697204590e+00,-8.744769096374511719e-01 --3.583714962005615234e-01,-1.435998201370239258e+00,-2.107276022434234619e-02 -4.188179969787597656e-01,7.883545011281967163e-02,8.210289478302001953e-01 -4.246157407760620117e-01,8.406335711479187012e-01,-5.625908970832824707e-01 -2.030404210090637207e-01,9.961338639259338379e-01,-1.487043738365173340e+00 -1.311549186706542969e+00,-4.996594786643981934e-01,-2.577826380729675293e-01 --4.627785086631774902e-01,1.649467229843139648e+00,-1.388474941253662109e+00 -1.466511845588684082e+00,6.579648256301879883e-01,-3.018445968627929688e-01 -1.435623049736022949e+00,1.558273434638977051e+00,5.084701180458068848e-01 -3.433486223220825195e-01,-1.365899682044982910e+00,1.213378906250000000e+00 -1.091818451881408691e+00,-1.004837546497583389e-02,1.085552692413330078e+00 -5.319234132766723633e-01,-1.438943743705749512e+00,1.252707242965698242e+00 -1.333745718002319336e+00,1.194456219673156738e+00,-4.375800490379333496e-01 --2.164879590272903442e-01,1.492818355560302734e+00,4.127359092235565186e-01 --1.618620991706848145e+00,-7.907217144966125488e-01,3.382213413715362549e-01 --1.086707949638366699e+00,1.252613961696624756e-01,-9.653862118721008301e-01 --1.220823645591735840e+00,-1.289532542228698730e+00,3.631487190723419189e-01 --1.131999015808105469e+00,1.018438577651977539e+00,-6.951812505722045898e-01 -1.726556718349456787e-01,-8.142502307891845703e-01,-5.234865546226501465e-01 --1.173546791076660156e+00,-4.386236667633056641e-01,4.253877103328704834e-01 -1.561220526695251465e+00,4.028823971748352051e-02,9.479562640190124512e-01 --1.115535259246826172e+00,-1.520645141601562500e+00,9.740902781486511230e-01 --8.244408965110778809e-01,-1.431437253952026367e+00,-4.303020536899566650e-01 -9.376648664474487305e-01,-1.646638214588165283e-01,1.613897442817687988e+00 -2.590818405151367188e-01,-6.932664513587951660e-01,-4.320524334907531738e-01 --7.609116435050964355e-01,1.670402407646179199e+00,7.544663548469543457e-01 -2.582837939262390137e-01,-1.183272480964660645e+00,-7.231529355049133301e-01 --1.045004501938819885e-01,1.168341875076293945e+00,3.897216022014617920e-01 -1.706613898277282715e+00,-1.319816589355468750e+00,-3.856028914451599121e-01 -1.404393911361694336e-01,1.706884980201721191e+00,6.528615951538085938e-01 -1.246756315231323242e+00,-5.569372773170471191e-01,1.028436303138732910e+00 --1.226005077362060547e+00,-6.083897352218627930e-01,-1.314680337905883789e+00 -3.111922182142734528e-02,-8.881161212921142578e-01,6.851499080657958984e-01 -5.102938413619995117e-01,8.442700505256652832e-01,-1.181245207786560059e+00 -4.453664645552635193e-02,5.273973345756530762e-01,-4.406861662864685059e-01 --1.335387349128723145e+00,-1.173318266868591309e+00,-4.388589560985565186e-01 -2.826043665409088135e-01,1.904167830944061279e-01,-3.817765116691589355e-01 --3.258133232593536377e-01,1.692112445831298828e+00,-2.700517475605010986e-01 --1.066712066531181335e-01,-9.243739247322082520e-01,7.936720848083496094e-01 -3.542812168598175049e-01,-4.186850488185882568e-01,1.616727709770202637e-01 --4.736132025718688965e-01,-1.321771264076232910e+00,-9.375613927841186523e-02 -2.399888038635253906e-01,8.718405961990356445e-01,-5.622940659523010254e-01 -1.030421108007431030e-01,3.862739205360412598e-01,2.529713213443756104e-01 --1.648760288953781128e-01,-1.051257103681564331e-01,-2.906131148338317871e-01 --8.573990464210510254e-01,6.933209896087646484e-01,-1.104219079017639160e+00 -6.897447109222412109e-01,1.243064329028129578e-01,-4.847692549228668213e-01 --1.399650216102600098e+00,3.899330794811248779e-01,-1.259201765060424805e+00 -1.672914147377014160e+00,4.126134514808654785e-01,-2.638770500198006630e-03 -6.119315326213836670e-02,-8.105214834213256836e-01,-1.132183432579040527e+00 -1.337732672691345215e+00,2.189865708351135254e-01,1.359020709991455078e+00 --3.565423190593719482e-01,-1.281838178634643555e+00,2.125585973262786865e-01 -2.294376045465469360e-01,7.894253730773925781e-01,6.325592398643493652e-01 -6.878630518913269043e-01,-1.257278442382812500e+00,-5.251945257186889648e-01 --1.558045387268066406e+00,7.511165142059326172e-01,-1.475358843803405762e+00 --1.292170643806457520e+00,-2.788764834403991699e-01,7.418434619903564453e-01 --1.446975946426391602e+00,1.468317747116088867e+00,1.356157302856445312e+00 -1.482367813587188721e-01,-2.061245590448379517e-01,8.229705095291137695e-01 --1.701699018478393555e+00,7.437980175018310547e-01,8.195369243621826172e-01 -1.038733839988708496e+00,8.947016596794128418e-01,-8.879570960998535156e-01 -8.255937099456787109e-01,-1.446310997009277344e+00,1.543874382972717285e+00 --2.103485763072967529e-01,4.548155665397644043e-01,-1.687184095382690430e+00 --6.863351464271545410e-01,-6.487601399421691895e-01,-6.357296705245971680e-01 --1.021512985229492188e+00,7.265278100967407227e-01,-1.684652447700500488e+00 --1.119534969329833984e+00,-4.218495488166809082e-01,1.790713667869567871e-01 -6.784828901290893555e-01,1.721105813980102539e+00,-1.435606598854064941e+00 -1.146349906921386719e+00,1.332594156265258789e+00,5.073968768119812012e-01 -1.331044793128967285e+00,-4.262301027774810791e-01,-9.774031639099121094e-01 --1.421968817710876465e+00,-6.575894951820373535e-01,-1.590885877609252930e+00 -1.671228647232055664e+00,9.769306182861328125e-01,-1.119027018547058105e+00 --1.401940226554870605e+00,4.876428544521331787e-01,-7.455094456672668457e-01 --3.544831573963165283e-01,1.729098320007324219e+00,1.510775208473205566e+00 -1.155437827110290527e-01,-1.469745039939880371e-01,1.654737591743469238e-01 --5.693217515945434570e-01,-1.361406326293945312e+00,-1.036408662796020508e+00 --4.173772037029266357e-01,1.063200458884239197e-01,1.178637146949768066e+00 --1.658000469207763672e+00,5.522097349166870117e-01,-1.192115068435668945e+00 --1.730106472969055176e+00,-1.125618696212768555e+00,8.485790491104125977e-01 --1.511572957038879395e+00,-8.892127871513366699e-01,2.903407812118530273e-01 --3.734188079833984375e-01,-1.526829600334167480e+00,1.154910922050476074e+00 -2.836937308311462402e-01,-1.002884507179260254e+00,-3.749598562717437744e-01 -4.737910926342010498e-01,3.990519344806671143e-01,-6.095561385154724121e-01 -9.523357152938842773e-01,-4.479534924030303955e-01,2.402292639017105103e-01 -7.426134943962097168e-01,-6.984506845474243164e-01,-4.243380129337310791e-01 -4.300190806388854980e-01,-5.690132379531860352e-01,-1.561332702636718750e+00 --1.194978594779968262e+00,8.494975566864013672e-01,-3.557388782501220703e-01 --1.267515182495117188e+00,1.442744135856628418e-01,4.263795018196105957e-01 --4.024972617626190186e-01,4.655367136001586914e-01,3.265459835529327393e-01 -1.590707182884216309e+00,-5.918452143669128418e-01,-6.839557290077209473e-01 --4.187035262584686279e-01,1.435686826705932617e+00,-8.203472495079040527e-01 -1.154687881469726562e+00,1.569528222084045410e+00,1.448935985565185547e+00 -1.223772048950195312e+00,-1.168223142623901367e+00,1.793966144323348999e-01 -8.412360548973083496e-01,-2.339067459106445312e-01,1.474387884140014648e+00 -7.407916784286499023e-01,-6.402501463890075684e-01,9.299189448356628418e-01 -1.108138084411621094e+00,-3.074646592140197754e-01,1.102648258209228516e+00 -1.725050449371337891e+00,-1.639393925666809082e+00,-8.346143960952758789e-01 --1.562334537506103516e+00,-9.820811152458190918e-01,-1.053595662117004395e+00 --1.257249712944030762e+00,-1.650588989257812500e+00,-6.664491444826126099e-02 -9.729375243186950684e-01,1.569737643003463745e-01,-1.593355417251586914e+00 -1.156418174505233765e-01,-2.263201624155044556e-01,-3.566449582576751709e-01 -1.374759525060653687e-01,-1.338571190834045410e+00,-1.294296145439147949e+00 -1.351050972938537598e+00,-1.465330243110656738e+00,1.054105162620544434e+00 -2.395416647195816040e-01,-4.226429164409637451e-01,-6.694879531860351562e-01 -1.637344241142272949e+00,7.717669606208801270e-01,-5.841598510742187500e-01 -1.343773484230041504e+00,1.141148433089256287e-01,9.675863385200500488e-01 -9.992349743843078613e-01,1.553598880767822266e+00,2.790253758430480957e-01 --1.011539340019226074e+00,1.547448039054870605e+00,-2.302692383527755737e-01 -5.610517263412475586e-01,-1.476491928100585938e+00,9.703122377395629883e-01 -9.097105860710144043e-01,-1.352744579315185547e+00,3.474339097738265991e-02 -1.275273799896240234e+00,1.385213375091552734e+00,1.154116541147232056e-01 -1.009596705436706543e+00,1.440713644027709961e+00,1.367798686027526855e+00 --3.830914497375488281e-01,4.977589547634124756e-01,8.483664989471435547e-01 -2.406747639179229736e-01,-1.063674241304397583e-01,-7.971346974372863770e-01 --1.700657978653907776e-02,-1.252542972564697266e+00,-5.038419365882873535e-01 --9.559479951858520508e-01,1.364567875862121582e-01,-1.641960024833679199e+00 --1.564853340387344360e-01,-1.611304521560668945e+00,9.783501625061035156e-01 --2.337962687015533447e-01,1.714232325553894043e+00,1.241172403097152710e-01 --2.462351173162460327e-01,-1.019655108451843262e+00,6.677046418190002441e-01 -9.619181156158447266e-01,-3.654947280883789062e-01,8.458884954452514648e-01 --1.636019229888916016e+00,-7.841617465019226074e-01,1.692256569862365723e+00 --6.295625120401382446e-02,6.838907599449157715e-01,1.686358094215393066e+00 -4.543943107128143311e-01,-7.234353423118591309e-01,4.671064913272857666e-01 --1.508596301078796387e+00,8.786326646804809570e-01,-1.497551798820495605e-01 -1.286629080772399902e+00,-6.859619021415710449e-01,-1.643593072891235352e+00 --1.625630021095275879e+00,7.903338223695755005e-02,1.105633020401000977e+00 -4.520901739597320557e-01,-5.892713069915771484e-01,-2.595767080783843994e-01 --9.318076968193054199e-01,1.046430587768554688e+00,1.462721705436706543e+00 -3.403611183166503906e-01,2.058389782905578613e-01,-3.867758512496948242e-01 -2.357415407896041870e-01,1.264491319656372070e+00,-9.644240885972976685e-02 -1.015877604484558105e+00,-1.620168566703796387e+00,5.569719076156616211e-01 -1.452686667442321777e+00,-1.463480353355407715e+00,3.160575330257415771e-01 -1.469683527946472168e+00,-1.624199151992797852e+00,-1.881736218929290771e-01 --5.233856439590454102e-01,1.163276314735412598e+00,-5.168425440788269043e-01 --9.621347784996032715e-01,-7.891532182693481445e-01,-5.078197717666625977e-01 --1.458928227424621582e+00,-3.070122003555297852e-01,1.286219000816345215e+00 -9.185841679573059082e-01,1.109669655561447144e-01,5.804861187934875488e-01 --8.001780509948730469e-01,-8.141944408416748047e-01,-8.942722678184509277e-01 --1.387169241905212402e+00,-7.433231472969055176e-01,1.695564627647399902e+00 --1.692668557167053223e+00,1.568562150001525879e+00,1.517423152923583984e+00 --1.030762553215026855e+00,-5.499688386917114258e-01,1.505986452102661133e+00 -3.930482566356658936e-01,-1.091485977172851562e+00,1.181265711784362793e+00 -7.972053289413452148e-01,-3.396570384502410889e-01,-7.346351742744445801e-01 -1.273251175880432129e+00,-1.065953493118286133e+00,1.223102733492851257e-01 --1.404708981513977051e+00,-1.532531023025512695e+00,4.532870650291442871e-01 --7.505889981985092163e-02,1.179628610610961914e+00,8.617120981216430664e-01 -4.992705583572387695e-02,1.290391087532043457e+00,-1.063443899154663086e+00 --6.054545044898986816e-01,7.711939811706542969e-01,3.993228375911712646e-01 --1.621433854103088379e+00,6.848783493041992188e-01,1.171667277812957764e-01 --2.463011890649795532e-01,4.936814606189727783e-01,1.285892605781555176e+00 --2.085575312376022339e-01,1.526005983352661133e+00,-1.061008095741271973e+00 -8.340958356857299805e-01,-1.194263339042663574e+00,-1.132380008697509766e+00 --1.104061961174011230e+00,-1.500928521156311035e+00,-5.960591435432434082e-01 --8.038616180419921875e-01,-4.382753074169158936e-01,-1.288726091384887695e+00 -1.679121613502502441e+00,-1.457109332084655762e+00,1.466809034347534180e+00 --9.044589400291442871e-01,-9.512281417846679688e-01,1.095187306404113770e+00 -1.147901415824890137e+00,1.193209052085876465e+00,-1.532990336418151855e+00 -1.538746237754821777e+00,8.727878928184509277e-01,-7.263716459274291992e-01 --1.208434700965881348e+00,-5.464648604393005371e-01,1.605730772018432617e+00 --1.250990867614746094e+00,-1.261129856109619141e+00,8.869743347167968750e-01 --5.674710273742675781e-01,-9.769063442945480347e-02,-8.477615714073181152e-01 -5.265235304832458496e-01,1.705192685127258301e+00,7.371022105216979980e-01 -3.126466572284698486e-01,9.789671301841735840e-01,-1.451605439186096191e+00 -3.644998967647552490e-01,4.854935109615325928e-01,1.607988953590393066e+00 -1.212556838989257812e+00,-2.235784754157066345e-02,1.084070086479187012e+00 -1.333672553300857544e-01,7.424079179763793945e-01,1.043057084083557129e+00 -1.006230354309082031e+00,-5.744410753250122070e-01,-1.636273145675659180e+00 --4.783843085169792175e-02,-1.661962509155273438e+00,-1.170860882848501205e-02 --1.158521056175231934e+00,1.055129528045654297e+00,6.216472387313842773e-01 -1.484661579132080078e+00,1.205655455589294434e+00,1.671655178070068359e+00 --1.592940211296081543e+00,4.280804097652435303e-01,4.313383623957633972e-02 -5.307581424713134766e-01,-1.599207520484924316e+00,8.076976537704467773e-01 -4.100048542022705078e-01,-2.834893763065338135e-01,1.439810872077941895e+00 -1.585097908973693848e+00,1.019256949424743652e+00,-1.018771648406982422e+00 --2.197742611169815063e-01,-1.921330094337463379e-01,-7.478892803192138672e-01 --1.638687610626220703e+00,9.482945799827575684e-01,-1.592709898948669434e+00 --1.363130927085876465e+00,-7.276445031166076660e-01,-1.326670169830322266e+00 --1.392736554145812988e+00,9.744948744773864746e-01,-8.367810249328613281e-01 -1.015490889549255371e+00,-4.611369371414184570e-01,-1.604598164558410645e-01 -1.195131182670593262e+00,1.030266761779785156e+00,1.532257556915283203e+00 -5.356328487396240234e-01,-4.040400385856628418e-01,-3.280771523714065552e-02 --1.266089439392089844e+00,-7.113634347915649414e-01,-1.316064834594726562e+00 --7.079891860485076904e-02,1.499479115009307861e-01,-1.613857030868530273e+00 --1.062898755073547363e+00,1.369329094886779785e+00,-6.262937784194946289e-01 --7.332786321640014648e-01,-1.684317946434020996e+00,-8.776453137397766113e-01 -7.722626328468322754e-01,-1.300662398338317871e+00,4.896716773509979248e-01 --1.120201826095581055e+00,1.309434473514556885e-01,2.019049674272537231e-01 --1.158508777618408203e+00,-3.911076188087463379e-01,-8.661791682243347168e-01 -5.194532275199890137e-01,2.035743594169616699e-01,-1.978237330913543701e-01 --3.714581951498985291e-02,7.773354649543762207e-01,1.570742845535278320e+00 -1.626917958259582520e+00,1.306933403015136719e+00,1.773327402770519257e-02 --1.362599372863769531e+00,2.116996049880981445e-01,-7.239116430282592773e-01 --1.682401299476623535e-01,4.821015298366546631e-01,9.612032175064086914e-01 -1.157458901405334473e+00,1.690489411354064941e+00,-2.936153411865234375e-01 -1.035228073596954346e-01,1.536041498184204102e+00,-1.273080945014953613e+00 -2.692508101463317871e-01,-6.519758105278015137e-01,-2.153910547494888306e-01 -7.756092399358749390e-02,-1.430341839790344238e+00,-3.469774127006530762e-01 -1.752772480249404907e-01,7.559219002723693848e-01,1.508627891540527344e+00 --1.315810799598693848e+00,-1.337004005908966064e-01,-2.136743366718292236e-01 -4.924613833427429199e-01,-5.528744459152221680e-01,1.462225198745727539e+00 -1.190595984458923340e+00,-5.173831582069396973e-01,4.810200929641723633e-01 -1.058665990829467773e+00,-1.469241738319396973e+00,-6.152923703193664551e-01 --1.725298643112182617e+00,-3.726665675640106201e-01,4.981034398078918457e-01 --6.599371433258056641e-01,-7.902592420578002930e-01,1.418985605239868164e+00 -1.719169735908508301e+00,9.227351546287536621e-01,1.674353957176208496e+00 -5.201227068901062012e-01,4.559935033321380615e-01,5.701396465301513672e-01 -2.002612203359603882e-01,6.939737200736999512e-01,1.587644696235656738e+00 --1.574055314064025879e+00,-6.060011982917785645e-01,-1.274567365646362305e+00 --1.415363788604736328e+00,1.572699069976806641e+00,5.491623282432556152e-01 -1.369843006134033203e+00,2.972973287105560303e-01,-1.834368556737899780e-01 -1.391318321228027344e+00,-6.494247913360595703e-02,-1.178947448730468750e+00 --6.907417774200439453e-01,-1.438086271286010742e+00,1.131858110427856445e+00 --1.307906746864318848e+00,-3.401320427656173706e-02,-1.282951593399047852e+00 -1.389887928962707520e+00,-1.655406832695007324e+00,1.614870429039001465e-01 -4.419813156127929688e-01,1.395343780517578125e+00,-1.679605484008789062e+00 -1.011104583740234375e+00,1.494869470596313477e+00,-8.027547597885131836e-01 --9.668453931808471680e-01,-1.307392120361328125e+00,-1.051832675933837891e+00 -8.247263431549072266e-01,-1.461124300956726074e+00,-1.633439064025878906e+00 -1.642218470573425293e+00,5.686644911766052246e-01,-1.616986632347106934e+00 -9.423664212226867676e-01,1.636552333831787109e+00,-1.167872309684753418e+00 -7.468815147876739502e-02,1.428779602050781250e+00,-1.030447959899902344e+00 -8.587106466293334961e-01,2.789189480245113373e-02,-1.099764481186866760e-01 -1.279437661170959473e+00,1.196246504783630371e+00,-1.303869962692260742e+00 --4.190166667103767395e-02,-4.209931194782257080e-01,-5.163857340812683105e-01 --1.151109218597412109e+00,1.133850932121276855e+00,-2.707582712173461914e-01 --4.744533300399780273e-01,2.609876990318298340e-01,1.425568938255310059e+00 -1.299213767051696777e+00,1.004680395126342773e+00,4.489468932151794434e-01 -1.411695361137390137e+00,-1.683027029037475586e+00,-1.326123356819152832e+00 -1.117990851402282715e+00,1.439681529998779297e+00,1.539874672889709473e+00 --6.773959398269653320e-01,-7.478296756744384766e-01,4.239028990268707275e-01 --1.441887497901916504e+00,-1.229198575019836426e+00,-1.030525788664817810e-01 -2.419792860746383667e-01,2.475796826183795929e-02,-9.364880919456481934e-01 --8.371167182922363281e-01,2.751644849777221680e-01,-5.547615885734558105e-01 --4.235516190528869629e-01,-1.388041615486145020e+00,-1.127915382385253906e+00 --1.809410154819488525e-01,1.205776453018188477e+00,-8.053737282752990723e-01 -1.603727936744689941e+00,-1.024318099021911621e+00,7.752674818038940430e-01 --4.731033146381378174e-01,8.670082092285156250e-01,-7.929201722145080566e-01 --4.128805398941040039e-01,9.165164828300476074e-01,-4.423253834247589111e-01 --1.618293166160583496e+00,-3.759508132934570312e-01,1.368115425109863281e+00 -1.457387804985046387e+00,-6.386153101921081543e-01,-2.116549164056777954e-01 -6.106375455856323242e-01,1.330284833908081055e+00,1.161710023880004883e+00 -5.583799481391906738e-01,-8.006306290626525879e-01,6.011704802513122559e-01 --5.284256935119628906e-01,-3.439596593379974365e-01,-1.486195087432861328e+00 --1.558233022689819336e+00,-4.281072020530700684e-01,8.584861755371093750e-01 -1.047630190849304199e+00,1.693976521492004395e+00,-9.585377573966979980e-01 -1.296458840370178223e+00,1.348616600036621094e+00,-7.939490675926208496e-01 -6.999211311340332031e-01,9.612479209899902344e-01,3.542672395706176758e-01 -6.394602656364440918e-01,-7.911202907562255859e-01,5.691491365432739258e-01 -8.104586005210876465e-01,1.068996191024780273e+00,-5.847206115722656250e-01 -3.982273042201995850e-01,1.477853178977966309e+00,-1.007128000259399414e+00 -1.279225111007690430e+00,-1.632351994514465332e+00,-8.062263727188110352e-01 -1.406891703605651855e+00,-1.685973882675170898e+00,2.981104552745819092e-01 --1.712739944458007812e+00,1.204335689544677734e+00,2.025351971387863159e-01 -1.604231953620910645e+00,-1.025973558425903320e-01,1.041264295578002930e+00 --1.328730225563049316e+00,-1.646781802177429199e+00,-3.316685855388641357e-01 --1.572182774543762207e+00,1.161313533782958984e+00,1.575559079647064209e-01 --1.579415678977966309e+00,-1.212453961372375488e+00,1.670720219612121582e+00 --2.403566688299179077e-01,-6.879293173551559448e-02,1.607876896858215332e+00 -8.998816013336181641e-01,1.440393328666687012e+00,1.232564687728881836e+00 --4.501694738864898682e-01,1.731526732444763184e+00,1.321835756301879883e+00 -1.195507407188415527e+00,-7.233362197875976562e-01,-1.309234023094177246e+00 --7.909163832664489746e-01,-1.634220927953720093e-01,-1.115608572959899902e+00 -9.067539572715759277e-01,3.577779829502105713e-01,-2.107155919075012207e-01 -1.102616906166076660e+00,2.893673181533813477e-01,-1.440976560115814209e-01 -4.934937953948974609e-01,1.764559745788574219e+00,-1.254225015640258789e+00 -7.306652069091796875e-01,-1.305178284645080566e+00,4.292807877063751221e-01 -1.338641762733459473e+00,9.878968000411987305e-01,1.053867459297180176e+00 --1.289522647857666016e+00,-1.643797397613525391e+00,-7.612391114234924316e-01 --6.873897910118103027e-01,1.815996468067169189e-01,2.086323946714401245e-01 -1.628808498382568359e+00,1.398173689842224121e+00,-1.297731161117553711e+00 --1.401693820953369141e+00,-1.662882804870605469e+00,-1.474397778511047363e+00 --1.114054918289184570e-01,1.712802052497863770e+00,-2.437678128480911255e-01 -1.499073743820190430e+00,1.373494029045104980e+00,4.780169725418090820e-01 -8.720480799674987793e-01,5.753751099109649658e-02,-3.749760985374450684e-01 --1.541783332824707031e+00,1.865359097719192505e-01,1.463717222213745117e+00 --1.820379644632339478e-01,4.248327314853668213e-01,3.321311771869659424e-01 --6.712860465049743652e-01,8.083791732788085938e-01,4.287809729576110840e-01 --7.402706146240234375e-01,-5.071777701377868652e-01,-1.214846730232238770e+00 -1.640407562255859375e+00,6.410462260246276855e-01,-1.081652402877807617e+00 --1.380676388740539551e+00,8.152269721031188965e-01,-1.293196678161621094e+00 -7.288538813591003418e-01,1.273472458124160767e-01,-9.381514787673950195e-01 --1.706228852272033691e+00,-5.394472479820251465e-01,-1.490501403808593750e+00 -3.144182562828063965e-01,-1.601501822471618652e+00,-8.467823266983032227e-01 --1.180205583572387695e+00,1.204571127891540527e+00,5.139831900596618652e-01 --1.069963052868843079e-01,1.150851920247077942e-01,9.130687266588211060e-02 -1.228919997811317444e-01,1.248748660087585449e+00,8.285411596298217773e-01 -1.380571246147155762e+00,-4.493983685970306396e-01,-9.753515720367431641e-01 --8.790727257728576660e-01,-1.222499132156372070e+00,7.614537477493286133e-01 -2.429868578910827637e-01,1.772383898496627808e-01,2.982478141784667969e-01 -6.194545626640319824e-01,-1.153131365776062012e+00,-1.297683835029602051e+00 --1.233764767646789551e+00,-1.403482675552368164e+00,-1.680352687835693359e+00 --3.462274670600891113e-01,-4.427865445613861084e-01,7.674297690391540527e-01 --1.199886322021484375e+00,1.067614674568176270e+00,-1.560913801193237305e+00 --3.764184415340423584e-01,1.052686214447021484e+00,-1.329345226287841797e+00 --1.125420331954956055e-01,-1.265568375587463379e+00,1.182623431086540222e-01 -5.962259769439697266e-01,-1.354001879692077637e+00,1.580221891403198242e+00 -1.449626803398132324e+00,-1.166607141494750977e+00,4.994459152221679688e-01 -8.918585777282714844e-01,-1.435835599899291992e+00,-8.589251637458801270e-01 -7.361010909080505371e-01,1.602400898933410645e+00,-9.443961381912231445e-01 --8.749062418937683105e-01,-1.657882183790206909e-01,-1.535621285438537598e+00 -1.295104384422302246e+00,4.741273522377014160e-01,1.520004749298095703e+00 --1.565420269966125488e+00,-8.355639576911926270e-01,1.970196664333343506e-01 --1.049993395805358887e+00,1.301474332809448242e+00,-1.157559037208557129e+00 -1.010894924402236938e-01,1.258373409509658813e-01,1.326534152030944824e+00 --1.004634141921997070e+00,-8.514390587806701660e-01,4.007184207439422607e-01 --1.611730575561523438e+00,-1.230227589607238770e+00,-4.647714197635650635e-01 --1.439343571662902832e+00,2.523618042469024658e-01,5.303469300270080566e-01 -3.095562160015106201e-01,-9.097781032323837280e-02,-1.419801712036132812e+00 --1.515506625175476074e+00,-4.633324220776557922e-02,9.352787733078002930e-01 --1.092480897903442383e+00,-1.550647020339965820e+00,2.018719464540481567e-01 -9.039365649223327637e-01,-3.749354183673858643e-01,2.875142544507980347e-02 --1.307010173797607422e+00,-3.311911821365356445e-01,1.391478538513183594e+00 --1.666910648345947266e+00,-2.441819161176681519e-01,2.779591381549835205e-01 -1.317665338516235352e+00,-5.854760408401489258e-01,-7.987560629844665527e-01 -2.500117123126983643e-01,-1.468427777290344238e+00,1.570835709571838379e+00 --4.856925923377275467e-03,5.242606401443481445e-01,1.334149956703186035e+00 -1.714665651321411133e+00,1.154400110244750977e+00,1.338649749755859375e+00 -1.696755528450012207e+00,1.661813497543334961e+00,1.320909142494201660e+00 -4.591378867626190186e-01,1.560474872589111328e+00,1.678241014480590820e+00 -9.156128168106079102e-01,-4.469985663890838623e-01,-1.500277876853942871e+00 -8.494063615798950195e-01,7.030094414949417114e-02,4.523407816886901855e-01 -1.025477647781372070e+00,-4.080325737595558167e-02,1.347066640853881836e+00 --8.425690531730651855e-01,1.254633426666259766e+00,1.247255206108093262e+00 --1.093109324574470520e-01,1.692926168441772461e+00,-4.037010967731475830e-01 -7.697997689247131348e-01,9.480447173118591309e-01,-1.684911102056503296e-01 -7.918575406074523926e-01,1.396640062332153320e+00,-4.045861661434173584e-01 --1.389671087265014648e+00,1.334858536720275879e+00,-2.914091348648071289e-01 -1.610326766967773438e+00,-1.684365272521972656e+00,8.349158763885498047e-01 --2.791715562343597412e-01,4.352847039699554443e-01,-1.577907562255859375e+00 -5.919705033302307129e-01,-1.018073916435241699e+00,5.921175479888916016e-01 -2.393760830163955688e-01,6.827964186668395996e-01,1.883012056350708008e-01 --1.590574979782104492e+00,-7.699888348579406738e-01,1.381145358085632324e+00 --5.345517992973327637e-01,-1.317599788308143616e-02,1.604085326194763184e+00 --8.600613474845886230e-01,-6.228550076484680176e-01,7.440263032913208008e-01 --8.490874171257019043e-01,7.106120586395263672e-01,1.301495432853698730e+00 -1.284517168998718262e+00,2.046807706356048584e-01,-6.601462960243225098e-01 -1.229131698608398438e+00,4.739759862422943115e-01,2.888770103454589844e-01 -4.904590845108032227e-01,-9.242804646492004395e-01,-3.871016204357147217e-01 -5.776166319847106934e-01,6.793033480644226074e-01,-1.256152033805847168e+00 --5.754766464233398438e-01,1.116702079772949219e+00,1.139347314834594727e+00 -1.002177357673645020e+00,-1.095946431159973145e+00,-8.408060073852539062e-01 -1.222818017005920410e+00,-2.089417427778244019e-01,-1.555565357208251953e+00 --2.862330675125122070e-01,6.659068912267684937e-02,-1.637477993965148926e+00 --3.806855380535125732e-01,-8.096134662628173828e-01,-6.383240222930908203e-01 -2.129940837621688843e-01,-5.592267513275146484e-01,-1.530616283416748047e+00 -5.984390377998352051e-01,-1.147703528404235840e+00,-1.828748732805252075e-01 --1.296652793884277344e+00,-9.659676551818847656e-01,8.255784511566162109e-01 --1.367170333862304688e+00,-1.282930254936218262e+00,1.648827433586120605e+00 -5.549641251564025879e-01,1.305459141731262207e+00,8.535921573638916016e-01 --7.933335304260253906e-01,-9.704232215881347656e-01,-6.134347319602966309e-01 --1.642080396413803101e-01,-1.127936244010925293e+00,-9.646941423416137695e-01 --1.273269802331924438e-01,1.252770781517028809e+00,8.322077393531799316e-01 -3.725936114788055420e-01,-5.247744321823120117e-01,1.547261595726013184e+00 -3.625103533267974854e-01,1.745434165000915527e+00,-9.077100753784179688e-01 -1.708828449249267578e+00,-6.268643587827682495e-02,-1.460282802581787109e+00 -8.282509446144104004e-01,1.965973526239395142e-01,-1.139435291290283203e+00 -1.091810703277587891e+00,-7.637758255004882812e-01,3.050155043601989746e-01 -1.122773408889770508e+00,5.723074078559875488e-01,8.458881378173828125e-01 -1.382077693939208984e+00,-6.779263019561767578e-01,-1.362560033798217773e+00 -1.362084388732910156e+00,7.366337180137634277e-01,5.328550934791564941e-01 -9.820779561996459961e-01,-5.766873359680175781e-01,-7.708071172237396240e-02 --1.627027392387390137e+00,-2.303161770105361938e-01,-2.553717792034149170e-01 --3.604931235313415527e-01,-1.562289595603942871e+00,-1.306567311286926270e+00 -7.718266546726226807e-02,7.002635002136230469e-01,1.218709349632263184e+00 --1.586548805236816406e+00,1.741904854774475098e+00,-1.208987474441528320e+00 -1.697703599929809570e+00,-1.087838888168334961e+00,1.679455637931823730e+00 --9.504119157791137695e-01,-1.556824564933776855e+00,-1.338739871978759766e+00 -1.342686414718627930e+00,-1.052346944808959961e+00,1.162630796432495117e+00 -1.393556237220764160e+00,-3.759817779064178467e-01,1.348325848579406738e+00 --5.284935235977172852e-01,-4.118223786354064941e-01,-7.586472034454345703e-01 --1.692036509513854980e+00,-3.945842981338500977e-01,7.685027718544006348e-01 -1.138780117034912109e+00,3.118743896484375000e-01,-7.603996992111206055e-01 -5.717340111732482910e-01,-7.435186505317687988e-01,6.861750483512878418e-01 -7.289977669715881348e-01,5.608643293380737305e-01,-1.559929102659225464e-01 --1.659386157989501953e+00,3.042158782482147217e-01,-9.168519377708435059e-01 --5.622330904006958008e-01,5.969724655151367188e-01,2.032312750816345215e-01 -1.591433048248291016e+00,1.352076828479766846e-01,5.291352272033691406e-01 --1.572493672370910645e+00,1.562275171279907227e+00,-1.716538332402706146e-02 --1.369862079620361328e+00,-4.238922297954559326e-01,2.646377980709075928e-01 -4.705152213573455811e-01,-1.648759722709655762e+00,-1.340272068977355957e+00 -1.058369040489196777e+00,8.855211734771728516e-01,1.348422527313232422e+00 -1.448285672813653946e-02,-1.493384957313537598e+00,-8.528470993041992188e-01 -5.253990888595581055e-01,3.498598933219909668e-01,7.760269045829772949e-01 -4.736515879631042480e-01,4.995431751012802124e-02,1.177203893661499023e+00 -1.499899506568908691e+00,-5.435867309570312500e-01,-1.520962357521057129e+00 --1.551278114318847656e+00,-1.315722465515136719e+00,1.477610349655151367e+00 -6.854315400123596191e-01,4.327490031719207764e-01,1.085745573043823242e+00 --1.830435246229171753e-01,-4.660312458872795105e-02,1.111135005950927734e+00 -1.072121143341064453e+00,-1.308663249015808105e+00,4.878371357917785645e-01 -1.623181581497192383e+00,3.626068830490112305e-01,4.934581816196441650e-01 --1.321252465248107910e+00,1.414986968040466309e+00,-1.676808238029479980e+00 -5.828240513801574707e-01,1.012870073318481445e+00,1.336839199066162109e+00 -1.385657191276550293e+00,4.498451203107833862e-02,1.252152442932128906e+00 --1.601341962814331055e+00,-3.385644257068634033e-01,-1.067297816276550293e+00 --5.024979114532470703e-01,-4.276125431060791016e-01,-1.566336274147033691e+00 -6.984632015228271484e-01,1.291035652160644531e+00,7.713667750358581543e-01 --5.727574229240417480e-01,-3.902494907379150391e-01,-2.704069204628467560e-02 --8.012172579765319824e-01,1.019475579261779785e+00,1.668791890144348145e+00 -3.970840871334075928e-01,1.248826980590820312e+00,1.234410166740417480e+00 --1.425328850746154785e+00,1.301792144775390625e+00,9.849875569343566895e-01 --1.604057431221008301e+00,3.797709345817565918e-01,-1.576085329055786133e+00 -4.508711397647857666e-02,5.772535800933837891e-01,-6.209534406661987305e-01 -4.323064908385276794e-02,-4.041852951049804688e-01,1.348597526550292969e+00 -1.368907570838928223e+00,-4.237496256828308105e-01,1.690488100051879883e+00 -3.808919340372085571e-02,1.053407907485961914e+00,8.778567314147949219e-01 --1.339169263839721680e+00,-4.824990332126617432e-01,-2.297873049974441528e-01 -1.308384418487548828e+00,-7.330583035945892334e-02,-6.516140103340148926e-01 --6.335411667823791504e-01,-1.676718831062316895e+00,-1.646610856056213379e+00 --1.280928373336791992e+00,-3.151849508285522461e-01,1.230180025100708008e+00 -1.212370753288269043e+00,-1.067529678344726562e+00,-1.058612823486328125e+00 --7.710710763931274414e-01,8.035762310028076172e-01,1.371251463890075684e+00 -4.934932589530944824e-01,-2.424752414226531982e-01,-1.686574816703796387e+00 --3.379838764667510986e-01,1.338050246238708496e+00,1.408926248550415039e+00 -2.248498201370239258e-01,5.539092421531677246e-01,1.508198261260986328e+00 --5.508134961128234863e-01,-3.627389669418334961e-01,-1.011690974235534668e+00 --9.068952873349189758e-03,1.005167841911315918e+00,1.521137475967407227e+00 -8.187453746795654297e-01,-2.541030116844922304e-04,1.007565259933471680e+00 -1.420198559761047363e+00,7.197558283805847168e-01,-1.689545989036560059e+00 --1.534957766532897949e+00,1.619692683219909668e+00,-6.361500024795532227e-01 --4.122139513492584229e-01,1.670728921890258789e-01,-9.968010187149047852e-01 --1.458902478218078613e+00,-6.303307414054870605e-01,5.410049557685852051e-01 --1.416145682334899902e+00,-3.513388931751251221e-01,4.057009220123291016e-01 -1.155262112617492676e+00,-1.020690798759460449e+00,-1.109070897102355957e+00 --4.832458496093750000e-01,4.204898476600646973e-01,-1.644372463226318359e+00 --2.469190359115600586e-01,2.496535181999206543e-01,4.955240190029144287e-01 --9.150599837303161621e-01,-1.079313278198242188e+00,-1.660744071006774902e+00 -9.796594977378845215e-01,1.689058661460876465e+00,1.002979636192321777e+00 -1.240714907646179199e+00,1.360568702220916748e-01,-1.412541031837463379e+00 -2.577269375324249268e-01,-5.933787673711776733e-02,-1.396270375698804855e-02 --1.700726270675659180e+00,-1.178638100624084473e+00,1.434280753135681152e+00 --3.420330584049224854e-02,6.524302363395690918e-01,1.676280736923217773e+00 -1.001484751701354980e+00,-1.552246570587158203e+00,1.639902472496032715e+00 -8.068764805793762207e-01,1.162834405899047852e+00,-1.573948979377746582e+00 --4.200247824192047119e-01,-6.597980260848999023e-01,8.233942985534667969e-01 --1.273315697908401489e-01,-1.678636074066162109e+00,5.283017754554748535e-01 --1.177543640136718750e+00,1.131858706474304199e+00,1.063503742218017578e+00 -1.092809438705444336e+00,9.877446889877319336e-01,-9.430422186851501465e-01 -1.086038470268249512e+00,1.684313178062438965e+00,1.469805121421813965e+00 --1.469787120819091797e+00,2.008745670318603516e-01,1.550365328788757324e+00 -2.118249982595443726e-01,7.210393548011779785e-01,-1.272597908973693848e+00 -5.334486961364746094e-01,-4.178259968757629395e-01,-9.337979555130004883e-01 -6.550083756446838379e-01,3.009423613548278809e-01,4.967715144157409668e-01 -1.712218523025512695e+00,1.625754684209823608e-01,4.994134306907653809e-01 --3.151600360870361328e-01,-8.444707393646240234e-01,8.026370406150817871e-01 -8.543083071708679199e-01,5.699498057365417480e-01,3.316212296485900879e-01 --1.673269629478454590e+00,1.517969131469726562e+00,-8.639833331108093262e-01 --2.350905239582061768e-01,5.552302002906799316e-01,-1.253099918365478516e+00 --1.636333107948303223e+00,9.849488139152526855e-01,1.229330778121948242e+00 -1.704788208007812500e-02,8.755431175231933594e-01,2.010016590356826782e-01 -6.734446287155151367e-01,1.435409486293792725e-01,-1.324966192245483398e+00 --4.431637227535247803e-01,-8.862463235855102539e-01,-1.095125675201416016e+00 --5.528949499130249023e-01,-1.142938375473022461e+00,1.687366008758544922e+00 --7.730027437210083008e-01,-1.569526791572570801e+00,1.189149737358093262e+00 -2.165458798408508301e-01,9.878401160240173340e-01,-2.166784703731536865e-01 --1.698393225669860840e+00,6.582749485969543457e-01,-6.174994111061096191e-01 --7.126860022544860840e-01,-1.499138355255126953e+00,-3.878471851348876953e-01 -1.674177765846252441e+00,1.283849682658910751e-02,6.186934113502502441e-01 --1.441516876220703125e+00,-1.096446871757507324e+00,-1.610930562019348145e+00 --1.108683228492736816e+00,1.231304183602333069e-01,1.317604333162307739e-01 --5.340322107076644897e-02,-2.022006213665008545e-01,-1.088596105575561523e+00 -1.605781912803649902e-01,4.400697946548461914e-01,5.337830781936645508e-01 -1.222089052200317383e+00,1.683611392974853516e+00,1.677957415580749512e+00 --8.743879199028015137e-01,-6.704827547073364258e-01,-4.918208345770835876e-03 -1.057387590408325195e+00,-2.461553066968917847e-01,-9.864717721939086914e-01 -2.771925926208496094e-02,1.356746852397918701e-01,-1.687388062477111816e+00 --6.488409042358398438e-01,-2.778180837631225586e-01,-9.324412941932678223e-01 --1.011222600936889648e+00,3.097146376967430115e-02,-6.704971790313720703e-01 --3.350367844104766846e-01,-6.781613826751708984e-01,-9.485502839088439941e-01 -7.007544040679931641e-01,6.427504420280456543e-01,-1.461027026176452637e+00 --1.623810887336730957e+00,1.649365186691284180e+00,-1.414208769798278809e+00 -1.641802668571472168e+00,1.174286842346191406e+00,-1.374609470367431641e+00 -6.909850239753723145e-01,1.191449880599975586e+00,-5.473764538764953613e-01 --2.003970444202423096e-01,-1.507309913635253906e+00,6.565554141998291016e-01 --1.071076035499572754e+00,-7.874597311019897461e-01,9.501246213912963867e-01 -1.777455806732177734e-01,-1.416599869728088379e+00,-1.689053535461425781e+00 -2.794763743877410889e-01,-5.091370344161987305e-01,3.838602602481842041e-01 -1.228678464889526367e+00,1.571160435676574707e+00,-9.607644081115722656e-01 --5.884342789649963379e-01,5.658302307128906250e-01,7.257950305938720703e-01 --3.503850996494293213e-01,-1.605329871177673340e+00,-8.275560140609741211e-01 --8.613397479057312012e-01,-3.190294504165649414e-01,-8.707283735275268555e-01 --5.412020683288574219e-01,-8.510121107101440430e-01,-1.316846966743469238e+00 --1.493547409772872925e-01,1.522127747535705566e+00,1.252420306205749512e+00 --1.056933403015136719e-01,1.385491013526916504e+00,1.246058568358421326e-01 -7.852299213409423828e-01,9.388041496276855469e-02,-8.226005434989929199e-01 -1.159839272499084473e+00,5.975485444068908691e-01,6.552627682685852051e-01 --8.463478684425354004e-01,-1.430007815361022949e+00,1.485699713230133057e-01 --5.150535106658935547e-01,-1.356687307357788086e+00,-5.564922690391540527e-01 -3.104039430618286133e-01,1.569839715957641602e+00,1.579631328582763672e+00 --5.010951161384582520e-01,1.052162647247314453e+00,1.410751342773437500e+00 --5.863404870033264160e-01,-7.332082390785217285e-01,2.295219302177429199e-01 --5.711864233016967773e-01,1.044601321220397949e+00,-5.707094669342041016e-01 -4.193810746073722839e-02,-6.038169860839843750e-01,4.840224087238311768e-01 -1.742256879806518555e-01,-5.543518066406250000e-01,-1.546948552131652832e+00 --1.682255029678344727e+00,1.644238948822021484e+00,8.573107123374938965e-01 -6.869314908981323242e-01,1.400162577629089355e+00,-1.418879866600036621e+00 -8.076821565628051758e-01,-7.604188919067382812e-01,-1.367464512586593628e-01 --8.167161345481872559e-01,-9.421059489250183105e-01,-9.316321611404418945e-01 -2.250812798738479614e-01,-2.693048492074012756e-02,3.823168948292732239e-02 -9.274774789810180664e-01,1.623462915420532227e+00,1.260665297508239746e+00 -7.370984554290771484e-01,-1.300297379493713379e+00,-1.332633376121520996e+00 --1.134209275245666504e+00,-1.522033452987670898e+00,1.176684975624084473e+00 --1.371116638183593750e+00,9.204157590866088867e-01,-1.006318807601928711e+00 -1.509576439857482910e-01,6.433134675025939941e-01,-1.418770790100097656e+00 -1.467859148979187012e+00,-5.484285950660705566e-01,1.402068257331848145e+00 --1.316096067428588867e+00,-7.158515453338623047e-01,1.659204721450805664e+00 -2.445419430732727051e-01,1.305487751960754395e+00,-4.409281611442565918e-01 --4.202327132225036621e-01,1.224563717842102051e+00,-8.749849796295166016e-01 -1.891423314809799194e-01,1.438888192176818848e+00,-9.303421974182128906e-01 -1.302411317825317383e+00,-9.866362810134887695e-01,9.437440633773803711e-01 -6.714526414871215820e-01,1.505778908729553223e+00,1.712142974138259888e-01 --7.224547863006591797e-01,1.657447338104248047e+00,1.508089542388916016e+00 -1.067328214645385742e+00,1.159577965736389160e+00,1.372871279716491699e+00 -1.304420351982116699e+00,2.560691535472869873e-01,-1.496518135070800781e+00 -3.880485594272613525e-01,-4.172408580780029297e-01,1.587436795234680176e+00 --5.466549396514892578e-01,7.181912660598754883e-01,-1.587743639945983887e+00 -7.594829201698303223e-01,-3.272868394851684570e-01,-9.815718233585357666e-02 -3.732941150665283203e-01,6.291967034339904785e-01,-7.308650016784667969e-01 --6.597878932952880859e-01,1.056097269058227539e+00,5.320280194282531738e-01 --1.225506663322448730e+00,-1.123770833015441895e+00,1.529255509376525879e+00 -8.812726140022277832e-01,9.872891306877136230e-01,-9.975421428680419922e-01 -2.917774915695190430e-01,9.664387106895446777e-01,-1.480595588684082031e+00 -4.238676726818084717e-01,-1.061281085014343262e+00,-2.720014750957489014e-01 -6.329036951065063477e-01,-1.451245903968811035e+00,-4.601624608039855957e-01 --2.015391588211059570e-01,1.066645145416259766e+00,-9.912430047988891602e-01 --9.397158622741699219e-01,-8.433795720338821411e-02,-4.657365083694458008e-01 -1.325349926948547363e+00,-1.589839100837707520e+00,-6.169924139976501465e-01 --9.893344044685363770e-01,-3.734545409679412842e-01,-5.047059059143066406e-01 --9.101517498493194580e-02,-1.173648238182067871e-01,1.066831111907958984e+00 --1.437483787536621094e+00,-5.364087224006652832e-01,-1.523803353309631348e+00 --1.148636102676391602e+00,-9.829013347625732422e-01,1.087029933929443359e+00 -1.370849370956420898e+00,1.145697951316833496e+00,-8.007159233093261719e-01 --8.455482125282287598e-01,-1.310389757156372070e+00,-9.021165370941162109e-01 -6.505975127220153809e-01,-1.144029259681701660e+00,-1.269894480705261230e+00 -8.462821245193481445e-01,-2.201848030090332031e-01,-8.579254150390625000e-01 --6.746889352798461914e-01,-1.395025610923767090e+00,1.731837838888168335e-01 --2.209494709968566895e-01,4.848415255546569824e-01,1.221633791923522949e+00 --1.009091615676879883e+00,-4.453727602958679199e-01,1.500698566436767578e+00 -6.944505572319030762e-01,-6.927862763404846191e-01,-1.599773168563842773e+00 -7.361834645271301270e-01,-1.101354360580444336e+00,-1.123152732849121094e+00 --1.284810543060302734e+00,-3.172718584537506104e-01,-9.821348190307617188e-01 -5.273826718330383301e-01,-1.026872873306274414e+00,-1.301687836647033691e+00 -5.775702595710754395e-01,3.184807300567626953e-02,-3.317531943321228027e-02 -8.563699722290039062e-01,2.673523426055908203e-01,-6.516607850790023804e-02 -1.164077967405319214e-01,1.319865584373474121e+00,8.038748502731323242e-01 --1.050193309783935547e+00,-7.121298313140869141e-01,-1.021638870239257812e+00 --1.893876940011978149e-01,-8.689508438110351562e-01,6.327027678489685059e-01 -1.740638464689254761e-01,1.077278494834899902e+00,1.557827234268188477e+00 -1.314731359481811523e+00,1.151836276054382324e+00,1.428439617156982422e+00 -8.695511817932128906e-01,1.462284773588180542e-01,6.459670662879943848e-01 --5.479339361190795898e-01,-3.306236863136291504e-01,-6.339293718338012695e-02 --1.183111429214477539e+00,-8.531228899955749512e-01,8.675204515457153320e-01 --6.044857501983642578e-01,7.948044538497924805e-01,1.930588036775588989e-01 --1.605380177497863770e+00,1.842198818922042847e-01,1.342039704322814941e+00 -1.827202364802360535e-02,1.267431139945983887e+00,1.390370845794677734e+00 --1.234390258789062500e+00,1.735862970352172852e+00,5.647633671760559082e-01 -1.134735107421875000e+00,1.424320459365844727e+00,8.561663031578063965e-01 -1.363925457000732422e+00,-1.322054117918014526e-01,1.064170837402343750e+00 --9.810702800750732422e-01,1.116301655769348145e+00,-1.232993006706237793e+00 -2.209652662277221680e-01,-6.966252326965332031e-01,-9.021648168563842773e-01 --4.184246063232421875e-01,-7.592483162879943848e-01,3.955599069595336914e-01 -1.217154979705810547e+00,8.261553049087524414e-01,-7.920662760734558105e-01 -1.413879513740539551e+00,-1.587972760200500488e+00,-4.397776350378990173e-02 -1.534685611724853516e+00,-5.932217836380004883e-01,1.068082928657531738e+00 -1.008770763874053955e-01,1.469426751136779785e+00,7.470631971955299377e-04 -1.423867583274841309e+00,-1.649569988250732422e+00,7.112222164869308472e-02 -5.254808664321899414e-01,1.706244230270385742e+00,2.633081078529357910e-01 -5.197457671165466309e-01,2.455602213740348816e-02,-1.059203386306762695e+00 -1.514358758926391602e+00,8.066941052675247192e-02,8.718718290328979492e-01 --9.655445814132690430e-01,3.513858020305633545e-01,4.156837761402130127e-01 --9.400913119316101074e-01,3.366114199161529541e-01,-1.277235746383666992e+00 --2.840112447738647461e-01,-1.011415839195251465e+00,3.674771189689636230e-01 --1.309114933013916016e+00,-1.259867660701274872e-02,6.235748529434204102e-01 --1.491878032684326172e+00,-2.698244750499725342e-01,-8.897421509027481079e-02 diff --git a/examples/synthetic/outputs/data1/loss.pkl b/examples/synthetic/outputs/data1/loss.pkl deleted file mode 100644 index a7d48d3..0000000 Binary files a/examples/synthetic/outputs/data1/loss.pkl and /dev/null differ diff --git a/examples/synthetic/outputs/data1/loss_vs_epoch/train.png.json b/examples/synthetic/outputs/data1/loss_vs_epoch/train.png.json deleted file mode 100644 index cc45f68..0000000 --- a/examples/synthetic/outputs/data1/loss_vs_epoch/train.png.json +++ /dev/null @@ -1 +0,0 @@ -{"mae": [2.3543155193328857, 1.1911498308181763, 0.6719621419906616, 0.5979810357093811, 0.5641152858734131, 0.4785533547401428, 0.39768022298812866, 0.2877453863620758, 0.16550293564796448, 0.13997036218643188, 0.14651566743850708, 0.1374579817056656, 0.11660735309123993, 0.12429799139499664, 0.10677540302276611, 0.10116290301084518, 0.09009077399969101, 0.09907478839159012, 0.090846486389637, 0.09747456014156342, 0.09865165501832962, 0.09004171937704086, 0.08323191106319427, 0.07530289888381958, 0.07658662647008896, 0.09819644689559937, 0.09559019654989243, 0.07051756978034973, 0.06960400938987732, 0.06991457939147949, 0.07289828360080719, 0.08481864631175995, 0.06429796665906906, 0.07745480537414551, 0.0645480826497078, 0.07139191776514053, 0.07085947692394257, 0.10313155502080917, 0.06115634739398956, 0.058517780154943466, 0.06920197606086731, 0.05935169383883476, 0.065297931432724, 0.061547085642814636, 0.05767961964011192, 0.05551179125905037, 0.058372851461172104, 0.0677095502614975, 0.060681503266096115, 0.057957686483860016, 0.0570814274251461, 0.06904591619968414, 0.0590784065425396, 0.06144828721880913, 0.05583110451698303, 0.055194199085235596, 0.0897907093167305, 0.05812555178999901, 0.051844727247953415, 0.051362793892621994, 0.07260966300964355, 0.0657615140080452, 0.051694355905056, 0.06556954979896545, 0.05139390379190445, 0.05243545398116112, 0.05189114436507225, 0.05268547683954239, 0.08136448264122009, 0.056460652500391006, 0.04839704930782318, 0.06047285720705986, 0.05153610184788704, 0.05214531347155571, 0.05080951005220413, 0.05654564127326012, 0.04707612469792366, 0.054385870695114136, 0.07142619043588638, 0.04950511083006859, 0.051623016595840454, 0.04677272215485573, 0.05289379134774208, 0.054607801139354706, 0.05284024029970169, 0.05573276802897453, 0.05439743772149086, 0.054502829909324646, 0.07636354863643646, 0.07789620012044907, 0.05159119889140129, 0.07211990654468536, 0.057833895087242126, 0.04707418009638786, 0.06442063301801682, 0.04852130264043808, 0.06227410212159157, 0.06626210361719131, 0.04911976680159569, 0.04932926967740059], "epoch": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]} \ No newline at end of file diff --git a/examples/synthetic/outputs/data1/loss_vs_epoch/train.png.png b/examples/synthetic/outputs/data1/loss_vs_epoch/train.png.png deleted file mode 100644 index 44598e1..0000000 Binary files a/examples/synthetic/outputs/data1/loss_vs_epoch/train.png.png and /dev/null differ diff --git a/examples/synthetic/outputs/data1/parity/train.png.json b/examples/synthetic/outputs/data1/parity/train.png.json deleted file mode 100644 index 13c078c..0000000 --- a/examples/synthetic/outputs/data1/parity/train.png.json +++ /dev/null @@ -1 +0,0 @@ -{"$RMSE$": 0.2187558752360858, "$RMSE/\\sigma_{y}$": 0.19258083053084651, "$MAE$": 0.04932926967740059, "$R^{2}$": 0.9628754962457583, "y": [3.8173067569732666, 0.8843035101890564, 2.9303033351898193, 2.8573966026306152, 1.9921082258224487, -0.09725871682167053, 3.096592664718628, 3.2275543212890625, 3.6342649459838867, 1.1336687803268433, 2.0778491497039795, 3.572066068649292, 4.202705383300781, 3.3230764865875244, 3.576486825942993, 2.8576691150665283, 3.005552291870117, 3.816297769546509, 3.18705415725708, 2.575277805328369, 3.2745673656463623, 2.3342888355255127, 2.756197690963745, 4.3279266357421875, 3.8776345252990723, 2.5963220596313477, 3.4169504642486572, 3.1941096782684326, 1.996480107307434, 4.126666069030762, 3.7496447563171387, 3.7537734508514404, 2.6992347240448, 3.2207276821136475, 3.8356757164001465, 2.683906316757202, 3.8464784622192383, 2.65728497505188, 2.1763012409210205, 3.4496378898620605, 1.6911286115646362, 2.976994037628174, 3.2697339057922363, 2.208698034286499, 2.0099780559539795, 3.2194414138793945, 2.291637659072876, 3.3355836868286133, 0.18292364478111267, 2.4437379837036133, 0.7046604156494141, 3.0404818058013916, 2.248866319656372, 3.5436668395996094, 3.4404296875, 1.296237826347351, 3.81422758102417, 3.0502769947052, 3.1443910598754883, 2.579711437225342, 2.7414493560791016, 3.5359606742858887, 1.6545621156692505, 3.1929519176483154, 3.2751429080963135, 3.203087329864502, 2.6178689002990723, 2.4525957107543945, 3.1551830768585205, 3.8590803146362305, 2.9028072357177734, 2.1511523723602295, 3.4781506061553955, 2.802374839782715, 1.2416760921478271, 2.8775582313537598, 3.0400445461273193, 3.880321741104126, -1.5232244729995728, 4.286721229553223, 2.0091984272003174, 2.439546823501587, 2.993067502975464, 1.1782079935073853, 1.880139946937561, 4.049951553344727, 1.3792496919631958, 3.446976900100708, 3.2072598934173584, 3.44650936126709, 1.5802887678146362, 1.4330236911773682, 3.1252050399780273, 3.451535940170288, 3.2047524452209473, 3.5462682247161865, 3.6318440437316895, 3.1332900524139404, 2.8752548694610596, 2.6208927631378174, 2.9222209453582764, 3.1773629188537598, 3.161367893218994, 3.929827928543091, 3.0929982662200928, 2.6960771083831787, 3.554661750793457, 3.9494829177856445, 3.200169086456299, 3.614243507385254, 3.815959930419922, 2.5933258533477783, -0.035436127334833145, 2.5200681686401367, 3.1815013885498047, 3.5243053436279297, 3.5670502185821533, 4.0708394050598145, 2.9992454051971436, 3.6891191005706787, 3.318640947341919, 3.260941743850708, 0.850309431552887, -0.7190638780593872, 4.090275764465332, 3.2049529552459717, 3.0583655834198, 3.1691107749938965, 3.5001437664031982, 2.79535174369812, 3.3951544761657715, 2.972014904022217, 2.1015679836273193, 1.9999252557754517, 3.3873212337493896, 3.608992099761963, 3.997481107711792, 3.1588218212127686, 3.1228299140930176, 3.5304837226867676, -0.7982420325279236, 0.8403955698013306, 3.437930107116699, 3.246511697769165, 4.485469818115234, 2.716445207595825, 2.93039870262146, 2.575038433074951, 4.023017883300781, 2.0231590270996094, 3.907808303833008, 2.9793524742126465, 1.0758014917373657, -1.214908242225647, 1.7660106420516968, 3.8866965770721436, 1.4563840627670288, 2.9313912391662598, 3.371224880218506, 2.423344850540161, 4.272458076477051, 2.682173728942871, -0.5633787512779236, 3.3135056495666504, 2.468925714492798, 1.8725464344024658, 2.300077438354492, 3.813898801803589, 3.5272693634033203, 3.020566701889038, 3.708207607269287, 3.95805025100708, 2.9304862022399902, 2.911865472793579, 3.558190107345581, 1.963890552520752, 3.109888792037964, 1.2022476196289062, 2.308094024658203, 2.8833112716674805, 2.498839855194092, 2.7368311882019043, 1.5769046545028687, 0.7219071984291077, 0.2559950053691864, 2.82778263092041, 2.65382981300354, 3.198303699493408, 0.609103262424469, 2.0267322063446045, 4.286752223968506, 1.3104069232940674, 3.7771639823913574, 1.175714373588562, 1.5383589267730713, 2.989454984664917, 3.398146867752075, 2.4465582370758057, 3.4072835445404053, 2.992821216583252, 3.2087340354919434, 2.8681845664978027, 2.4723944664001465, 4.303442001342773, 3.1254498958587646, 3.901503086090088, 1.6609241962432861, 3.235236644744873, 2.216818332672119, 3.747816801071167, 2.3170900344848633, 3.8730318546295166, 0.5820461511611938, 2.39917254447937, 1.5824244022369385, 2.6786439418792725, 3.948728561401367, 3.102738380432129, 2.9355502128601074, 2.963984251022339, 1.7463406324386597, 2.123903751373291, 3.336455821990967, 0.5809462070465088, 3.4572248458862305, 4.201494216918945, 3.3089969158172607, 3.162287712097168, 3.5329222679138184, 3.1235218048095703, 2.589226007461548, 2.982226610183716, 2.9134700298309326, 3.1405751705169678, 2.9445204734802246, 2.838470935821533, 1.9278008937835693, 2.8523061275482178, -0.5600095987319946, 2.475900650024414, 3.390672206878662, 2.796198606491089, 2.6821742057800293, 2.972115993499756, 3.0851047039031982, 3.71343731880188, 3.693225383758545, 1.7772464752197266, 3.0765504837036133, 2.772826671600342, 2.754154920578003, 4.048707008361816, 2.4646353721618652, 3.410717725753784, 2.086013078689575, 2.6195995807647705, 1.629213809967041, 1.841241478919983, 3.0150279998779297, -0.8486440181732178, 2.1506311893463135, 2.1238110065460205, 2.9135687351226807, 2.4769561290740967, 2.8532276153564453, 3.4245553016662598, 3.4066083431243896, 3.3415560722351074, 3.0205533504486084, 2.765285015106201, 2.9711198806762695, 1.681700587272644, 4.23403787612915, 1.0685129165649414, 2.420100450515747, 1.0989110469818115, 3.9271347522735596, 3.053342819213867, 3.5764875411987305, 1.8802460432052612, 3.7042489051818848, 1.969806432723999, 0.8250418901443481, 0.04007377848029137, 2.042107105255127, 0.4863332509994507, 3.285871744155884, 1.1203124523162842, 1.5088919401168823, 3.8953163623809814, 3.0309152603149414, 2.144042491912842, 3.4662489891052246, 3.537419319152832, 4.048746585845947, 2.45251202583313, 3.6896839141845703, 3.0298423767089844, 1.2544571161270142, 2.523913621902466, 2.523744821548462, 2.173441171646118, -0.09174736589193344, 1.7325069904327393, 3.1420223712921143, 3.757962226867676, 1.6990028619766235, 2.7474284172058105, 3.990112781524658, 3.566199541091919, 3.335603952407837, 3.9009618759155273, 0.19301265478134155, 1.758819341659546, 2.9523229598999023, 3.5564053058624268, 2.756533622741699, 0.269626259803772, 4.371226787567139, 4.173383712768555, 1.1628081798553467, -0.8234286308288574, 2.4035346508026123, 2.886035442352295, 2.9145262241363525, 1.7339128255844116, 3.6766104698181152, 2.294628858566284, 1.8794316053390503, 1.0221635103225708, 0.09023017436265945, 2.823268175125122, 2.756049156188965, 3.153226137161255, 3.917208671569824, 3.848503828048706, 4.222691535949707, 1.5648728609085083, 3.0275518894195557, 3.2036187648773193, 4.687058925628662, 2.9650065898895264, 3.785614490509033, 3.659654378890991, 4.227144241333008, 2.4371747970581055, 3.4063100814819336, 3.3860061168670654, 3.9083123207092285, 3.7001447677612305, 4.0469441413879395, 3.365370988845825, 4.086476802825928, 3.109672784805298, 2.587148666381836, 3.4013257026672363, 2.88046932220459, 3.5667998790740967, 2.9462132453918457, 3.5258805751800537, 1.5805498361587524, 3.6723196506500244, 3.275214195251465, 1.997230887413025, 3.798159122467041, 3.453735589981079, 1.764184594154358, 3.4322619438171387, 1.5364866256713867, 3.4404118061065674, 4.6374616622924805, 3.8831589221954346, 1.3659241199493408, 3.4400765895843506, 2.118166446685791, 3.2246570587158203, 3.037480354309082, 1.3858165740966797, 1.4430023431777954, 4.088482856750488, 2.7674496173858643, 1.3965387344360352, 3.1737635135650635, 2.8587684631347656, 2.480142116546631, 2.8027191162109375, 3.0812835693359375, 3.1704602241516113, 3.3961470127105713, 3.1996371746063232, 4.301774024963379, 1.822223424911499, 2.4110310077667236, 2.8072750568389893, 2.472790241241455, 2.397104501724243, 2.277803659439087, 0.8526906967163086, 1.8387248516082764, 3.2489147186279297, 3.3712284564971924, 3.626772403717041, 2.506375789642334, 3.232125997543335, 1.9705586433410645, 2.943301200866699, 3.438471794128418, 2.1598010063171387, 2.9662346839904785, 2.9723424911499023, 3.8801403045654297, 3.128906011581421, 3.231771945953369, 2.4264755249023438, 1.206969976425171, 4.1770477294921875, 3.5571954250335693, 2.538111925125122, 2.77048921585083, 4.07682466506958, 2.436436891555786, 3.714686393737793, 2.80890154838562, 1.7831913232803345, 2.3161964416503906, 2.5291452407836914, 1.860034704208374, 3.7203800678253174, 0.632764995098114, 3.642287254333496, 3.0891945362091064, 2.692582368850708, 3.4572415351867676, 2.9177465438842773, 1.2346590757369995, 3.0613110065460205, 1.861599087715149, 3.3463408946990967, 4.309861660003662, 3.4475247859954834, 3.731834888458252, 3.514798879623413, 3.4719748497009277, 3.7409045696258545, 2.5415055751800537, 1.7964287996292114, 2.6521260738372803, 2.433288097381592, 2.5044314861297607, 2.741420030593872, 3.8268094062805176, 2.9409399032592773, 2.2780375480651855, 3.83266019821167, 2.612191915512085, 3.8718178272247314, 2.329047918319702, 3.548011064529419, 3.0422656536102295, 4.119028568267822, 3.6763229370117188, 0.990630567073822, 3.1688859462738037, 2.15346360206604, 2.782750368118286, 2.1270971298217773, 2.794626474380493, 3.4730947017669678, 3.1721882820129395, 3.050736665725708, 2.6158292293548584, 2.879483938217163, 3.192805290222168, 2.6685547828674316, 1.8334795236587524, 2.813819169998169, 1.2635061740875244, 3.5123913288116455, 1.7392115592956543, 3.949897527694702, 2.8250441551208496, 3.5589146614074707, 2.6369636058807373, 0.6658880710601807, 2.866929292678833, 3.7388062477111816, 3.325406312942505, 3.0603253841400146, 2.7812981605529785, 3.693516731262207, -2.4276480674743652, 2.167461395263672, -2.269817352294922, 2.63539719581604, 2.0820188522338867, 4.06570291519165, 2.380201816558838, -0.3671283423900604, 2.666930675506592, 2.0739521980285645, 4.306663990020752, 3.023148775100708, 1.6992549896240234, 3.355739116668701, 1.3872334957122803, 2.7201123237609863, 2.5433130264282227, 3.2201318740844727, 2.647373676300049, 2.7186434268951416, 3.2610058784484863, 2.757115125656128, 0.4239194095134735, 2.6234052181243896, 2.816499710083008, 3.110015630722046, 2.781118154525757, 2.761894941329956, 4.593071460723877, 3.2642672061920166, 3.7506728172302246, 3.486609935760498, 3.692004442214966, 2.626279830932617, 1.394688606262207, 2.405789852142334, 0.42382365465164185, 2.680741786956787, 1.4057930707931519, 3.68074893951416, 2.4235334396362305, 3.216618299484253, 3.7882986068725586, 4.0706987380981445, 3.1886985301971436, 3.42231822013855, 3.090996742248535, 3.942150354385376, 4.430115222930908, 3.3562464714050293, 2.337642192840576, 2.4521963596343994, -0.7892985343933105, 3.2185261249542236, 3.762242078781128, 3.076482057571411, 3.5459299087524414, 3.047335386276245, 3.8032877445220947, 3.204030990600586, 2.689948320388794, -0.2977859079837799, 2.9758827686309814, 2.8040993213653564, 3.6561291217803955, 2.811417579650879, 3.4390978813171387, 3.3844902515411377, 3.3973660469055176, 3.1132771968841553, 2.853651762008667, 2.1924619674682617, 3.0165913105010986, 3.5080294609069824, 1.8437305688858032, 3.122497797012329, 3.794153928756714, 3.182878017425537, 3.45512318611145, 2.5287342071533203, 3.250032424926758, 2.6405749320983887, 3.7672882080078125, 2.4731650352478027, 3.2049105167388916, 2.7311975955963135, 3.5529673099517822, 2.566113233566284, 1.9478271007537842, 2.0567593574523926, 1.1950405836105347, 3.9151105880737305, 3.0557780265808105, 1.3671518564224243, 3.097311019897461, 3.1627464294433594, 2.870572328567505, 2.048513412475586, 4.264023303985596, 1.4148567914962769, 3.8286116123199463, 3.763564348220825, 3.6731972694396973, -0.23565249145030975, 2.7871530055999756, 3.2858238220214844, 4.507171154022217, 2.603855848312378, 3.3504140377044678, 3.6081960201263428, 2.8247807025909424, 2.243746757507324, -0.030885588377714157, 0.9100484251976013, 2.18254017829895, 3.045698642730713, 4.281541347503662, 2.994016170501709, 0.9675053954124451, -0.10430795699357986, 2.731006622314453, 1.8672223091125488, 3.2854561805725098, 2.7438299655914307, 1.8118070363998413, 2.997323751449585, 3.8155195713043213, 3.935765266418457, 2.024601936340332, 3.456131935119629, 3.882096529006958, 2.2560510635375977, 2.776581287384033, 2.601539373397827, 3.848125457763672, 2.385453462600708, 3.607360363006592, 3.4395463466644287, 2.6618270874023438, 2.624185800552368, 3.2438557147979736, 4.420222282409668, 3.4862241744995117, 3.8535614013671875, 0.9909712076187134, 3.518436908721924, 3.2772464752197266, 2.1225950717926025, 3.120943307876587, 1.1263436079025269, 3.29901123046875, -1.0751068592071533, 3.2360217571258545, 1.5616061687469482, -0.2739294171333313, 0.47704049944877625, 2.798262357711792, 2.6242637634277344, 3.1105310916900635, 2.2891786098480225, 2.481881618499756, 2.8455255031585693, 3.461064338684082, 3.888922929763794, 1.6887401342391968, 4.515255928039551, 2.856398820877075, 2.332418203353882, 2.1951353549957275, 2.353665828704834, 1.5913670063018799, 2.6966426372528076, 3.653442144393921, 2.4441819190979004, 2.813791513442993, 2.9887282848358154, 3.1222152709960938, 4.170104503631592, 3.289304494857788, 0.6196355819702148, 2.8177578449249268, 3.2098331451416016, 3.2256412506103516, 3.6487879753112793, 3.2991538047790527, 3.124634265899658, 2.7869486808776855, 2.5304043292999268, 3.374925374984741, 3.0124449729919434, 3.8454089164733887, 2.2075414657592773, 3.003253936767578, 3.041865110397339, 3.508885145187378, 4.353140354156494, 4.220418930053711, 1.6932321786880493, 1.5924619436264038, 3.143523931503296, 3.223754644393921, 2.5963642597198486, 3.2453954219818115, 4.1400861740112305, 1.8402749300003052, 2.884469509124756, 2.5356130599975586, 0.36421358585357666, 3.570305347442627, 4.181188106536865, 2.937830686569214, 3.1462090015411377, 3.162820339202881, 3.216460704803467, 1.3731215000152588, 2.5690739154815674, 1.3498135805130005, 2.3562710285186768, 0.23756606876850128, 2.2059390544891357, 3.3178951740264893, 2.971668243408203, 3.8533523082733154, 2.3946826457977295, 2.9283714294433594, 3.197221279144287, 1.5387691259384155, -2.3158106803894043, 3.1286935806274414, 0.4295123219490051, 1.6628645658493042, 2.844792366027832, 3.639220952987671, 3.4869840145111084, 2.3581464290618896, 3.065436840057373, 0.2759963870048523, 4.065652370452881, 2.482330322265625, 2.002208948135376, 3.5597989559173584, 2.745213747024536, 2.0256993770599365, 2.8427798748016357, 1.1771061420440674, 2.9183902740478516, 2.6059515476226807, 3.139986276626587, 3.091736078262329, 2.5529794692993164, 2.582512855529785, 3.536013603210449, 3.6492321491241455, 4.4387102127075195, 4.780418872833252, 4.456302165985107, 0.952923059463501, 3.420811176300049, 3.796462059020996, 3.7326133251190186, 3.4375903606414795, 3.3676869869232178, 3.472167730331421, 2.886522054672241, 3.6720097064971924, 0.2847321331501007, 3.285327196121216, 3.304567813873291, 2.9649252891540527, 3.433990478515625, 2.9536943435668945, 3.467135429382324, 2.8484671115875244, 3.563781976699829, 2.7006778717041016, 1.943437933921814, 3.6896843910217285, 2.416064739227295, 0.7389318346977234, -0.5312172174453735, 2.242196798324585, 0.5695555210113525, 2.869859218597412, 2.840665102005005, 3.095431327819824, 4.0237040519714355, 2.1391799449920654, 1.9227466583251953, 3.785282611846924, 3.6021318435668945, 3.122579574584961, 1.4259991645812988, 2.0927727222442627, 3.3069756031036377, 3.81549072265625, 1.601290225982666, 3.8182382583618164, 3.077498197555542, 2.251382350921631, 1.2302906513214111, 3.7014873027801514, 2.0758886337280273, 3.9905717372894287, 0.9739459156990051, 3.723104476928711, 3.8493261337280273, 2.1127145290374756, 2.7473304271698, 2.7340335845947266, 3.3330001831054688, 3.1964690685272217, 1.7429968118667603, 3.0479960441589355, 3.6846752166748047, 3.1743409633636475, 2.6077451705932617, 1.378645658493042, 4.110132217407227, 2.1125857830047607, 3.541114091873169, 3.599004030227661, 0.9986705780029297, 2.9894955158233643, 3.731259822845459, 3.366665840148926, 3.3708553314208984, 3.7395663261413574, -1.3995118141174316, 4.0335493087768555, 3.8862383365631104, 1.4129670858383179, 0.13180403411388397, 4.022909641265869, 2.680055618286133, 3.7425014972686768, 4.081490993499756, 3.5014970302581787, -0.0988813117146492, 2.645848512649536, 3.4572150707244873, 3.9430229663848877, 3.7342870235443115, 2.319277048110962, 2.8014028072357178, -0.9359660744667053, 3.047731876373291, 2.1828880310058594, 3.552865743637085, -2.312302350997925, 3.9851419925689697, 3.7818896770477295, 1.7971774339675903, 3.918109655380249, 3.6267812252044678, -2.2336957454681396, 2.7693967819213867, 1.9567840099334717, 2.6937623023986816, 2.6728618144989014, 2.0852267742156982, -0.6202336549758911, 3.169555902481079, -1.359113335609436, 4.484861373901367, 1.5195114612579346, 2.9786293506622314, 2.9347004890441895, 3.795929431915283, 3.7730796337127686, 0.9589236974716187, 3.109454870223999, 3.0425472259521484, 3.4979054927825928, 2.7727174758911133, 4.67117977142334, 3.1976816654205322, 1.817152738571167, 2.2105724811553955, 3.444114923477173, 3.7126903533935547, 3.119534730911255, 3.5111606121063232, 2.409156322479248, 1.6686261892318726, 3.3439743518829346, 3.332291603088379, 1.6282939910888672, 1.6539067029953003, 3.3436591625213623, 3.116973400115967, 3.196652412414551, 2.178335428237915, 2.342980146408081, 3.7204067707061768, -0.6087926030158997, 2.707594394683838, 1.8439934253692627, 3.36126708984375, 4.773473739624023, 2.5789380073547363, 2.3126447200775146, -2.4776785373687744, 1.8902755975723267, 2.136371374130249, 1.916237473487854, 1.3348078727722168, 1.439500331878662, 2.180731773376465, 3.193735361099243, 3.077756643295288, 2.9624576568603516, -2.837972402572632, 3.13238787651062, 3.160951852798462, 3.272036552429199, 2.036966562271118, 1.9011633396148682, 1.1657328605651855, 4.1172356605529785, 3.5498387813568115, 2.5067782402038574, 3.7576138973236084, 2.6486735343933105, 2.2624545097351074, 4.390981674194336, 3.7666397094726562, 2.787336587905884, 2.7261106967926025, 3.1022374629974365, 0.4540289044380188, 3.626523971557617, 1.901760458946228, 2.9757611751556396, 1.7850319147109985, 3.0061757564544678, 4.50799560546875, 1.478169322013855, 3.0087289810180664, 1.941413164138794, 1.342944860458374, 3.8693478107452393, 3.134016275405884, 3.2251033782958984, 2.557708978652954, 2.804708957672119, 3.633964776992798, 3.8843419551849365, 4.140630722045898, 4.266599178314209, 1.215525507926941, 3.630488395690918, 0.22503814101219177, 3.0281028747558594, 2.652106285095215, 3.390474319458008, 3.102576494216919, 2.6363165378570557, 1.275462031364441, 2.761005163192749, 2.6736040115356445, 2.375926971435547, 2.316103935241699, 2.736783266067505, 2.2247462272644043, 3.363994598388672, 0.13722984492778778, 2.981348991394043, 3.112950563430786, 1.8058428764343262, 1.6155776977539062, 2.4226419925689697, 2.7115561962127686, 3.5354349613189697, 3.198251485824585, 0.15007783472537994, 1.937912106513977, 1.6342321634292603, 1.505452275276184, 3.0777649879455566, 3.196340560913086, 3.887131929397583, 1.6048256158828735, 3.0840373039245605, 4.021060943603516, 4.351245403289795, 3.530726909637451, 2.672802209854126, 2.8948636054992676, 3.1119346618652344, 3.088024377822876, 4.035995960235596, 3.709343671798706, 4.271795749664307, 3.779262065887451, 1.7582283020019531, 2.135265827178955, 2.9167590141296387, 2.912734031677246, 3.188636064529419, 3.770397424697876, 3.597752332687378, 3.258887529373169, 4.047898292541504, 2.098512649536133, 3.7930614948272705, 2.954704999923706, 1.3372578620910645, 2.929964065551758, 2.8583922386169434, 2.3937530517578125], "y_pred": [3.8061270713806152, 0.8638157844543457, 2.9008312225341797, 2.8407962322235107, 1.972010612487793, 0.49009227752685547, 3.0779740810394287, 3.2105302810668945, 3.6408982276916504, 1.190812110900879, 2.082071304321289, 3.547865390777588, 4.17092227935791, 3.2683942317962646, 3.54506516456604, 2.8349461555480957, 2.9713311195373535, 3.7870140075683594, 3.1797451972961426, 2.580357074737549, 3.286311149597168, 2.3293447494506836, 2.7330400943756104, 4.290102958679199, 3.8520920276641846, 2.6059420108795166, 3.404660224914551, 3.1419434547424316, 2.0060768127441406, 4.107992649078369, 3.7256345748901367, 3.749638795852661, 2.681546449661255, 3.180537223815918, 3.82912278175354, 2.6872010231018066, 3.862595319747925, 2.663400173187256, 2.1843156814575195, 3.4253344535827637, 1.6680574417114258, 2.9596171379089355, 3.2817349433898926, 2.207749366760254, 2.0057544708251953, 3.2136502265930176, 2.2876200675964355, 3.3196818828582764, 0.19903326034545898, 2.440640449523926, 0.6435847282409668, 3.0291056632995605, 2.2453620433807373, 3.5311222076416016, 3.4151110649108887, 1.288886547088623, 3.8066084384918213, 3.0133190155029297, 3.1567583084106445, 2.570369243621826, 2.7330379486083984, 3.5381290912628174, 1.6466033458709717, 3.1068544387817383, 3.2336325645446777, 3.220482349395752, 2.5988283157348633, 2.4289636611938477, 3.127603054046631, 3.835198402404785, 2.891124725341797, 2.162677764892578, 3.4407482147216797, 2.802896499633789, 1.2704062461853027, 2.8708255290985107, 3.0680437088012695, 3.862821340560913, 0.623652458190918, 4.248218536376953, 1.995591163635254, 2.4331090450286865, 3.002864360809326, 1.1517887115478516, 1.9061388969421387, 4.046121120452881, 1.397292137145996, 3.4133858680725098, 3.1826305389404297, 3.408050537109375, 1.597485065460205, 1.4346590042114258, 3.132528781890869, 3.4417848587036133, 3.1991701126098633, 3.5399982929229736, 3.6291584968566895, 3.0995934009552, 2.847897529602051, 2.606325149536133, 2.912980794906616, 3.1574954986572266, 3.14949369430542, 3.9178051948547363, 3.0806968212127686, 2.686936378479004, 3.5400044918060303, 3.9246068000793457, 3.185898780822754, 3.6214821338653564, 3.814040184020996, 2.5799412727355957, -0.027112483978271484, 2.52396821975708, 3.1870760917663574, 3.507129430770874, 3.5446105003356934, 4.082503318786621, 2.9601669311523438, 3.6779325008392334, 3.2735469341278076, 3.264443874359131, 0.8744335174560547, -0.6323843002319336, 4.061439037322998, 3.2034575939178467, 3.049816131591797, 3.1550276279449463, 3.484694242477417, 2.8063344955444336, 3.3513710498809814, 2.9651339054107666, 2.105355739593506, 2.0069570541381836, 3.3674509525299072, 3.605494499206543, 3.996354341506958, 3.1132678985595703, 3.0800023078918457, 3.5143837928771973, -0.30701160430908203, 0.8392982482910156, 3.4330029487609863, 3.238205671310425, 4.472905158996582, 2.704744577407837, 2.921243667602539, 2.570136070251465, 4.014590263366699, 2.0118985176086426, 3.8786582946777344, 2.960806369781494, 1.1080312728881836, -0.2952232360839844, 1.777425765991211, 3.8699090480804443, 1.5300300121307373, 2.933439016342163, 3.3560447692871094, 2.4478087425231934, 4.264655113220215, 2.668846607208252, 0.0546107292175293, 3.2877988815307617, 2.472385883331299, 1.8668222427368164, 2.256147861480713, 3.808051586151123, 3.4869632720947266, 3.004268169403076, 3.688589334487915, 3.9294798374176025, 2.910399913787842, 2.8868517875671387, 3.500434637069702, 1.9503860473632812, 3.079857349395752, 1.2473540306091309, 2.310743808746338, 2.8643836975097656, 2.4809346199035645, 2.768169403076172, 1.6055817604064941, 0.743739128112793, 0.2574625015258789, 2.818293571472168, 2.6580686569213867, 3.1887145042419434, 0.7019367218017578, 2.028019905090332, 4.258852958679199, 1.3102812767028809, 3.758742570877075, 1.1862139701843262, 1.5742788314819336, 2.952542304992676, 3.367079257965088, 2.4431307315826416, 3.3778483867645264, 2.937528133392334, 3.198390007019043, 2.865586280822754, 2.461296558380127, 4.278380393981934, 3.119152545928955, 3.8232712745666504, 1.6809039115905762, 3.125965118408203, 2.207350730895996, 3.749234437942505, 2.3199734687805176, 3.833439826965332, 0.6897106170654297, 2.4138271808624268, 1.594113826751709, 2.6879310607910156, 3.9185495376586914, 3.0876169204711914, 2.927549362182617, 2.9611399173736572, 1.7175884246826172, 2.1202199459075928, 3.3108601570129395, 0.502934455871582, 3.442915201187134, 4.180285453796387, 3.3056671619415283, 3.1372666358947754, 3.5264666080474854, 3.114853620529175, 2.5910611152648926, 2.9860682487487793, 2.897942066192627, 3.1110334396362305, 2.9465134143829346, 2.8402655124664307, 1.9210991859436035, 2.846498489379883, -0.2596015930175781, 2.4547417163848877, 3.375387668609619, 2.789658546447754, 2.677109718322754, 2.930637836456299, 3.0589897632598877, 3.7012245655059814, 3.6944947242736816, 1.7937641143798828, 3.0355515480041504, 2.7565016746520996, 2.7323527336120605, 4.035462856292725, 2.4330291748046875, 3.392101287841797, 2.0765743255615234, 2.607774257659912, 1.61775541305542, 1.8361315727233887, 2.997584819793701, -0.2194385528564453, 2.1255931854248047, 2.1308164596557617, 2.900634288787842, 2.4538049697875977, 2.809629440307617, 3.398098945617676, 3.4085922241210938, 3.363020658493042, 3.00783109664917, 2.7442398071289062, 2.9385390281677246, 1.677513599395752, 4.205161094665527, 1.0809845924377441, 2.413389205932617, 1.1408171653747559, 3.919799327850342, 3.074962615966797, 3.54248309135437, 1.8626947402954102, 3.6937103271484375, 1.9863815307617188, 0.8044924736022949, 0.5945982933044434, 2.0541837215423584, 0.370546817779541, 3.2659785747528076, 1.11641263961792, 1.4689393043518066, 3.8617162704467773, 3.019357204437256, 2.146358013153076, 3.4467506408691406, 3.557506799697876, 4.042858123779297, 2.4734325408935547, 3.663270950317383, 3.0414257049560547, 1.277618408203125, 2.5285651683807373, 2.501549243927002, 2.170818328857422, -0.01952505111694336, 1.7847647666931152, 3.1319732666015625, 3.747253656387329, 1.7187767028808594, 2.7485132217407227, 3.970510482788086, 3.5507662296295166, 3.3131103515625, 3.884895086288452, 0.13825368881225586, 1.7631092071533203, 2.9575390815734863, 3.553276538848877, 2.7414941787719727, 0.4394569396972656, 4.342970371246338, 4.1630425453186035, 1.1604480743408203, -0.4107246398925781, 2.383975028991699, 2.9081883430480957, 2.8935775756835938, 1.743126392364502, 3.66943359375, 2.2916486263275146, 1.904648780822754, 1.0580649375915527, 0.06513309478759766, 2.80692720413208, 2.734315872192383, 3.129499912261963, 3.8861842155456543, 3.8158373832702637, 4.216005325317383, 1.5814318656921387, 3.033486843109131, 3.1963391304016113, 4.636349201202393, 2.943523406982422, 3.7687621116638184, 3.631129264831543, 4.201625823974609, 2.4222373962402344, 3.3789494037628174, 3.381875514984131, 3.890777111053467, 3.673814535140991, 4.042802333831787, 3.3544507026672363, 4.017565727233887, 3.1060237884521484, 2.5963966846466064, 3.4042978286743164, 2.820988655090332, 3.53322696685791, 2.9146909713745117, 3.4944465160369873, 1.5733966827392578, 3.6440515518188477, 3.25968599319458, 1.9880130290985107, 3.7716610431671143, 3.4492950439453125, 1.7895536422729492, 3.4392638206481934, 1.5625123977661133, 3.4357829093933105, 4.591596603393555, 3.856377601623535, 1.3866662979125977, 3.4479074478149414, 2.1108570098876953, 3.2054202556610107, 3.0595335960388184, 1.4167120456695557, 1.4494304656982422, 4.0628557205200195, 2.7577409744262695, 1.4082212448120117, 3.15263295173645, 2.8360414505004883, 2.4891624450683594, 2.8051671981811523, 3.071782112121582, 3.1287858486175537, 3.372502565383911, 3.192112445831299, 4.284235000610352, 1.8561296463012695, 2.394219398498535, 2.7885255813598633, 2.4794678688049316, 2.3711390495300293, 2.2803282737731934, 0.9433250427246094, 1.8206562995910645, 3.243558883666992, 3.3371002674102783, 3.62644100189209, 2.5223217010498047, 3.199718475341797, 1.97440767288208, 2.924973487854004, 3.4549436569213867, 2.158806085586548, 2.951430320739746, 2.9835736751556396, 3.8469958305358887, 3.136385440826416, 3.2097344398498535, 2.4296553134918213, 1.2652525901794434, 4.176280975341797, 3.523773670196533, 2.5309970378875732, 2.7618775367736816, 4.071971893310547, 2.4363818168640137, 3.6937367916107178, 2.789973497390747, 1.775956630706787, 2.314932346343994, 2.5353646278381348, 1.8475430011749268, 3.720330238342285, 0.48593664169311523, 3.6029911041259766, 3.0752439498901367, 2.672825813293457, 3.4642624855041504, 2.927720308303833, 1.2078461647033691, 3.042828321456909, 1.8987269401550293, 3.3775877952575684, 4.279106616973877, 3.4265201091766357, 3.7039988040924072, 3.4904720783233643, 3.4799296855926514, 3.738802671432495, 2.5228826999664307, 1.815176010131836, 2.6389057636260986, 2.454662799835205, 2.4933013916015625, 2.7309250831604004, 3.8148040771484375, 2.9225070476531982, 2.2826077938079834, 3.8070178031921387, 2.5997443199157715, 3.8538599014282227, 2.3133997917175293, 3.5438218116760254, 2.9674177169799805, 4.096662998199463, 3.665334701538086, 1.0325279235839844, 3.1488664150238037, 2.166438341140747, 2.7779324054718018, 2.1433284282684326, 2.7999095916748047, 3.425544261932373, 3.1524782180786133, 3.045083522796631, 2.601266384124756, 2.8806231021881104, 3.1972575187683105, 2.671074390411377, 1.8456077575683594, 2.811946153640747, 1.2772116661071777, 3.5393967628479004, 1.748004674911499, 3.9231536388397217, 2.8133082389831543, 3.5542755126953125, 2.6099958419799805, 0.6543488502502441, 2.8624892234802246, 3.7219648361206055, 3.3253726959228516, 3.074573516845703, 2.7753124237060547, 3.6753087043762207, -0.26444292068481445, 2.161180019378662, -0.39964771270751953, 2.6213555335998535, 1.9799041748046875, 4.059016227722168, 2.3782169818878174, -0.2611541748046875, 2.655024528503418, 2.092270851135254, 4.266562461853027, 3.0133376121520996, 1.6928677558898926, 3.3611066341400146, 1.4182944297790527, 2.701707363128662, 2.5168375968933105, 3.1808810234069824, 2.640322208404541, 2.7221269607543945, 3.237865924835205, 2.7514843940734863, 0.3741884231567383, 2.639045476913452, 2.813934803009033, 3.097568988800049, 2.749736785888672, 2.755492925643921, 4.553317070007324, 3.2457656860351562, 3.730416774749756, 3.4792540073394775, 3.6854665279388428, 2.568060874938965, 1.4109821319580078, 2.4022693634033203, 0.5725440979003906, 2.702521562576294, 1.4173970222473145, 3.6490745544433594, 2.440366744995117, 3.224398136138916, 3.7761731147766113, 4.065849304199219, 3.1777987480163574, 3.40637469291687, 3.079124927520752, 3.9337780475616455, 4.396662712097168, 3.317108392715454, 2.348968029022217, 2.4409098625183105, -0.30930614471435547, 3.180264472961426, 3.742205858230591, 3.050361156463623, 3.546435832977295, 3.0154314041137695, 3.806997299194336, 3.190990924835205, 2.694432020187378, 0.37640857696533203, 2.947939395904541, 2.791468620300293, 3.6473028659820557, 2.8151493072509766, 3.4688808917999268, 3.340759754180908, 3.367943286895752, 3.0539979934692383, 2.842162609100342, 2.203404426574707, 2.9872028827667236, 3.4963765144348145, 1.8445348739624023, 3.0789589881896973, 3.7576990127563477, 3.1514766216278076, 3.4424960613250732, 2.501011371612549, 3.2271857261657715, 2.6250696182250977, 3.75551700592041, 2.4764060974121094, 3.2005295753479004, 2.7198638916015625, 3.5385689735412598, 2.5589237213134766, 1.9274177551269531, 2.042660713195801, 1.2272148132324219, 3.8708066940307617, 3.0419065952301025, 1.4280929565429688, 3.0886497497558594, 3.1252365112304688, 2.860806465148926, 2.056036949157715, 4.251616477966309, 1.4428019523620605, 3.818105697631836, 3.7403666973114014, 3.6561269760131836, 0.2656550407409668, 2.7735366821289062, 3.310978412628174, 4.486084938049316, 2.5736238956451416, 3.3505396842956543, 3.5977213382720947, 2.8227710723876953, 2.2538132667541504, 0.07154083251953125, 0.9344267845153809, 2.2076611518859863, 3.027944564819336, 4.268923282623291, 2.9790525436401367, 0.9991846084594727, 0.05310964584350586, 2.7298049926757812, 1.8633151054382324, 3.2746152877807617, 2.7342758178710938, 1.819143533706665, 2.989309787750244, 3.8064441680908203, 3.8980250358581543, 2.034092903137207, 3.434298038482666, 3.8435842990875244, 2.2632241249084473, 2.770226001739502, 2.566394329071045, 3.8343586921691895, 2.392366409301758, 3.599914312362671, 3.4120545387268066, 2.6431996822357178, 2.604142665863037, 3.223897933959961, 4.402042388916016, 3.4832475185394287, 3.839583396911621, 1.013655662536621, 3.483776092529297, 3.3020215034484863, 2.1018424034118652, 3.092522621154785, 1.1274147033691406, 3.266690254211426, 0.5695242881774902, 3.218621253967285, 1.552992820739746, 0.18809747695922852, 0.7330927848815918, 2.7776784896850586, 2.6236653327941895, 3.0963525772094727, 2.3157520294189453, 2.4968223571777344, 2.8755741119384766, 3.473778247833252, 3.8617701530456543, 1.6299705505371094, 4.47946310043335, 2.8430495262145996, 2.309849262237549, 2.2106659412384033, 2.349979877471924, 1.5971484184265137, 2.692251682281494, 3.5974056720733643, 2.4451143741607666, 2.807173252105713, 2.9585189819335938, 3.094292640686035, 4.140105247497559, 3.276254415512085, 0.5355215072631836, 2.8098440170288086, 3.169952869415283, 3.1919965744018555, 3.6406197547912598, 3.2905564308166504, 3.1433253288269043, 2.774507999420166, 2.510251998901367, 3.34405517578125, 3.007770538330078, 3.821455717086792, 2.200129508972168, 3.0184412002563477, 2.994523048400879, 3.4817867279052734, 4.318897724151611, 4.184673309326172, 1.7041959762573242, 1.609847068786621, 3.1356453895568848, 3.215801954269409, 2.553041934967041, 3.2350029945373535, 4.13282585144043, 1.8125033378601074, 2.8749163150787354, 2.507108688354492, 0.23439645767211914, 3.5410213470458984, 4.157680034637451, 2.9324803352355957, 3.1203393936157227, 3.1620731353759766, 3.2144625186920166, 1.3955750465393066, 2.531810760498047, 1.4051780700683594, 2.3486952781677246, 0.23511457443237305, 2.162198543548584, 3.3379344940185547, 2.98197865486145, 3.8484578132629395, 2.3917551040649414, 2.9176125526428223, 3.1966497898101807, 1.5376577377319336, -0.7978525161743164, 3.126720666885376, 0.35547399520874023, 1.6914587020874023, 2.8156285285949707, 3.6111762523651123, 3.4530746936798096, 2.3504512310028076, 3.030996322631836, 0.2532787322998047, 4.041777610778809, 2.4576210975646973, 2.0038366317749023, 3.5501632690429688, 2.731416702270508, 2.028761386871338, 2.8304853439331055, 1.221752643585205, 2.898266315460205, 2.6000776290893555, 3.1085283756256104, 3.067971706390381, 2.530427932739258, 2.5839662551879883, 3.4882354736328125, 3.6363143920898438, 4.416294097900391, 4.734615802764893, 4.418476104736328, 0.9423828125, 3.4111108779907227, 3.7763426303863525, 3.7137646675109863, 3.3951847553253174, 3.3764567375183105, 3.490450859069824, 2.8730077743530273, 3.6241888999938965, 0.2525162696838379, 3.274247169494629, 3.29872989654541, 2.9267587661743164, 3.3988375663757324, 2.9449641704559326, 3.432652473449707, 2.847485065460205, 3.564213514328003, 2.6886744499206543, 1.9617626667022705, 3.6676249504089355, 2.4169130325317383, 0.7459249496459961, -0.15543651580810547, 2.240401268005371, 0.4497523307800293, 2.8525166511535645, 2.821789503097534, 3.0506067276000977, 4.011148929595947, 2.155155897140503, 1.9146709442138672, 3.775451183319092, 3.592142343521118, 3.097248077392578, 1.4327874183654785, 2.082977533340454, 3.283229351043701, 3.8045341968536377, 1.621614933013916, 3.8121063709259033, 3.0687332153320312, 2.2471764087677, 1.2564568519592285, 3.6876299381256104, 1.9068870544433594, 3.960904121398926, 0.973456859588623, 3.6917474269866943, 3.8280317783355713, 2.1003308296203613, 2.732999324798584, 2.711009979248047, 3.319530963897705, 3.189202308654785, 1.7300090789794922, 3.051362991333008, 3.6744937896728516, 3.130730628967285, 2.5911340713500977, 1.3703808784484863, 4.101214408874512, 2.0862460136413574, 3.538727283477783, 3.589132070541382, 1.0515327453613281, 2.9480371475219727, 3.72192120552063, 3.371300220489502, 3.3485207557678223, 3.723313808441162, -0.13094758987426758, 4.023282051086426, 3.859741449356079, 1.399850845336914, 0.1023411750793457, 4.018929481506348, 2.68432879447937, 3.7337634563446045, 4.0603437423706055, 3.4734158515930176, -0.028120040893554688, 2.646331787109375, 3.4576191902160645, 3.915447235107422, 3.719572067260742, 2.313957691192627, 2.7820568084716797, -0.3468470573425293, 3.025564193725586, 2.1887035369873047, 3.526148557662964, -0.2337961196899414, 3.964062213897705, 3.7693231105804443, 1.8133392333984375, 3.8933494091033936, 3.596114158630371, 0.4506978988647461, 2.705763816833496, 1.9425368309020996, 2.669543504714966, 2.661378860473633, 2.0853099822998047, -0.17882776260375977, 3.1699576377868652, -0.6013064384460449, 4.448527812957764, 1.5015287399291992, 2.9820895195007324, 2.892976760864258, 3.798976421356201, 3.7558908462524414, 1.1239919662475586, 3.0968973636627197, 3.0331826210021973, 3.487089157104492, 2.774102210998535, 4.622338771820068, 3.171530246734619, 1.833740472793579, 2.2051076889038086, 3.434230089187622, 3.697817087173462, 3.1044020652770996, 3.487553358078003, 2.3571043014526367, 1.6635456085205078, 3.319282054901123, 3.316054344177246, 1.6767070293426514, 1.66035795211792, 3.298274040222168, 3.085402488708496, 3.207890510559082, 2.1734089851379395, 2.3366360664367676, 3.7128851413726807, -0.4792900085449219, 2.695059299468994, 1.8519039154052734, 3.3631038665771484, 4.719051361083984, 2.578059196472168, 2.2868237495422363, -0.31818199157714844, 1.8990120887756348, 2.149886131286621, 1.9263925552368164, 1.394272804260254, 1.0617198944091797, 2.152155876159668, 3.219808340072632, 3.060558319091797, 2.940131664276123, -0.3823204040527344, 3.1258182525634766, 3.1230034828186035, 3.2414040565490723, 2.0277135372161865, 1.9013724327087402, 1.1827192306518555, 4.108623027801514, 3.556304454803467, 2.489436626434326, 3.751011848449707, 2.633061408996582, 2.255614757537842, 4.350356101989746, 3.741807460784912, 2.7821760177612305, 2.7193164825439453, 3.0793209075927734, 0.3504972457885742, 3.5348782539367676, 1.901731014251709, 2.9740500450134277, 1.783517599105835, 3.0114293098449707, 4.467529296875, 1.4901657104492188, 2.98598575592041, 1.9759926795959473, 1.337310791015625, 3.838967800140381, 3.0900330543518066, 3.2229361534118652, 2.564723014831543, 2.8032357692718506, 3.604081630706787, 3.902524709701538, 4.100208282470703, 4.250288009643555, 1.1643390655517578, 3.6215360164642334, 0.23121118545532227, 3.008369207382202, 2.659600019454956, 3.386336088180542, 3.0684804916381836, 2.6474905014038086, 1.2814793586730957, 2.745140552520752, 2.639075756072998, 2.371544361114502, 2.3334691524505615, 2.7043509483337402, 2.230935573577881, 3.369802474975586, 0.15838193893432617, 2.952726125717163, 3.093444347381592, 1.793271541595459, 1.6082019805908203, 2.401412010192871, 2.6988725662231445, 3.5159223079681396, 3.165921688079834, 0.2634410858154297, 1.9096322059631348, 1.6345229148864746, 1.4957518577575684, 3.066887855529785, 3.183152675628662, 3.8838047981262207, 1.6370620727539062, 3.0638222694396973, 4.002098560333252, 4.339609146118164, 3.5143349170684814, 2.6720592975616455, 2.8725759983062744, 3.121213674545288, 3.0633273124694824, 4.004494667053223, 3.6708359718322754, 4.264298439025879, 3.763805866241455, 1.7699995040893555, 2.142825126647949, 2.898930549621582, 2.900928497314453, 3.141016960144043, 3.7423453330993652, 3.6098413467407227, 3.2212371826171875, 4.050690174102783, 2.1271562576293945, 3.7846264839172363, 2.953902244567871, 1.3620052337646484, 2.901824474334717, 2.855680465698242, 2.390960454940796]} \ No newline at end of file diff --git a/examples/synthetic/outputs/data1/parity/train.png.png b/examples/synthetic/outputs/data1/parity/train.png.png deleted file mode 100644 index 6ce0dcc..0000000 Binary files a/examples/synthetic/outputs/data1/parity/train.png.png and /dev/null differ diff --git a/examples/synthetic/outputs/data1/parity/train.png_legend.png b/examples/synthetic/outputs/data1/parity/train.png_legend.png deleted file mode 100644 index 8ca4c90..0000000 Binary files a/examples/synthetic/outputs/data1/parity/train.png_legend.png and /dev/null differ diff --git a/examples/synthetic/outputs/data1/scaler.joblib b/examples/synthetic/outputs/data1/scaler.joblib deleted file mode 100644 index 4c5fd67..0000000 Binary files a/examples/synthetic/outputs/data1/scaler.joblib and /dev/null differ diff --git a/examples/synthetic/outputs/data1/y_train.csv b/examples/synthetic/outputs/data1/y_train.csv deleted file mode 100644 index 9ef3609..0000000 --- a/examples/synthetic/outputs/data1/y_train.csv +++ /dev/null @@ -1,1000 +0,0 @@ -3.817306756973266602e+00 -8.843035101890563965e-01 -2.930303335189819336e+00 -2.857396602630615234e+00 -1.992108225822448730e+00 --9.725871682167053223e-02 -3.096592664718627930e+00 -3.227554321289062500e+00 -3.634264945983886719e+00 -1.133668780326843262e+00 -2.077849149703979492e+00 -3.572066068649291992e+00 -4.202705383300781250e+00 -3.323076486587524414e+00 -3.576486825942993164e+00 -2.857669115066528320e+00 -3.005552291870117188e+00 -3.816297769546508789e+00 -3.187054157257080078e+00 -2.575277805328369141e+00 -3.274567365646362305e+00 -2.334288835525512695e+00 -2.756197690963745117e+00 -4.327926635742187500e+00 -3.877634525299072266e+00 -2.596322059631347656e+00 -3.416950464248657227e+00 -3.194109678268432617e+00 -1.996480107307434082e+00 -4.126666069030761719e+00 -3.749644756317138672e+00 -3.753773450851440430e+00 -2.699234724044799805e+00 -3.220727682113647461e+00 -3.835675716400146484e+00 -2.683906316757202148e+00 -3.846478462219238281e+00 -2.657284975051879883e+00 -2.176301240921020508e+00 -3.449637889862060547e+00 -1.691128611564636230e+00 -2.976994037628173828e+00 -3.269733905792236328e+00 -2.208698034286499023e+00 -2.009978055953979492e+00 -3.219441413879394531e+00 -2.291637659072875977e+00 -3.335583686828613281e+00 -1.829236447811126709e-01 -2.443737983703613281e+00 -7.046604156494140625e-01 -3.040481805801391602e+00 -2.248866319656372070e+00 -3.543666839599609375e+00 -3.440429687500000000e+00 -1.296237826347351074e+00 -3.814227581024169922e+00 -3.050276994705200195e+00 -3.144391059875488281e+00 -2.579711437225341797e+00 -2.741449356079101562e+00 -3.535960674285888672e+00 -1.654562115669250488e+00 -3.192951917648315430e+00 -3.275142908096313477e+00 -3.203087329864501953e+00 -2.617868900299072266e+00 -2.452595710754394531e+00 -3.155183076858520508e+00 -3.859080314636230469e+00 -2.902807235717773438e+00 -2.151152372360229492e+00 -3.478150606155395508e+00 -2.802374839782714844e+00 -1.241676092147827148e+00 -2.877558231353759766e+00 -3.040044546127319336e+00 -3.880321741104125977e+00 --1.523224472999572754e+00 -4.286721229553222656e+00 -2.009198427200317383e+00 -2.439546823501586914e+00 -2.993067502975463867e+00 -1.178207993507385254e+00 -1.880139946937561035e+00 -4.049951553344726562e+00 -1.379249691963195801e+00 -3.446976900100708008e+00 -3.207259893417358398e+00 -3.446509361267089844e+00 -1.580288767814636230e+00 -1.433023691177368164e+00 -3.125205039978027344e+00 -3.451535940170288086e+00 -3.204752445220947266e+00 -3.546268224716186523e+00 -3.631844043731689453e+00 -3.133290052413940430e+00 -2.875254869461059570e+00 -2.620892763137817383e+00 -2.922220945358276367e+00 -3.177362918853759766e+00 -3.161367893218994141e+00 -3.929827928543090820e+00 -3.092998266220092773e+00 -2.696077108383178711e+00 -3.554661750793457031e+00 -3.949482917785644531e+00 -3.200169086456298828e+00 -3.614243507385253906e+00 -3.815959930419921875e+00 -2.593325853347778320e+00 --3.543612733483314514e-02 -2.520068168640136719e+00 -3.181501388549804688e+00 -3.524305343627929688e+00 -3.567050218582153320e+00 -4.070839405059814453e+00 -2.999245405197143555e+00 -3.689119100570678711e+00 -3.318640947341918945e+00 -3.260941743850708008e+00 -8.503094315528869629e-01 --7.190638780593872070e-01 -4.090275764465332031e+00 -3.204952955245971680e+00 -3.058365583419799805e+00 -3.169110774993896484e+00 -3.500143766403198242e+00 -2.795351743698120117e+00 -3.395154476165771484e+00 -2.972014904022216797e+00 -2.101567983627319336e+00 -1.999925255775451660e+00 -3.387321233749389648e+00 -3.608992099761962891e+00 -3.997481107711791992e+00 -3.158821821212768555e+00 -3.122829914093017578e+00 -3.530483722686767578e+00 --7.982420325279235840e-01 -8.403955698013305664e-01 -3.437930107116699219e+00 -3.246511697769165039e+00 -4.485469818115234375e+00 -2.716445207595825195e+00 -2.930398702621459961e+00 -2.575038433074951172e+00 -4.023017883300781250e+00 -2.023159027099609375e+00 -3.907808303833007812e+00 -2.979352474212646484e+00 -1.075801491737365723e+00 --1.214908242225646973e+00 -1.766010642051696777e+00 -3.886696577072143555e+00 -1.456384062767028809e+00 -2.931391239166259766e+00 -3.371224880218505859e+00 -2.423344850540161133e+00 -4.272458076477050781e+00 -2.682173728942871094e+00 --5.633787512779235840e-01 -3.313505649566650391e+00 -2.468925714492797852e+00 -1.872546434402465820e+00 -2.300077438354492188e+00 -3.813898801803588867e+00 -3.527269363403320312e+00 -3.020566701889038086e+00 -3.708207607269287109e+00 -3.958050251007080078e+00 -2.930486202239990234e+00 -2.911865472793579102e+00 -3.558190107345581055e+00 -1.963890552520751953e+00 -3.109888792037963867e+00 -1.202247619628906250e+00 -2.308094024658203125e+00 -2.883311271667480469e+00 -2.498839855194091797e+00 -2.736831188201904297e+00 -1.576904654502868652e+00 -7.219071984291076660e-01 -2.559950053691864014e-01 -2.827782630920410156e+00 -2.653829813003540039e+00 -3.198303699493408203e+00 -6.091032624244689941e-01 -2.026732206344604492e+00 -4.286752223968505859e+00 -1.310406923294067383e+00 -3.777163982391357422e+00 -1.175714373588562012e+00 -1.538358926773071289e+00 -2.989454984664916992e+00 -3.398146867752075195e+00 -2.446558237075805664e+00 -3.407283544540405273e+00 -2.992821216583251953e+00 -3.208734035491943359e+00 -2.868184566497802734e+00 -2.472394466400146484e+00 -4.303442001342773438e+00 -3.125449895858764648e+00 -3.901503086090087891e+00 -1.660924196243286133e+00 -3.235236644744873047e+00 -2.216818332672119141e+00 -3.747816801071166992e+00 -2.317090034484863281e+00 -3.873031854629516602e+00 -5.820461511611938477e-01 -2.399172544479370117e+00 -1.582424402236938477e+00 -2.678643941879272461e+00 -3.948728561401367188e+00 -3.102738380432128906e+00 -2.935550212860107422e+00 -2.963984251022338867e+00 -1.746340632438659668e+00 -2.123903751373291016e+00 -3.336455821990966797e+00 -5.809462070465087891e-01 -3.457224845886230469e+00 -4.201494216918945312e+00 -3.308996915817260742e+00 -3.162287712097167969e+00 -3.532922267913818359e+00 -3.123521804809570312e+00 -2.589226007461547852e+00 -2.982226610183715820e+00 -2.913470029830932617e+00 -3.140575170516967773e+00 -2.944520473480224609e+00 -2.838470935821533203e+00 -1.927800893783569336e+00 -2.852306127548217773e+00 --5.600095987319946289e-01 -2.475900650024414062e+00 -3.390672206878662109e+00 -2.796198606491088867e+00 -2.682174205780029297e+00 -2.972115993499755859e+00 -3.085104703903198242e+00 -3.713437318801879883e+00 -3.693225383758544922e+00 -1.777246475219726562e+00 -3.076550483703613281e+00 -2.772826671600341797e+00 -2.754154920578002930e+00 -4.048707008361816406e+00 -2.464635372161865234e+00 -3.410717725753784180e+00 -2.086013078689575195e+00 -2.619599580764770508e+00 -1.629213809967041016e+00 -1.841241478919982910e+00 -3.015027999877929688e+00 --8.486440181732177734e-01 -2.150631189346313477e+00 -2.123811006546020508e+00 -2.913568735122680664e+00 -2.476956129074096680e+00 -2.853227615356445312e+00 -3.424555301666259766e+00 -3.406608343124389648e+00 -3.341556072235107422e+00 -3.020553350448608398e+00 -2.765285015106201172e+00 -2.971119880676269531e+00 -1.681700587272644043e+00 -4.234037876129150391e+00 -1.068512916564941406e+00 -2.420100450515747070e+00 -1.098911046981811523e+00 -3.927134752273559570e+00 -3.053342819213867188e+00 -3.576487541198730469e+00 -1.880246043205261230e+00 -3.704248905181884766e+00 -1.969806432723999023e+00 -8.250418901443481445e-01 -4.007377848029136658e-02 -2.042107105255126953e+00 -4.863332509994506836e-01 -3.285871744155883789e+00 -1.120312452316284180e+00 -1.508891940116882324e+00 -3.895316362380981445e+00 -3.030915260314941406e+00 -2.144042491912841797e+00 -3.466248989105224609e+00 -3.537419319152832031e+00 -4.048746585845947266e+00 -2.452512025833129883e+00 -3.689683914184570312e+00 -3.029842376708984375e+00 -1.254457116127014160e+00 -2.523913621902465820e+00 -2.523744821548461914e+00 -2.173441171646118164e+00 --9.174736589193344116e-02 -1.732506990432739258e+00 -3.142022371292114258e+00 -3.757962226867675781e+00 -1.699002861976623535e+00 -2.747428417205810547e+00 -3.990112781524658203e+00 -3.566199541091918945e+00 -3.335603952407836914e+00 -3.900961875915527344e+00 -1.930126547813415527e-01 -1.758819341659545898e+00 -2.952322959899902344e+00 -3.556405305862426758e+00 -2.756533622741699219e+00 -2.696262598037719727e-01 -4.371226787567138672e+00 -4.173383712768554688e+00 -1.162808179855346680e+00 --8.234286308288574219e-01 -2.403534650802612305e+00 -2.886035442352294922e+00 -2.914526224136352539e+00 -1.733912825584411621e+00 -3.676610469818115234e+00 -2.294628858566284180e+00 -1.879431605339050293e+00 -1.022163510322570801e+00 -9.023017436265945435e-02 -2.823268175125122070e+00 -2.756049156188964844e+00 -3.153226137161254883e+00 -3.917208671569824219e+00 -3.848503828048706055e+00 -4.222691535949707031e+00 -1.564872860908508301e+00 -3.027551889419555664e+00 -3.203618764877319336e+00 -4.687058925628662109e+00 -2.965006589889526367e+00 -3.785614490509033203e+00 -3.659654378890991211e+00 -4.227144241333007812e+00 -2.437174797058105469e+00 -3.406310081481933594e+00 -3.386006116867065430e+00 -3.908312320709228516e+00 -3.700144767761230469e+00 -4.046944141387939453e+00 -3.365370988845825195e+00 -4.086476802825927734e+00 -3.109672784805297852e+00 -2.587148666381835938e+00 -3.401325702667236328e+00 -2.880469322204589844e+00 -3.566799879074096680e+00 -2.946213245391845703e+00 -3.525880575180053711e+00 -1.580549836158752441e+00 -3.672319650650024414e+00 -3.275214195251464844e+00 -1.997230887413024902e+00 -3.798159122467041016e+00 -3.453735589981079102e+00 -1.764184594154357910e+00 -3.432261943817138672e+00 -1.536486625671386719e+00 -3.440411806106567383e+00 -4.637461662292480469e+00 -3.883158922195434570e+00 -1.365924119949340820e+00 -3.440076589584350586e+00 -2.118166446685791016e+00 -3.224657058715820312e+00 -3.037480354309082031e+00 -1.385816574096679688e+00 -1.443002343177795410e+00 -4.088482856750488281e+00 -2.767449617385864258e+00 -1.396538734436035156e+00 -3.173763513565063477e+00 -2.858768463134765625e+00 -2.480142116546630859e+00 -2.802719116210937500e+00 -3.081283569335937500e+00 -3.170460224151611328e+00 -3.396147012710571289e+00 -3.199637174606323242e+00 -4.301774024963378906e+00 -1.822223424911499023e+00 -2.411031007766723633e+00 -2.807275056838989258e+00 -2.472790241241455078e+00 -2.397104501724243164e+00 -2.277803659439086914e+00 -8.526906967163085938e-01 -1.838724851608276367e+00 -3.248914718627929688e+00 -3.371228456497192383e+00 -3.626772403717041016e+00 -2.506375789642333984e+00 -3.232125997543334961e+00 -1.970558643341064453e+00 -2.943301200866699219e+00 -3.438471794128417969e+00 -2.159801006317138672e+00 -2.966234683990478516e+00 -2.972342491149902344e+00 -3.880140304565429688e+00 -3.128906011581420898e+00 -3.231771945953369141e+00 -2.426475524902343750e+00 -1.206969976425170898e+00 -4.177047729492187500e+00 -3.557195425033569336e+00 -2.538111925125122070e+00 -2.770489215850830078e+00 -4.076824665069580078e+00 -2.436436891555786133e+00 -3.714686393737792969e+00 -2.808901548385620117e+00 -1.783191323280334473e+00 -2.316196441650390625e+00 -2.529145240783691406e+00 -1.860034704208374023e+00 -3.720380067825317383e+00 -6.327649950981140137e-01 -3.642287254333496094e+00 -3.089194536209106445e+00 -2.692582368850708008e+00 -3.457241535186767578e+00 -2.917746543884277344e+00 -1.234659075736999512e+00 -3.061311006546020508e+00 -1.861599087715148926e+00 -3.346340894699096680e+00 -4.309861660003662109e+00 -3.447524785995483398e+00 -3.731834888458251953e+00 -3.514798879623413086e+00 -3.471974849700927734e+00 -3.740904569625854492e+00 -2.541505575180053711e+00 -1.796428799629211426e+00 -2.652126073837280273e+00 -2.433288097381591797e+00 -2.504431486129760742e+00 -2.741420030593872070e+00 -3.826809406280517578e+00 -2.940939903259277344e+00 -2.278037548065185547e+00 -3.832660198211669922e+00 -2.612191915512084961e+00 -3.871817827224731445e+00 -2.329047918319702148e+00 -3.548011064529418945e+00 -3.042265653610229492e+00 -4.119028568267822266e+00 -3.676322937011718750e+00 -9.906305670738220215e-01 -3.168885946273803711e+00 -2.153463602066040039e+00 -2.782750368118286133e+00 -2.127097129821777344e+00 -2.794626474380493164e+00 -3.473094701766967773e+00 -3.172188282012939453e+00 -3.050736665725708008e+00 -2.615829229354858398e+00 -2.879483938217163086e+00 -3.192805290222167969e+00 -2.668554782867431641e+00 -1.833479523658752441e+00 -2.813819169998168945e+00 -1.263506174087524414e+00 -3.512391328811645508e+00 -1.739211559295654297e+00 -3.949897527694702148e+00 -2.825044155120849609e+00 -3.558914661407470703e+00 -2.636963605880737305e+00 -6.658880710601806641e-01 -2.866929292678833008e+00 -3.738806247711181641e+00 -3.325406312942504883e+00 -3.060325384140014648e+00 -2.781298160552978516e+00 -3.693516731262207031e+00 --2.427648067474365234e+00 -2.167461395263671875e+00 --2.269817352294921875e+00 -2.635397195816040039e+00 -2.082018852233886719e+00 -4.065702915191650391e+00 -2.380201816558837891e+00 --3.671283423900604248e-01 -2.666930675506591797e+00 -2.073952198028564453e+00 -4.306663990020751953e+00 -3.023148775100708008e+00 -1.699254989624023438e+00 -3.355739116668701172e+00 -1.387233495712280273e+00 -2.720112323760986328e+00 -2.543313026428222656e+00 -3.220131874084472656e+00 -2.647373676300048828e+00 -2.718643426895141602e+00 -3.261005878448486328e+00 -2.757115125656127930e+00 -4.239194095134735107e-01 -2.623405218124389648e+00 -2.816499710083007812e+00 -3.110015630722045898e+00 -2.781118154525756836e+00 -2.761894941329956055e+00 -4.593071460723876953e+00 -3.264267206192016602e+00 -3.750672817230224609e+00 -3.486609935760498047e+00 -3.692004442214965820e+00 -2.626279830932617188e+00 -1.394688606262207031e+00 -2.405789852142333984e+00 -4.238236546516418457e-01 -2.680741786956787109e+00 -1.405793070793151855e+00 -3.680748939514160156e+00 -2.423533439636230469e+00 -3.216618299484252930e+00 -3.788298606872558594e+00 -4.070698738098144531e+00 -3.188698530197143555e+00 -3.422318220138549805e+00 -3.090996742248535156e+00 -3.942150354385375977e+00 -4.430115222930908203e+00 -3.356246471405029297e+00 -2.337642192840576172e+00 -2.452196359634399414e+00 --7.892985343933105469e-01 -3.218526124954223633e+00 -3.762242078781127930e+00 -3.076482057571411133e+00 -3.545929908752441406e+00 -3.047335386276245117e+00 -3.803287744522094727e+00 -3.204030990600585938e+00 -2.689948320388793945e+00 --2.977859079837799072e-01 -2.975882768630981445e+00 -2.804099321365356445e+00 -3.656129121780395508e+00 -2.811417579650878906e+00 -3.439097881317138672e+00 -3.384490251541137695e+00 -3.397366046905517578e+00 -3.113277196884155273e+00 -2.853651762008666992e+00 -2.192461967468261719e+00 -3.016591310501098633e+00 -3.508029460906982422e+00 -1.843730568885803223e+00 -3.122497797012329102e+00 -3.794153928756713867e+00 -3.182878017425537109e+00 -3.455123186111450195e+00 -2.528734207153320312e+00 -3.250032424926757812e+00 -2.640574932098388672e+00 -3.767288208007812500e+00 -2.473165035247802734e+00 -3.204910516738891602e+00 -2.731197595596313477e+00 -3.552967309951782227e+00 -2.566113233566284180e+00 -1.947827100753784180e+00 -2.056759357452392578e+00 -1.195040583610534668e+00 -3.915110588073730469e+00 -3.055778026580810547e+00 -1.367151856422424316e+00 -3.097311019897460938e+00 -3.162746429443359375e+00 -2.870572328567504883e+00 -2.048513412475585938e+00 -4.264023303985595703e+00 -1.414856791496276855e+00 -3.828611612319946289e+00 -3.763564348220825195e+00 -3.673197269439697266e+00 --2.356524914503097534e-01 -2.787153005599975586e+00 -3.285823822021484375e+00 -4.507171154022216797e+00 -2.603855848312377930e+00 -3.350414037704467773e+00 -3.608196020126342773e+00 -2.824780702590942383e+00 -2.243746757507324219e+00 --3.088558837771415710e-02 -9.100484251976013184e-01 -2.182540178298950195e+00 -3.045698642730712891e+00 -4.281541347503662109e+00 -2.994016170501708984e+00 -9.675053954124450684e-01 --1.043079569935798645e-01 -2.731006622314453125e+00 -1.867222309112548828e+00 -3.285456180572509766e+00 -2.743829965591430664e+00 -1.811807036399841309e+00 -2.997323751449584961e+00 -3.815519571304321289e+00 -3.935765266418457031e+00 -2.024601936340332031e+00 -3.456131935119628906e+00 -3.882096529006958008e+00 -2.256051063537597656e+00 -2.776581287384033203e+00 -2.601539373397827148e+00 -3.848125457763671875e+00 -2.385453462600708008e+00 -3.607360363006591797e+00 -3.439546346664428711e+00 -2.661827087402343750e+00 -2.624185800552368164e+00 -3.243855714797973633e+00 -4.420222282409667969e+00 -3.486224174499511719e+00 -3.853561401367187500e+00 -9.909712076187133789e-01 -3.518436908721923828e+00 -3.277246475219726562e+00 -2.122595071792602539e+00 -3.120943307876586914e+00 -1.126343607902526855e+00 -3.299011230468750000e+00 --1.075106859207153320e+00 -3.236021757125854492e+00 -1.561606168746948242e+00 --2.739294171333312988e-01 -4.770404994487762451e-01 -2.798262357711791992e+00 -2.624263763427734375e+00 -3.110531091690063477e+00 -2.289178609848022461e+00 -2.481881618499755859e+00 -2.845525503158569336e+00 -3.461064338684082031e+00 -3.888922929763793945e+00 -1.688740134239196777e+00 -4.515255928039550781e+00 -2.856398820877075195e+00 -2.332418203353881836e+00 -2.195135354995727539e+00 -2.353665828704833984e+00 -1.591367006301879883e+00 -2.696642637252807617e+00 -3.653442144393920898e+00 -2.444181919097900391e+00 -2.813791513442993164e+00 -2.988728284835815430e+00 -3.122215270996093750e+00 -4.170104503631591797e+00 -3.289304494857788086e+00 -6.196355819702148438e-01 -2.817757844924926758e+00 -3.209833145141601562e+00 -3.225641250610351562e+00 -3.648787975311279297e+00 -3.299153804779052734e+00 -3.124634265899658203e+00 -2.786948680877685547e+00 -2.530404329299926758e+00 -3.374925374984741211e+00 -3.012444972991943359e+00 -3.845408916473388672e+00 -2.207541465759277344e+00 -3.003253936767578125e+00 -3.041865110397338867e+00 -3.508885145187377930e+00 -4.353140354156494141e+00 -4.220418930053710938e+00 -1.693232178688049316e+00 -1.592461943626403809e+00 -3.143523931503295898e+00 -3.223754644393920898e+00 -2.596364259719848633e+00 -3.245395421981811523e+00 -4.140086174011230469e+00 -1.840274930000305176e+00 -2.884469509124755859e+00 -2.535613059997558594e+00 -3.642135858535766602e-01 -3.570305347442626953e+00 -4.181188106536865234e+00 -2.937830686569213867e+00 -3.146209001541137695e+00 -3.162820339202880859e+00 -3.216460704803466797e+00 -1.373121500015258789e+00 -2.569073915481567383e+00 -1.349813580513000488e+00 -2.356271028518676758e+00 -2.375660687685012817e-01 -2.205939054489135742e+00 -3.317895174026489258e+00 -2.971668243408203125e+00 -3.853352308273315430e+00 -2.394682645797729492e+00 -2.928371429443359375e+00 -3.197221279144287109e+00 -1.538769125938415527e+00 --2.315810680389404297e+00 -3.128693580627441406e+00 -4.295123219490051270e-01 -1.662864565849304199e+00 -2.844792366027832031e+00 -3.639220952987670898e+00 -3.486984014511108398e+00 -2.358146429061889648e+00 -3.065436840057373047e+00 -2.759963870048522949e-01 -4.065652370452880859e+00 -2.482330322265625000e+00 -2.002208948135375977e+00 -3.559798955917358398e+00 -2.745213747024536133e+00 -2.025699377059936523e+00 -2.842779874801635742e+00 -1.177106142044067383e+00 -2.918390274047851562e+00 -2.605951547622680664e+00 -3.139986276626586914e+00 -3.091736078262329102e+00 -2.552979469299316406e+00 -2.582512855529785156e+00 -3.536013603210449219e+00 -3.649232149124145508e+00 -4.438710212707519531e+00 -4.780418872833251953e+00 -4.456302165985107422e+00 -9.529230594635009766e-01 -3.420811176300048828e+00 -3.796462059020996094e+00 -3.732613325119018555e+00 -3.437590360641479492e+00 -3.367686986923217773e+00 -3.472167730331420898e+00 -2.886522054672241211e+00 -3.672009706497192383e+00 -2.847321331501007080e-01 -3.285327196121215820e+00 -3.304567813873291016e+00 -2.964925289154052734e+00 -3.433990478515625000e+00 -2.953694343566894531e+00 -3.467135429382324219e+00 -2.848467111587524414e+00 -3.563781976699829102e+00 -2.700677871704101562e+00 -1.943437933921813965e+00 -3.689684391021728516e+00 -2.416064739227294922e+00 -7.389318346977233887e-01 --5.312172174453735352e-01 -2.242196798324584961e+00 -5.695555210113525391e-01 -2.869859218597412109e+00 -2.840665102005004883e+00 -3.095431327819824219e+00 -4.023704051971435547e+00 -2.139179944992065430e+00 -1.922746658325195312e+00 -3.785282611846923828e+00 -3.602131843566894531e+00 -3.122579574584960938e+00 -1.425999164581298828e+00 -2.092772722244262695e+00 -3.306975603103637695e+00 -3.815490722656250000e+00 -1.601290225982666016e+00 -3.818238258361816406e+00 -3.077498197555541992e+00 -2.251382350921630859e+00 -1.230290651321411133e+00 -3.701487302780151367e+00 -2.075888633728027344e+00 -3.990571737289428711e+00 -9.739459156990051270e-01 -3.723104476928710938e+00 -3.849326133728027344e+00 -2.112714529037475586e+00 -2.747330427169799805e+00 -2.734033584594726562e+00 -3.333000183105468750e+00 -3.196469068527221680e+00 -1.742996811866760254e+00 -3.047996044158935547e+00 -3.684675216674804688e+00 -3.174340963363647461e+00 -2.607745170593261719e+00 -1.378645658493041992e+00 -4.110132217407226562e+00 -2.112585783004760742e+00 -3.541114091873168945e+00 -3.599004030227661133e+00 -9.986705780029296875e-01 -2.989495515823364258e+00 -3.731259822845458984e+00 -3.366665840148925781e+00 -3.370855331420898438e+00 -3.739566326141357422e+00 --1.399511814117431641e+00 -4.033549308776855469e+00 -3.886238336563110352e+00 -1.412967085838317871e+00 -1.318040341138839722e-01 -4.022909641265869141e+00 -2.680055618286132812e+00 -3.742501497268676758e+00 -4.081490993499755859e+00 -3.501497030258178711e+00 --9.888131171464920044e-02 -2.645848512649536133e+00 -3.457215070724487305e+00 -3.943022966384887695e+00 -3.734287023544311523e+00 -2.319277048110961914e+00 -2.801402807235717773e+00 --9.359660744667053223e-01 -3.047731876373291016e+00 -2.182888031005859375e+00 -3.552865743637084961e+00 --2.312302350997924805e+00 -3.985141992568969727e+00 -3.781889677047729492e+00 -1.797177433967590332e+00 -3.918109655380249023e+00 -3.626781225204467773e+00 --2.233695745468139648e+00 -2.769396781921386719e+00 -1.956784009933471680e+00 -2.693762302398681641e+00 -2.672861814498901367e+00 -2.085226774215698242e+00 --6.202336549758911133e-01 -3.169555902481079102e+00 --1.359113335609436035e+00 -4.484861373901367188e+00 -1.519511461257934570e+00 -2.978629350662231445e+00 -2.934700489044189453e+00 -3.795929431915283203e+00 -3.773079633712768555e+00 -9.589236974716186523e-01 -3.109454870223999023e+00 -3.042547225952148438e+00 -3.497905492782592773e+00 -2.772717475891113281e+00 -4.671179771423339844e+00 -3.197681665420532227e+00 -1.817152738571166992e+00 -2.210572481155395508e+00 -3.444114923477172852e+00 -3.712690353393554688e+00 -3.119534730911254883e+00 -3.511160612106323242e+00 -2.409156322479248047e+00 -1.668626189231872559e+00 -3.343974351882934570e+00 -3.332291603088378906e+00 -1.628293991088867188e+00 -1.653906702995300293e+00 -3.343659162521362305e+00 -3.116973400115966797e+00 -3.196652412414550781e+00 -2.178335428237915039e+00 -2.342980146408081055e+00 -3.720406770706176758e+00 --6.087926030158996582e-01 -2.707594394683837891e+00 -1.843993425369262695e+00 -3.361267089843750000e+00 -4.773473739624023438e+00 -2.578938007354736328e+00 -2.312644720077514648e+00 --2.477678537368774414e+00 -1.890275597572326660e+00 -2.136371374130249023e+00 -1.916237473487854004e+00 -1.334807872772216797e+00 -1.439500331878662109e+00 -2.180731773376464844e+00 -3.193735361099243164e+00 -3.077756643295288086e+00 -2.962457656860351562e+00 --2.837972402572631836e+00 -3.132387876510620117e+00 -3.160951852798461914e+00 -3.272036552429199219e+00 -2.036966562271118164e+00 -1.901163339614868164e+00 -1.165732860565185547e+00 -4.117235660552978516e+00 -3.549838781356811523e+00 -2.506778240203857422e+00 -3.757613897323608398e+00 -2.648673534393310547e+00 -2.262454509735107422e+00 -4.390981674194335938e+00 -3.766639709472656250e+00 -2.787336587905883789e+00 -2.726110696792602539e+00 -3.102237462997436523e+00 -4.540289044380187988e-01 -3.626523971557617188e+00 -1.901760458946228027e+00 -2.975761175155639648e+00 -1.785031914710998535e+00 -3.006175756454467773e+00 -4.507995605468750000e+00 -1.478169322013854980e+00 -3.008728981018066406e+00 -1.941413164138793945e+00 -1.342944860458374023e+00 -3.869347810745239258e+00 -3.134016275405883789e+00 -3.225103378295898438e+00 -2.557708978652954102e+00 -2.804708957672119141e+00 -3.633964776992797852e+00 -3.884341955184936523e+00 -4.140630722045898438e+00 -4.266599178314208984e+00 -1.215525507926940918e+00 -3.630488395690917969e+00 -2.250381410121917725e-01 -3.028102874755859375e+00 -2.652106285095214844e+00 -3.390474319458007812e+00 -3.102576494216918945e+00 -2.636316537857055664e+00 -1.275462031364440918e+00 -2.761005163192749023e+00 -2.673604011535644531e+00 -2.375926971435546875e+00 -2.316103935241699219e+00 -2.736783266067504883e+00 -2.224746227264404297e+00 -3.363994598388671875e+00 -1.372298449277877808e-01 -2.981348991394042969e+00 -3.112950563430786133e+00 -1.805842876434326172e+00 -1.615577697753906250e+00 -2.422641992568969727e+00 -2.711556196212768555e+00 -3.535434961318969727e+00 -3.198251485824584961e+00 -1.500778347253799438e-01 -1.937912106513977051e+00 -1.634232163429260254e+00 -1.505452275276184082e+00 -3.077764987945556641e+00 -3.196340560913085938e+00 -3.887131929397583008e+00 -1.604825615882873535e+00 -3.084037303924560547e+00 -4.021060943603515625e+00 -4.351245403289794922e+00 -3.530726909637451172e+00 -2.672802209854125977e+00 -2.894863605499267578e+00 -3.111934661865234375e+00 -3.088024377822875977e+00 -4.035995960235595703e+00 -3.709343671798706055e+00 -4.271795749664306641e+00 -3.779262065887451172e+00 -1.758228302001953125e+00 -2.135265827178955078e+00 -2.916759014129638672e+00 -2.912734031677246094e+00 -3.188636064529418945e+00 -3.770397424697875977e+00 -3.597752332687377930e+00 -3.258887529373168945e+00 -4.047898292541503906e+00 -2.098512649536132812e+00 -3.793061494827270508e+00 -2.954704999923706055e+00 -1.337257862091064453e+00 -2.929964065551757812e+00 -2.858392238616943359e+00 -2.393753051757812500e+00 diff --git a/examples/synthetic/outputs/data2/X_train.csv b/examples/synthetic/outputs/data2/X_train.csv deleted file mode 100644 index b61cf08..0000000 --- a/examples/synthetic/outputs/data2/X_train.csv +++ /dev/null @@ -1,500 +0,0 @@ --6.968661546707153320e-01,-1.364149451255798340e+00,2.367305457592010498e-01 -9.068464040756225586e-01,6.454044580459594727e-01,5.131270885467529297e-01 --1.445785611867904663e-01,3.085523545742034912e-01,1.201652884483337402e+00 -7.125193476676940918e-01,-5.403131842613220215e-01,-1.213123917579650879e+00 --6.636605858802795410e-01,-1.495245456695556641e+00,3.793503046035766602e-01 -1.056726813316345215e+00,-4.996281862258911133e-01,6.146336793899536133e-01 --1.354436159133911133e+00,1.013475418090820312e+00,1.561926126480102539e+00 --2.160101383924484253e-01,-5.610852241516113281e-01,6.798939704895019531e-01 --1.068078279495239258e+00,3.063728809356689453e-01,-8.457700610160827637e-01 -1.232305526733398438e+00,9.294008016586303711e-01,-1.389587879180908203e+00 --4.786534607410430908e-01,-6.260322928428649902e-01,2.748868763446807861e-01 --1.554135322570800781e+00,-1.190461993217468262e+00,6.603105068206787109e-01 -1.074837207794189453e+00,1.337788462638854980e+00,4.298916459083557129e-01 --2.205739617347717285e-01,1.427339911460876465e-01,8.179026842117309570e-01 -1.088061690330505371e+00,-4.208475649356842041e-01,-1.712809562683105469e+00 --6.044431328773498535e-01,-1.198752045631408691e+00,-1.492641925811767578e+00 -1.042027398943901062e-01,-1.104574561119079590e+00,1.245892524719238281e+00 --1.757392048835754395e+00,-5.613876581192016602e-01,-1.571674704551696777e+00 -1.611494541168212891e+00,-1.534560769796371460e-01,-1.491251707077026367e+00 --9.105901718139648438e-01,7.791423797607421875e-01,5.333072543144226074e-01 --1.629159927368164062e+00,-1.532250761985778809e+00,-7.821207642555236816e-01 --2.043053209781646729e-01,-1.056881546974182129e+00,-9.401283860206604004e-01 --1.176762342453002930e+00,-1.151500701904296875e+00,8.207179307937622070e-01 --1.562996506690979004e+00,1.018703103065490723e+00,-1.557123541831970215e+00 --1.822061657905578613e+00,1.183195710182189941e-01,-4.285996556282043457e-01 -1.149404764175415039e+00,-3.011435270309448242e-01,2.140573114156723022e-01 -6.508924365043640137e-01,-3.392816185951232910e-01,1.620910286903381348e+00 -1.138084053993225098e+00,-1.475782275199890137e+00,9.346253275871276855e-01 --1.178678750991821289e+00,1.116999164223670959e-01,9.842252731323242188e-01 --7.826018929481506348e-01,8.580693006515502930e-01,-6.442978382110595703e-01 --6.580179929733276367e-02,-1.027809858322143555e+00,-1.556890964508056641e+00 --8.301837444305419922e-01,-1.174564659595489502e-01,-1.091172337532043457e+00 -6.545426249504089355e-01,-9.601336121559143066e-01,-2.269506454467773438e-01 -3.917993307113647461e-01,1.425305008888244629e+00,-3.361314833164215088e-01 -9.163600802421569824e-01,1.029850482940673828e+00,-1.075944781303405762e+00 --9.770616888999938965e-01,-6.638262867927551270e-01,2.044553756713867188e-01 --1.324144601821899414e+00,3.934290409088134766e-01,5.072378516197204590e-01 --1.517913818359375000e+00,4.390725865960121155e-02,-1.334844112396240234e+00 --1.321022391319274902e+00,-4.710873067378997803e-01,6.678243279457092285e-01 --1.642585158348083496e+00,1.567194819450378418e+00,1.374783635139465332e+00 --9.832032918930053711e-01,6.058806777000427246e-01,4.268420040607452393e-01 -1.044827103614807129e+00,1.352648854255676270e+00,-5.882206559181213379e-01 --1.204359531402587891e+00,5.919320583343505859e-01,-1.120820403099060059e+00 -8.097792863845825195e-01,1.582282781600952148e+00,7.761304378509521484e-01 -5.756282210350036621e-01,-8.959597349166870117e-01,6.826361417770385742e-01 --3.339394032955169678e-01,3.265947401523590088e-01,-1.522205621004104614e-01 --1.061912059783935547e+00,-6.257345080375671387e-01,1.583573102951049805e+00 --1.460537195205688477e+00,3.491794466972351074e-01,-7.683528661727905273e-01 --4.703562259674072266e-01,4.890673160552978516e-01,-9.305713772773742676e-01 --3.719640374183654785e-01,-7.070471644401550293e-01,8.563241958618164062e-01 -1.476845264434814453e+00,7.962990403175354004e-01,-1.026998996734619141e+00 --7.035658359527587891e-01,-1.210296273231506348e+00,2.815618813037872314e-01 -9.039877653121948242e-01,1.341052055358886719e+00,-6.442689299583435059e-01 -9.074247479438781738e-01,6.963937878608703613e-01,-7.154555916786193848e-01 --1.639790296554565430e+00,-9.136329293251037598e-01,3.123195767402648926e-01 -8.018892407417297363e-01,1.457317709922790527e+00,-9.279931783676147461e-01 -6.471324563026428223e-01,-7.922393679618835449e-01,2.001745998859405518e-02 --1.149212718009948730e+00,3.087114095687866211e-01,-1.425787210464477539e+00 --8.703709840774536133e-01,-9.034954011440277100e-02,1.500737071037292480e+00 -5.322520136833190918e-01,1.834132373332977295e-01,3.172149956226348877e-01 -4.771312177181243896e-01,9.200968146324157715e-01,-1.506195068359375000e+00 -5.711937546730041504e-01,-8.129810094833374023e-01,1.115475445985794067e-01 -1.360951781272888184e+00,-2.255792319774627686e-01,9.735575318336486816e-01 -1.355228900909423828e+00,1.516190171241760254e-01,1.660023331642150879e+00 --5.705966353416442871e-01,-1.167200684547424316e+00,8.496915698051452637e-01 -1.606932878494262695e+00,-9.767816066741943359e-01,1.111310362815856934e+00 --9.796747565269470215e-01,-1.681587219238281250e+00,-1.212030291557312012e+00 --1.875368505716323853e-01,1.326798200607299805e+00,3.833098113536834717e-01 -7.152163982391357422e-01,3.936914503574371338e-01,-9.539611935615539551e-01 -1.056700468063354492e+00,1.263502836227416992e+00,-1.367364764213562012e+00 -3.320562243461608887e-01,1.360014796257019043e+00,-4.957203269004821777e-01 --7.189910411834716797e-01,1.320593714714050293e+00,-1.429341554641723633e+00 -1.653710722923278809e+00,-1.348013162612915039e+00,7.175793051719665527e-01 --1.166170954704284668e+00,1.240926265716552734e+00,-8.659313321113586426e-01 -1.660235673189163208e-01,1.167603015899658203e+00,1.672357201576232910e+00 -1.574357867240905762e+00,8.796977400779724121e-01,-2.438855022192001343e-01 --7.983699440956115723e-01,-2.294265627861022949e-01,-6.264678239822387695e-01 --1.341411828994750977e+00,-4.723532795906066895e-01,-8.612643480300903320e-01 -1.226772427558898926e+00,1.678130030632019043e+00,-8.956483006477355957e-01 --4.288516640663146973e-01,-1.405661940574645996e+00,1.557409644126892090e+00 --6.606355905532836914e-01,-4.164662957191467285e-01,2.215887755155563354e-01 -1.163912773132324219e+00,1.408067822456359863e+00,4.502771198749542236e-01 -1.458909988403320312e+00,-1.154268145561218262e+00,7.906858921051025391e-01 --1.368249654769897461e+00,1.832393109798431396e-01,1.154943346977233887e+00 --4.097611308097839355e-01,4.827302694320678711e-01,1.963199973106384277e-01 --1.893303394317626953e+00,-7.598682492971420288e-02,8.660374879837036133e-01 --9.620541334152221680e-01,3.796676695346832275e-01,-1.013919353485107422e+00 --1.182453751564025879e+00,-1.575518250465393066e+00,9.364007711410522461e-01 -1.219915673136711121e-01,1.905340105295181274e-01,8.885903358459472656e-01 -1.474350392818450928e-01,-1.403840422630310059e+00,-1.245066523551940918e+00 --1.946403235197067261e-01,-6.756080389022827148e-01,7.259060740470886230e-01 -8.782967329025268555e-01,-1.379997253417968750e+00,9.304512292146682739e-02 -1.646066308021545410e+00,-1.560346603393554688e+00,-7.707471847534179688e-01 -1.168046668171882629e-01,-1.747828125953674316e-01,-5.979009866714477539e-01 --5.736499428749084473e-01,1.019042611122131348e+00,-2.814608216285705566e-01 -1.703854084014892578e+00,1.214285373687744141e+00,1.432434201240539551e+00 -2.150866389274597168e-01,-1.647706151008605957e+00,1.393533229827880859e+00 --1.626230239868164062e+00,1.084086060523986816e+00,1.286935359239578247e-01 -6.918627023696899414e-01,-8.651337027549743652e-01,1.619629025459289551e+00 --6.732949614524841309e-02,-1.248256444931030273e+00,-9.639923572540283203e-01 -6.433067321777343750e-01,-6.330177783966064453e-01,-7.914363741874694824e-01 -1.058530807495117188e+00,-7.744837999343872070e-01,-1.488049149513244629e+00 -5.624564364552497864e-02,1.747240424156188965e-01,1.264136672019958496e+00 -1.372193932533264160e+00,4.827549159526824951e-01,1.711471378803253174e-01 -1.638599872589111328e+00,-1.571948766708374023e+00,1.361088395118713379e+00 --4.227212965488433838e-01,1.179988622665405273e+00,-9.937747120857238770e-01 --1.009883284568786621e+00,-1.321084350347518921e-01,-1.642726540565490723e+00 --8.812652230262756348e-01,-1.510630965232849121e+00,3.663457036018371582e-01 -8.626798391342163086e-01,-4.412645399570465088e-01,1.114204525947570801e+00 -4.223129451274871826e-01,1.654582977294921875e+00,-9.359552860260009766e-01 --3.101016581058502197e-02,8.358008265495300293e-01,2.249552309513092041e-01 -1.465017199516296387e+00,-1.182392716407775879e+00,-5.235222578048706055e-01 --1.624842286109924316e+00,-3.570135235786437988e-01,-8.010623455047607422e-01 --1.650812625885009766e+00,-2.201268672943115234e-01,1.293346762657165527e+00 -8.371583819389343262e-01,-1.243571519851684570e+00,1.010410904884338379e+00 -8.786299228668212891e-01,4.295136332511901855e-01,-1.511685997247695923e-01 --8.512722849845886230e-01,5.220547914505004883e-01,1.067727088928222656e+00 -1.205236077308654785e+00,6.546266674995422363e-01,3.458648622035980225e-01 -4.677165746688842773e-01,-8.550326228141784668e-01,1.150547981262207031e+00 -7.720272541046142578e-01,-9.486794471740722656e-01,3.165725767612457275e-01 -1.362265586853027344e+00,-1.387885928153991699e+00,4.237189888954162598e-01 -1.704224348068237305e+00,1.624937534332275391e+00,1.557491064071655273e+00 --6.872698664665222168e-02,-1.362622499465942383e+00,-1.153267502784729004e+00 -8.099823594093322754e-01,-7.098370790481567383e-01,1.571602106094360352e+00 -1.317526817321777344e+00,-1.622371912002563477e+00,1.384778380393981934e+00 --5.743157863616943359e-01,-5.782659649848937988e-01,7.134331017732620239e-02 --3.263979405164718628e-02,-1.651293635368347168e+00,1.276481509208679199e+00 -4.060750007629394531e-01,-1.547876000404357910e+00,1.022942900657653809e+00 --1.797791719436645508e-01,1.247586965560913086e+00,-1.172006487846374512e+00 --1.717766523361206055e+00,1.685286521911621094e+00,-1.083278417587280273e+00 --1.101663470268249512e+00,1.374244332313537598e+00,1.491940140724182129e+00 --8.104938268661499023e-01,4.916317760944366455e-01,1.417576789855957031e+00 -9.604932665824890137e-01,-6.475638151168823242e-01,3.534675240516662598e-01 -9.723086357116699219e-01,-1.184572696685791016e+00,-4.370509982109069824e-01 -4.705653488636016846e-01,-4.675446450710296631e-01,1.188114047050476074e+00 --4.946943223476409912e-01,8.160111904144287109e-01,-1.220122575759887695e+00 -1.399242401123046875e+00,-1.418300747871398926e+00,-1.457960963249206543e+00 -8.528676033020019531e-01,1.474237322807312012e+00,1.249276161193847656e+00 -8.851038217544555664e-01,-9.352340698242187500e-01,-9.471012353897094727e-01 -3.868142366409301758e-01,-1.670993924140930176e+00,-1.097328424453735352e+00 -9.455103278160095215e-01,-1.182898759841918945e+00,-8.761838078498840332e-01 --1.692002177238464355e+00,1.603338122367858887e+00,-1.688171625137329102e+00 -2.633123099803924561e-01,4.895003437995910645e-01,-2.063459455966949463e-01 -1.564086437225341797e+00,-7.766675353050231934e-01,8.314322233200073242e-01 --1.371988654136657715e+00,-1.572812646627426147e-01,1.424082994461059570e+00 --8.482317924499511719e-01,-1.366069316864013672e+00,-1.178679585456848145e+00 -1.657149076461791992e+00,9.365657567977905273e-01,1.234621405601501465e+00 --1.696699500083923340e+00,-2.254965752363204956e-01,1.452784091234207153e-01 --1.486947655677795410e+00,1.196842312812805176e+00,-6.468239426612854004e-01 --1.008861884474754333e-01,9.394830465316772461e-01,5.320631861686706543e-01 -1.323856353759765625e+00,1.323542833328247070e+00,1.704250097274780273e+00 -3.498109430074691772e-02,-1.224468350410461426e+00,1.501414060592651367e+00 --3.770448565483093262e-01,3.015806972980499268e-01,-7.690062522888183594e-01 -1.614342451095581055e+00,5.479556322097778320e-01,-1.015939831733703613e+00 -1.298403859138488770e+00,-2.786605656147003174e-01,-3.751400709152221680e-01 --8.325054049491882324e-01,-8.211346268653869629e-01,-1.161600872874259949e-01 -1.967574357986450195e-01,-6.586625427007675171e-02,1.029235124588012695e+00 --6.132520437240600586e-01,5.629447102546691895e-01,-6.600722670555114746e-01 --1.743380665779113770e+00,7.036923766136169434e-01,8.048697710037231445e-01 --1.304012775421142578e+00,-1.581634998321533203e+00,4.634339809417724609e-01 --1.408016532659530640e-01,-8.242933750152587891e-01,-1.354751467704772949e+00 -8.910633325576782227e-01,-1.649430632591247559e+00,-6.041792035102844238e-01 -8.417272567749023438e-01,-1.582520604133605957e-01,-1.135986208915710449e+00 --1.226959705352783203e+00,4.416715502738952637e-01,1.247427940368652344e+00 -1.618745446205139160e+00,-8.856754302978515625e-01,-1.183208227157592773e+00 -8.823720365762710571e-02,-3.071844875812530518e-01,-8.036036044359207153e-02 -1.526729226112365723e+00,-8.261198401451110840e-01,-1.186561226844787598e+00 -6.849605441093444824e-01,1.616530060768127441e+00,-7.612099051475524902e-01 -1.470127463340759277e+00,-1.354799866676330566e+00,1.381009340286254883e+00 --1.168437600135803223e+00,1.629518628120422363e+00,-2.192989923059940338e-02 --4.742331206798553467e-01,-1.546798229217529297e+00,-4.736465215682983398e-01 -1.433802127838134766e+00,-9.091807603836059570e-01,-7.823855876922607422e-01 -1.027387678623199463e-01,-7.241539359092712402e-01,-8.703153729438781738e-01 --6.959657073020935059e-01,-6.391515135765075684e-01,1.064554333686828613e+00 -3.885264694690704346e-02,-1.087921380996704102e+00,5.408330559730529785e-01 --8.831181526184082031e-01,-4.695967137813568115e-01,8.892198204994201660e-01 -1.238827824592590332e+00,1.704779744148254395e+00,9.210067391395568848e-01 --1.175570726394653320e+00,3.598746657371520996e-02,1.062185287475585938e+00 -6.787718534469604492e-01,1.277678608894348145e-01,2.627612948417663574e-01 --8.536587953567504883e-01,5.889451503753662109e-01,-6.571614146232604980e-01 -1.421309828758239746e+00,5.093907713890075684e-01,1.067699670791625977e+00 --6.658112406730651855e-01,2.203121967613697052e-02,-3.634558618068695068e-01 --1.759760499000549316e+00,4.172150194644927979e-01,-1.327269673347473145e-01 --6.146579980850219727e-01,-1.126533150672912598e+00,5.051845908164978027e-01 -9.437301754951477051e-02,8.772962093353271484e-01,3.055428862571716309e-01 --1.174328565597534180e+00,-1.023223474621772766e-01,1.590264678001403809e+00 --6.455095410346984863e-01,1.356345415115356445e-01,1.428201794624328613e+00 --1.147665143013000488e+00,1.492183923721313477e+00,-4.987908005714416504e-01 -1.571570992469787598e+00,-1.247519612312316895e+00,-1.312199473381042480e+00 -1.248090505599975586e+00,-3.448373675346374512e-01,5.650508403778076172e-01 -1.167723298072814941e+00,4.121709465980529785e-01,-1.377048850059509277e+00 -1.885631084442138672e-01,-8.755584955215454102e-01,-6.892404556274414062e-01 --1.210816621780395508e+00,7.705376744270324707e-01,4.777840077877044678e-01 --1.535263180732727051e+00,4.781872630119323730e-01,-3.001469671726226807e-01 --1.503459215164184570e+00,-4.333417415618896484e-01,-5.774223804473876953e-01 --1.386949181556701660e+00,-1.186547398567199707e+00,3.317147195339202881e-01 -6.760213375091552734e-01,-1.429764628410339355e+00,-2.765366733074188232e-01 --3.010192140936851501e-02,-7.595549225807189941e-01,-1.260792493820190430e+00 --1.015536785125732422e+00,9.580726623535156250e-01,-1.514712452888488770e+00 -1.100925922393798828e+00,1.364951252937316895e+00,-1.379712462425231934e+00 -2.055004388093948364e-01,3.371415436267852783e-01,1.057923555374145508e+00 -9.970005750656127930e-01,-1.503347277641296387e+00,-3.998454809188842773e-01 -1.218317031860351562e+00,-4.136925041675567627e-01,-1.473085284233093262e-01 --1.188041567802429199e+00,5.374265313148498535e-01,-2.651613056659698486e-01 -4.316093921661376953e-01,3.179983198642730713e-01,-2.131061851978302002e-01 --1.111533880233764648e+00,8.567201495170593262e-01,-2.182545363903045654e-01 -1.715812236070632935e-01,1.200555324554443359e+00,1.419079661369323730e+00 -4.952852427959442139e-01,9.624652862548828125e-01,-4.240962564945220947e-01 -5.526024103164672852e-01,-3.597237765789031982e-01,-2.203072458505630493e-01 -1.129572629928588867e+00,-4.968277812004089355e-01,6.190726161003112793e-02 -1.556363582611083984e+00,1.049870133399963379e+00,1.029197573661804199e+00 --3.046425879001617432e-01,1.568347215652465820e+00,1.349459290504455566e+00 -2.281850129365921021e-01,-9.531642794609069824e-01,-1.466956615447998047e+00 -1.021863594651222229e-01,5.413377285003662109e-01,1.067474603652954102e+00 --7.204259186983108521e-02,6.716494560241699219e-01,5.046864748001098633e-01 --9.553214311599731445e-01,4.400816559791564941e-02,3.377305269241333008e-01 -8.960435390472412109e-01,9.024683386087417603e-02,6.744792461395263672e-01 --5.702311396598815918e-01,-2.289856672286987305e-01,-1.198866248130798340e+00 -3.393118977546691895e-01,6.004375815391540527e-01,-4.902973771095275879e-01 -6.909651756286621094e-01,-8.313966989517211914e-01,-1.474018454551696777e+00 --1.001806020736694336e+00,9.352861046791076660e-01,3.760671615600585938e-01 --6.207854747772216797e-01,1.970661729574203491e-01,9.817771315574645996e-01 -2.388770505785942078e-02,-1.165040850639343262e+00,1.709507703781127930e+00 -2.198631912469863892e-01,9.751750230789184570e-01,-9.371718168258666992e-01 --2.450998723506927490e-01,-7.589313387870788574e-01,6.456803530454635620e-02 -7.950787246227264404e-02,-7.805131673812866211e-01,-1.408596634864807129e+00 --8.852903544902801514e-02,-7.815531641244888306e-02,1.094921901822090149e-01 -8.128052353858947754e-01,1.317853331565856934e+00,-6.180261969566345215e-01 --1.302300572395324707e+00,1.454718112945556641e+00,1.175709605216979980e+00 --9.294218569993972778e-02,-1.409190177917480469e+00,-7.019878029823303223e-01 --1.400488376617431641e+00,-4.201460629701614380e-02,-1.156800270080566406e+00 -1.150884866714477539e+00,-1.530842036008834839e-01,-1.251012206077575684e+00 --4.840298891067504883e-01,1.179803371429443359e+00,-5.680679678916931152e-01 --3.959858119487762451e-01,1.422462582588195801e+00,1.041919961571693420e-01 -1.515570640563964844e+00,-5.203548073768615723e-02,-1.650645732879638672e+00 -1.581605911254882812e+00,1.077250480651855469e+00,1.678725242614746094e+00 -7.957465052604675293e-01,3.774100840091705322e-01,6.709071993827819824e-01 --1.555324673652648926e+00,4.104980826377868652e-01,-1.312584042549133301e+00 --4.236561954021453857e-01,1.646118998527526855e+00,-8.041827678680419922e-01 -1.372265338897705078e+00,3.582364022731781006e-01,6.403246521949768066e-01 -6.558758020401000977e-01,2.838045358657836914e-01,5.734948515892028809e-01 -3.068249523639678955e-01,-8.311324715614318848e-01,2.772074937820434570e-01 -1.317308843135833740e-01,1.531482934951782227e+00,9.720239639282226562e-01 -2.588417828083038330e-01,6.145455241203308105e-01,3.656508028507232666e-01 -1.266894817352294922e+00,5.621803998947143555e-01,3.803760707378387451e-01 -8.621923327445983887e-01,5.694398880004882812e-01,-5.333532094955444336e-01 --1.075073599815368652e+00,-9.084075689315795898e-01,8.826181888580322266e-01 --5.607942342758178711e-01,6.823346018791198730e-01,1.602462649345397949e+00 --2.276850640773773193e-01,9.438745975494384766e-01,-5.706636905670166016e-01 -2.398307062685489655e-02,2.228781580924987793e-01,-2.227633893489837646e-01 --1.233332514762878418e+00,-3.622802719473838806e-02,6.896832585334777832e-02 --1.381045341491699219e+00,3.143789768218994141e-01,1.180423378944396973e+00 -5.096445083618164062e-01,1.611739635467529297e+00,-7.131065428256988525e-02 --1.554293394088745117e+00,1.459939122200012207e+00,7.658591270446777344e-01 --7.616760134696960449e-01,2.338728159666061401e-01,2.531958185136318207e-02 --1.851587057113647461e+00,-1.042744636535644531e+00,1.681008458137512207e+00 --1.292147755622863770e+00,-1.158553004264831543e+00,-3.714190796017646790e-02 -1.515049815177917480e+00,-1.210322260856628418e+00,-1.709460377693176270e+00 -3.330944180488586426e-01,-8.753458261489868164e-01,-6.679330021142959595e-02 -4.315604865550994873e-01,8.484973907470703125e-01,-4.212495405226945877e-03 -9.594143629074096680e-01,-2.501877397298812866e-02,3.763853609561920166e-01 -7.172741293907165527e-01,-4.115247428417205811e-01,1.064008474349975586e+00 -8.160275220870971680e-01,-1.157812476158142090e+00,-1.340127229690551758e+00 -2.483391761779785156e-01,-3.465450927615165710e-02,1.606820702552795410e+00 -4.285331368446350098e-01,6.474329233169555664e-01,3.296338915824890137e-01 -3.171070218086242676e-01,-1.456397175788879395e+00,5.164778232574462891e-01 --1.613177537918090820e+00,3.825819492340087891e-01,7.137724161148071289e-01 --1.458705812692642212e-01,-8.799321055412292480e-01,6.659577488899230957e-01 --4.699062705039978027e-01,-1.464341402053833008e+00,-2.927305735647678375e-02 -1.817449778318405151e-01,-1.150586724281311035e+00,-1.221481442451477051e+00 --4.982055723667144775e-01,1.519678711891174316e+00,-1.207078218460083008e+00 -8.731224387884140015e-02,-3.409228026866912842e-01,1.515308171510696411e-01 -4.265760183334350586e-01,-9.020666480064392090e-01,-8.785834908485412598e-01 -1.551872491836547852e+00,7.182914614677429199e-01,-6.536500453948974609e-01 -4.776834547519683838e-01,1.714008927345275879e+00,1.570014476776123047e+00 --1.781210184097290039e+00,1.308669805526733398e+00,1.451966047286987305e+00 --1.646999239921569824e+00,-1.473874330520629883e+00,-1.259435415267944336e+00 -1.477156043052673340e+00,-9.179746508598327637e-01,-1.338785767555236816e+00 --1.064288616180419922e+00,1.518324732780456543e+00,4.882532060146331787e-01 -1.231349349021911621e+00,1.674199938774108887e+00,-6.915027499198913574e-01 --1.502293467521667480e+00,-1.357210874557495117e+00,-1.640307664871215820e+00 -5.186704993247985840e-01,-1.146113753318786621e+00,8.738457560539245605e-01 -1.061945796012878418e+00,1.913173496723175049e-01,1.553555727005004883e+00 -1.711134314537048340e-01,-9.756240248680114746e-01,-1.435731410980224609e+00 -1.275877833366394043e+00,-1.741154640913009644e-01,4.003838896751403809e-01 -1.247693061828613281e+00,-1.123495221138000488e+00,-5.403791666030883789e-01 --4.788882136344909668e-01,-1.269655704498291016e+00,-9.355778098106384277e-01 --4.223845303058624268e-01,7.227347493171691895e-01,-1.430249929428100586e+00 --1.541223406791687012e+00,1.176363587379455566e+00,9.799761176109313965e-01 --4.556512832641601562e-01,-8.467890024185180664e-01,-2.241758108139038086e-01 --1.748707532882690430e+00,1.099228620529174805e+00,8.541573882102966309e-01 -1.487084150314331055e+00,9.521467685699462891e-01,-1.713762402534484863e+00 --1.260774850845336914e+00,1.480689644813537598e+00,-9.551342576742172241e-03 --5.582606792449951172e-02,1.699571251869201660e+00,-3.974932134151458740e-01 -5.400500297546386719e-01,-1.662393331527709961e+00,9.057314991950988770e-01 --8.748626112937927246e-01,6.426452398300170898e-01,1.413654088973999023e+00 -2.829751074314117432e-01,-1.487341523170471191e+00,8.776436448097229004e-01 -2.976408302783966064e-01,3.918813765048980713e-01,1.688309431076049805e+00 -4.114590287208557129e-01,6.682268530130386353e-02,1.238933131098747253e-01 -7.069635987281799316e-01,1.319886207580566406e+00,8.827920556068420410e-01 -1.773165166378021240e-01,-1.243829369544982910e+00,2.288486510515213013e-01 --8.998546004295349121e-01,-5.178036093711853027e-01,1.562136292457580566e+00 -3.345560133457183838e-01,-1.393692374229431152e+00,-4.819383621215820312e-01 -1.353360563516616821e-01,1.335044980049133301e+00,-1.373294711112976074e+00 --1.286741495132446289e+00,1.046012282371520996e+00,-3.156062960624694824e-01 --5.072714686393737793e-01,1.146855711936950684e+00,-1.464458584785461426e+00 --6.414308547973632812e-01,3.944650292396545410e-01,7.152087092399597168e-01 -2.237034738063812256e-01,-5.062619447708129883e-01,4.273360669612884521e-01 -1.524586915969848633e+00,-1.602712631225585938e+00,-1.101299285888671875e+00 --2.789826393127441406e-01,-9.441018700599670410e-01,8.735656738281250000e-01 --8.652567267417907715e-01,1.308777332305908203e+00,-1.315905690193176270e+00 --9.510277509689331055e-01,2.374870777130126953e-01,1.292849183082580566e+00 -2.190181761980056763e-01,1.539295673370361328e+00,-1.551796674728393555e+00 --2.277459055185317993e-01,-7.169091701507568359e-01,-4.302880465984344482e-01 -1.704783082008361816e+00,-1.677799582481384277e+00,-7.224819660186767578e-01 --2.132913172245025635e-01,1.589537739753723145e+00,4.332473576068878174e-01 --4.803806543350219727e-01,1.092587590217590332e+00,-9.600881934165954590e-01 -1.443041920661926270e+00,-1.130016088485717773e+00,-2.463834732770919800e-01 -1.080881059169769287e-01,1.135692000389099121e+00,1.436094284057617188e+00 --6.365840435028076172e-01,1.211576536297798157e-01,1.560039043426513672e+00 -1.526811838150024414e+00,5.697731375694274902e-01,1.546096205711364746e+00 --1.717062830924987793e+00,-1.273487329483032227e+00,-1.026351094245910645e+00 -2.190435528755187988e-01,-3.493481576442718506e-01,5.903404951095581055e-01 --1.615440547466278076e-01,-1.252842068672180176e+00,-4.978531002998352051e-01 -3.798972070217132568e-01,-1.458841919898986816e+00,4.352227449417114258e-01 --1.685813069343566895e+00,7.637529969215393066e-01,-7.604348659515380859e-01 --5.526424050331115723e-01,-1.156121373176574707e+00,-1.539367198944091797e+00 --1.793952822685241699e+00,1.628755182027816772e-01,-1.454559266567230225e-01 --5.568390488624572754e-01,1.294921785593032837e-01,1.067607522010803223e+00 --1.376992344856262207e+00,-1.479146480560302734e+00,-1.108006015419960022e-01 --5.709175765514373779e-02,1.422965407371520996e+00,1.118501186370849609e+00 --1.874150753021240234e+00,8.630012869834899902e-01,7.245668172836303711e-01 --8.316661715507507324e-01,1.795387864112854004e-01,9.043127298355102539e-02 -1.351083040237426758e+00,3.231068849563598633e-01,8.542203903198242188e-01 --1.273907274007797241e-01,-5.149723887443542480e-01,1.403594374656677246e+00 -1.384686231613159180e+00,7.653085887432098389e-02,-6.603006124496459961e-01 --4.460413753986358643e-01,1.344266176223754883e+00,1.584911465644836426e+00 --4.254624992609024048e-02,1.966244429349899292e-01,1.317728310823440552e-01 --7.017085552215576172e-01,-1.045879483222961426e+00,3.773092329502105713e-01 --3.096971847116947174e-02,-1.433759927749633789e+00,-1.295556187629699707e+00 --8.137429356575012207e-01,-1.107161790132522583e-01,1.588033914566040039e+00 --7.349058985710144043e-02,-7.096163630485534668e-01,1.198722004890441895e+00 --5.443686246871948242e-01,-1.143022179603576660e+00,-1.134279012680053711e+00 -1.674116730690002441e+00,1.603495478630065918e+00,1.438430547714233398e+00 --6.021531820297241211e-01,3.776565492153167725e-01,-2.879856824874877930e-01 -1.518704533576965332e+00,1.146699905395507812e+00,1.252834796905517578e+00 -1.589641571044921875e+00,1.516479849815368652e+00,1.090594172477722168e+00 -1.540024876594543457e+00,-1.279290080070495605e+00,-1.194412112236022949e+00 --2.141373045742511749e-02,-1.703782677650451660e-01,-4.754599034786224365e-01 --1.583948254585266113e+00,-2.700182199478149414e-01,4.875054657459259033e-01 -3.154502809047698975e-01,1.534017324447631836e+00,1.213910207152366638e-01 --9.066137075424194336e-01,1.515907287597656250e+00,-6.373115181922912598e-01 -6.238781809806823730e-01,1.396045446395874023e+00,-5.413800477981567383e-01 --7.751038074493408203e-01,-1.306897759437561035e+00,-3.064631670713424683e-02 --1.447714209556579590e+00,-1.061864614486694336e+00,6.672886610031127930e-01 -2.918545603752136230e-01,-7.111709564924240112e-02,1.563553333282470703e+00 -4.688802063465118408e-01,2.537334859371185303e-01,-5.744842290878295898e-01 --1.928019709885120392e-02,1.392597556114196777e+00,4.186188876628875732e-01 --3.847025334835052490e-01,6.865948438644409180e-01,1.609114289283752441e+00 -1.086028218269348145e+00,3.931270539760589600e-01,-1.671811103820800781e+00 --2.559483647346496582e-01,1.388143181800842285e+00,-1.245128273963928223e+00 --1.442892074584960938e+00,3.470888733863830566e-01,-4.942029416561126709e-01 -1.656794428825378418e+00,1.526910066604614258e+00,-2.443489879369735718e-01 --4.522981122136116028e-02,-1.536478281021118164e+00,1.309712767601013184e+00 -2.553015649318695068e-01,1.538196802139282227e+00,-1.235037371516227722e-01 --1.355324745178222656e+00,8.335132598876953125e-01,8.072826266288757324e-01 --8.816522359848022461e-01,1.131196618080139160e+00,3.167168200016021729e-01 -7.070002555847167969e-01,6.822918057441711426e-01,1.186786055564880371e+00 -1.233335256576538086e+00,-9.106718301773071289e-01,-1.373149394989013672e+00 -1.165201783180236816e+00,-9.562281370162963867e-01,-2.968364953994750977e-02 --5.935978293418884277e-01,-1.619547724723815918e+00,-1.223014354705810547e+00 -1.048375964164733887e+00,1.537588477134704590e+00,-1.612102389335632324e+00 -3.533131778240203857e-01,8.938337862491607666e-02,-1.265706419944763184e+00 -1.610945343971252441e+00,6.947728991508483887e-01,-1.949193328619003296e-01 -1.185817718505859375e+00,-1.625545769929885864e-01,1.239670515060424805e+00 -1.355649977922439575e-01,6.326354742050170898e-01,3.139182329177856445e-01 --8.823965787887573242e-01,1.693527579307556152e+00,7.386002540588378906e-01 --3.750987350940704346e-01,-1.862767734564840794e-03,-1.366468071937561035e+00 -1.318855136632919312e-01,8.809695243835449219e-01,-1.648916959762573242e+00 --1.587039232254028320e+00,9.042180180549621582e-01,-7.870377600193023682e-02 -1.049492239952087402e+00,-8.767863363027572632e-02,4.732623696327209473e-01 --1.337789297103881836e+00,-1.189110636711120605e+00,-1.739886105060577393e-01 --2.704472839832305908e-01,2.736864089965820312e-01,-9.307601451873779297e-01 -1.677734375000000000e+00,-3.857918381690979004e-01,1.252787828445434570e+00 -1.145264148712158203e+00,1.661903500556945801e+00,-5.725187659263610840e-01 -7.798971533775329590e-01,1.417363524436950684e+00,1.530577659606933594e+00 --1.507846713066101074e+00,1.071328878402709961e+00,-6.906074285507202148e-01 --1.338775306940078735e-01,-9.384829998016357422e-01,3.289976716041564941e-01 --6.335225701332092285e-01,1.680927515029907227e+00,-6.122897267341613770e-01 --6.827870607376098633e-01,7.995378226041793823e-02,-1.194467902183532715e+00 -9.703992605209350586e-01,-5.086504220962524414e-01,1.327244162559509277e+00 --8.277667760848999023e-01,-1.289892196655273438e+00,-1.680394053459167480e+00 --5.835039019584655762e-01,-6.376198530197143555e-01,1.568110108375549316e+00 --1.051364898681640625e+00,-8.036204576492309570e-01,8.628841638565063477e-01 -9.268640279769897461e-01,-1.494441479444503784e-01,1.520521402359008789e+00 --1.341249793767929077e-01,-7.659471780061721802e-02,-1.378134846687316895e+00 --5.042570233345031738e-01,1.081416457891464233e-01,6.376357376575469971e-02 --5.637951493263244629e-01,-1.456479907035827637e+00,-1.381316542625427246e+00 -9.529938101768493652e-01,5.659105181694030762e-01,-1.562979578971862793e+00 -9.187566637992858887e-01,1.630499362945556641e+00,1.592017173767089844e+00 -1.983367055654525757e-01,-1.154140353202819824e+00,1.501777172088623047e+00 --6.623242497444152832e-01,-3.420116007328033447e-01,-9.291541576385498047e-02 --1.530963659286499023e+00,6.354241371154785156e-01,1.274450421333312988e-01 --1.188962340354919434e+00,3.834897279739379883e-01,-1.522050619125366211e+00 --1.497266888618469238e+00,1.662844657897949219e+00,3.054847121238708496e-01 -1.263012409210205078e+00,-1.548290848731994629e+00,-2.430462837219238281e-01 --4.897386580705642700e-02,-1.069034636020660400e-02,-5.603086948394775391e-01 --1.866513967514038086e+00,-2.729915380477905273e-01,8.271130323410034180e-01 -8.036522865295410156e-01,-6.742369532585144043e-01,-6.959097385406494141e-01 --6.945230960845947266e-01,9.041115641593933105e-01,-1.377040743827819824e+00 -1.273250102996826172e+00,8.739420175552368164e-01,5.094405412673950195e-01 --1.303386837244033813e-01,1.238678216934204102e+00,1.393697738647460938e+00 -1.411216259002685547e+00,2.890007793903350830e-01,-1.545356214046478271e-01 -1.112590193748474121e+00,9.730615615844726562e-01,-1.058082342147827148e+00 --7.240979671478271484e-01,6.052483320236206055e-01,1.295823097229003906e+00 --3.571123182773590088e-01,-5.002079010009765625e-01,5.557444095611572266e-01 --1.461495041847229004e+00,1.271735578775405884e-01,-2.981283664703369141e-01 --8.199283480644226074e-01,-4.567197263240814209e-01,1.505038022994995117e+00 -1.586203813552856445e+00,2.036624401807785034e-02,-1.587309241294860840e+00 --1.575499057769775391e+00,-1.158315658569335938e+00,-1.424088239669799805e+00 --1.135672479867935181e-01,1.705023407936096191e+00,8.038418292999267578e-01 --5.194438695907592773e-01,-5.261836051940917969e-01,1.501954913139343262e+00 --7.770604491233825684e-01,-6.905431151390075684e-01,-1.910494416952133179e-01 -1.533608436584472656e+00,-1.404180884361267090e+00,-1.007434964179992676e+00 --1.079537749290466309e+00,-1.419546484947204590e+00,8.339004218578338623e-02 -8.230698704719543457e-01,-2.098197638988494873e-01,-7.610147595405578613e-01 -2.728518545627593994e-01,2.701174318790435791e-01,9.279899597167968750e-01 --6.056940555572509766e-01,5.655912160873413086e-01,-4.270116090774536133e-01 -9.577397704124450684e-01,-1.473194956779479980e+00,1.547192335128784180e+00 --1.509687542915344238e+00,-9.819793105125427246e-01,-8.155928254127502441e-01 -1.138368129730224609e+00,-5.713963508605957031e-01,-1.286419987678527832e+00 --1.242261528968811035e-01,1.375455856323242188e+00,9.290033578872680664e-01 --1.416838407516479492e+00,-5.248309373855590820e-01,5.366103053092956543e-01 -2.509087324142456055e-01,-1.912466287612915039e-01,1.594486474990844727e+00 -3.076975345611572266e-01,-1.593539416790008545e-01,-1.285292267799377441e+00 -1.672863483428955078e+00,9.113599658012390137e-01,5.904284715652465820e-01 -1.864748001098632812e-01,-1.528051733970642090e+00,-2.449176013469696045e-01 -1.325303554534912109e+00,-5.455975532531738281e-01,1.558835864067077637e+00 --7.043502926826477051e-01,5.267001986503601074e-01,-3.536874651908874512e-01 --1.756637692451477051e+00,1.282052159309387207e+00,-7.331990599632263184e-01 -1.413833498954772949e+00,4.089343920350074768e-02,-3.323385491967201233e-02 -6.204051524400711060e-02,4.543549716472625732e-01,1.555906057357788086e+00 --1.747140526771545410e+00,-1.182139158248901367e+00,-7.672725915908813477e-01 -4.161553680896759033e-01,1.602394700050354004e+00,6.815299987792968750e-01 --2.857798039913177490e-01,-9.836144447326660156e-01,-8.161477446556091309e-01 -6.859851628541946411e-02,-1.314868807792663574e+00,1.197049766778945923e-01 --7.079933881759643555e-01,-1.141693234443664551e+00,-1.021857619285583496e+00 --3.706386089324951172e-01,-1.504718542098999023e+00,-2.887125909328460693e-01 --3.064240515232086182e-01,6.897544264793395996e-01,-1.650550603866577148e+00 -1.138441324234008789e+00,-1.017964839935302734e+00,-1.210410594940185547e-01 --1.498121142387390137e+00,6.559737324714660645e-01,-1.091870784759521484e+00 --1.586899906396865845e-01,-1.644141674041748047e+00,5.825498700141906738e-01 -3.191780745983123779e-01,1.715941309928894043e+00,8.482887744903564453e-01 --1.824659466743469238e+00,-4.313358366489410400e-01,-7.662991881370544434e-01 -1.370906710624694824e+00,1.710796505212783813e-01,-9.903255850076675415e-03 --1.156017065048217773e+00,1.343132376670837402e+00,1.156653836369514465e-01 -8.787047266960144043e-01,-1.667287588119506836e+00,-1.332826614379882812e+00 --2.544062137603759766e-01,-1.544355869293212891e+00,-1.721000075340270996e-01 -1.514831900596618652e+00,7.081995010375976562e-01,8.779162168502807617e-01 -2.273108661174774170e-01,5.812518000602722168e-01,2.560875713825225830e-01 --5.800382494926452637e-01,8.715767264366149902e-01,-1.693053722381591797e+00 -7.761595249176025391e-01,-7.364502549171447754e-01,1.350093722343444824e+00 -1.440595149993896484e+00,6.102020144462585449e-01,6.474194526672363281e-01 --1.294336676597595215e+00,-7.964722514152526855e-01,-5.171022415161132812e-01 --1.358003616333007812e-01,8.866230249404907227e-01,-1.094354391098022461e+00 --3.510694950819015503e-02,-4.024574756622314453e-01,1.116532444953918457e+00 --1.250573396682739258e+00,7.495858073234558105e-01,-3.754969835281372070e-01 -1.111475527286529541e-01,-1.620180457830429077e-01,6.687893271446228027e-01 -1.462170124053955078e+00,-5.087589379400014877e-04,-3.817666694521903992e-02 -3.461388945579528809e-01,-1.517644047737121582e+00,1.049026131629943848e+00 -6.737704277038574219e-01,-3.683275580406188965e-01,1.074900627136230469e+00 --3.268453776836395264e-01,-1.136315464973449707e-01,-1.451562285423278809e+00 --7.864608764648437500e-01,-7.698947787284851074e-01,5.666244029998779297e-01 -1.528863072395324707e+00,1.124446988105773926e+00,-1.128023982048034668e+00 -1.101401805877685547e+00,-3.930196166038513184e-02,-1.381392717361450195e+00 -2.091757953166961670e-01,1.041335016489028931e-01,-1.576315760612487793e+00 --7.774885296821594238e-01,1.374812602996826172e+00,-1.096430778503417969e+00 -6.787670254707336426e-01,1.419639468193054199e+00,-4.202279150485992432e-01 --2.921997606754302979e-01,-6.195814535021781921e-02,-1.108566001057624817e-01 -3.753100931644439697e-01,-9.270299077033996582e-01,2.762902155518531799e-02 -9.376767277717590332e-01,-1.525460600852966309e+00,-1.464709401130676270e+00 -8.807518482208251953e-01,-4.758747816085815430e-01,1.663034915924072266e+00 -9.127469658851623535e-01,-1.579739332199096680e+00,-1.937366575002670288e-01 -1.442805528640747070e+00,1.368339657783508301e+00,1.480074167251586914e+00 --1.424698829650878906e-01,-1.546386122703552246e+00,1.226321220397949219e+00 --1.477041721343994141e+00,-6.304624080657958984e-01,-1.623895764350891113e+00 -1.132878303527832031e+00,1.388311743736267090e+00,-1.522341847419738770e+00 --6.692654490470886230e-01,-9.713862836360931396e-02,1.388264775276184082e+00 -6.837834715843200684e-01,1.120578885078430176e+00,-1.413555026054382324e+00 -1.489278316497802734e+00,-6.320605278015136719e-01,-1.701214432716369629e+00 --7.505705952644348145e-01,-1.427041411399841309e+00,-1.501570820808410645e+00 -1.164167046546936035e+00,-1.240829229354858398e+00,7.008016109466552734e-01 --9.467183947563171387e-01,1.523353219032287598e+00,2.209923714399337769e-01 -9.090968966484069824e-01,-3.161615505814552307e-02,9.176524877548217773e-01 -6.612318754196166992e-01,1.345124363899230957e+00,-1.581609845161437988e+00 -9.916692972183227539e-01,-1.638714671134948730e+00,-1.394005537033081055e+00 --1.118034005165100098e+00,1.269976645708084106e-01,-1.116500854492187500e+00 --3.238275647163391113e-01,4.610821306705474854e-01,7.460950613021850586e-01 -1.392041087150573730e+00,6.006885766983032227e-01,-1.046543002128601074e+00 -1.959058642387390137e-01,1.343962550163269043e+00,-8.603267073631286621e-01 diff --git a/examples/synthetic/outputs/data2/loss.pkl b/examples/synthetic/outputs/data2/loss.pkl deleted file mode 100644 index a7d48d3..0000000 Binary files a/examples/synthetic/outputs/data2/loss.pkl and /dev/null differ diff --git a/examples/synthetic/outputs/data2/loss_vs_epoch/train.png.json b/examples/synthetic/outputs/data2/loss_vs_epoch/train.png.json deleted file mode 100644 index 635801d..0000000 --- a/examples/synthetic/outputs/data2/loss_vs_epoch/train.png.json +++ /dev/null @@ -1 +0,0 @@ -{"mae": [4.035674571990967, 3.262282133102417, 2.1170382499694824, 1.246394395828247, 0.6125538349151611, 0.5554951429367065, 0.5186672210693359, 0.5224563479423523, 0.4854733943939209, 0.4572984278202057, 0.4434182941913605, 0.43039819598197937, 0.41877803206443787, 0.40891745686531067, 0.3941715955734253, 0.3790128231048584, 0.373919278383255, 0.3605652153491974, 0.359718382358551, 0.3543050289154053, 0.3311122953891754, 0.2878692150115967, 0.31585949659347534, 0.27043554186820984, 0.25213363766670227, 0.2313314974308014, 0.22557786107063293, 0.23378032445907593, 0.2142021507024765, 0.2219453901052475, 0.28359276056289673, 0.4004218876361847, 0.08682986348867416, 0.11949115246534348, 0.15374799072742462, 0.39658820629119873, 0.18068337440490723, 0.16839592158794403, 0.1777348667383194, 0.07345295697450638, 0.1040496826171875, 0.2720532715320587, 0.390982985496521, 0.1636788547039032, 0.4277806580066681, 0.3714084327220917, 0.19641155004501343, 0.21241611242294312, 0.3849946856498718, 0.07545498758554459, 0.06988564133644104, 0.07838757336139679, 0.08889808505773544, 0.09002452343702316, 0.061392102390527725, 0.20988067984580994, 0.32061678171157837, 0.06745761632919312, 0.09191868454217911, 0.05363250523805618, 0.08606726676225662, 0.10854670405387878, 0.07183494418859482, 0.1967129111289978, 0.36384305357933044, 0.1681395322084427, 0.24287036061286926, 0.24816130101680756, 0.33674097061157227, 0.13350807130336761, 0.15762588381767273, 0.2585027813911438, 0.08453262597322464, 0.10603713989257812, 0.06625724583864212, 0.12305549532175064, 0.06012061610817909, 0.07348568737506866, 0.09645590931177139, 0.047100845724344254, 0.12126940488815308, 0.12590396404266357, 0.3831346035003662, 0.15535877645015717, 0.3236472010612488, 0.0554085411131382, 0.09509740769863129, 0.11933831125497818, 0.3502221405506134, 0.2475801706314087, 0.37930652499198914, 0.16424010694026947, 0.21713171899318695, 0.25187209248542786, 0.14821533858776093, 0.24950404465198517, 0.2633002698421478, 0.04033997282385826, 0.2397981435060501, 0.30000999569892883], "epoch": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]} \ No newline at end of file diff --git a/examples/synthetic/outputs/data2/loss_vs_epoch/train.png.png b/examples/synthetic/outputs/data2/loss_vs_epoch/train.png.png deleted file mode 100644 index af4e2f1..0000000 Binary files a/examples/synthetic/outputs/data2/loss_vs_epoch/train.png.png and /dev/null differ diff --git a/examples/synthetic/outputs/data2/parity/train.png.json b/examples/synthetic/outputs/data2/parity/train.png.json deleted file mode 100644 index 8639cbf..0000000 --- a/examples/synthetic/outputs/data2/parity/train.png.json +++ /dev/null @@ -1 +0,0 @@ -{"$RMSE$": 0.308196512303648, "$RMSE/\\sigma_{y}$": 0.6208655153704311, "$MAE$": 0.30000999569892883, "$R^{2}$": 0.6137534877317985, "y": [3.904670238494873, 4.748115062713623, 4.537405967712402, 3.9106698036193848, 3.9547533988952637, 4.542417049407959, 4.602039337158203, 4.201948642730713, 3.684431791305542, 4.416031360626221, 4.00531530380249, 3.7922050952911377, 5.147805213928223, 4.358826637268066, 3.8825478553771973, 3.4289710521698, 4.424842357635498, 3.118666410446167, 4.131904125213623, 4.307648181915283, 3.3485841751098633, 3.7041945457458496, 3.944420099258423, 3.63911771774292, 3.5453696250915527, 4.47631311416626, 4.742090702056885, 4.616565704345703, 4.133591651916504, 4.037806987762451, 3.5640110969543457, 3.577139139175415, 4.153522968292236, 4.797499179840088, 4.4735822677612305, 3.8433837890625, 4.034451007843018, 3.348456382751465, 3.9009931087493896, 4.8394927978515625, 4.182408809661865, 4.8534393310546875, 3.6650149822235107, 5.358081817626953, 4.39915657043457, 4.096218109130859, 4.224383354187012, 3.6111392974853516, 3.885608196258545, 4.19783878326416, 4.524092197418213, 3.9177048206329346, 4.789966106414795, 4.412052154541016, 3.6756045818328857, 4.762720108032227, 4.231656074523926, 3.493777275085449, 4.3255743980407715, 4.432549953460693, 4.167677402496338, 4.236003875732422, 4.767648696899414, 5.043616771697998, 4.120785713195801, 4.806791305541992, 3.403639316558838, 4.776271343231201, 4.175279140472412, 4.56951379776001, 4.687671184539795, 4.096863746643066, 4.6972336769104, 4.083723545074463, 5.1460652351379395, 4.819267272949219, 3.7019083499908447, 3.4500949382781982, 5.066909313201904, 4.363218307495117, 3.960759401321411, 5.22818660736084, 4.667219638824463, 4.148821830749512, 4.228193759918213, 3.859663724899292, 3.6877055168151855, 3.972764015197754, 4.486876964569092, 3.707428216934204, 4.211437225341797, 4.299957752227783, 4.260980606079102, 3.973330497741699, 4.285253524780273, 5.532301425933838, 4.493723392486572, 4.149319171905518, 4.705669403076172, 3.7311530113220215, 4.005764961242676, 3.9079596996307373, 4.573776721954346, 4.715503215789795, 4.879446029663086, 4.214224815368652, 3.3640143871307373, 3.890528440475464, 4.640471458435059, 4.81186580657959, 4.4886627197265625, 4.285802364349365, 3.403003454208374, 4.02562141418457, 4.557008266448975, 4.466225624084473, 4.37352180480957, 4.786055088043213, 4.5074262619018555, 4.344806671142578, 4.5304975509643555, 5.86870813369751, 3.6744282245635986, 4.733926773071289, 4.7971906661987305, 3.9237380027770996, 4.390888214111328, 4.4389238357543945, 4.272751331329346, 4.201096534729004, 4.878315448760986, 4.4756269454956055, 4.425878047943115, 4.174167633056641, 4.550139904022217, 3.929875373840332, 3.9928486347198486, 5.423353672027588, 4.008913516998291, 3.8163323402404785, 4.038934707641602, 3.963437080383301, 4.300224781036377, 4.723324775695801, 4.151700019836426, 3.4506325721740723, 5.3015456199646, 3.6778292655944824, 4.030340194702148, 4.610569000244141, 5.578075408935547, 4.477558612823486, 3.897158145904541, 4.461041450500488, 4.349467754364014, 3.7796247005462646, 4.489311695098877, 3.951991081237793, 4.121938228607178, 3.801342487335205, 3.610910415649414, 4.099850177764893, 4.020801067352295, 4.293010711669922, 4.146066665649414, 4.095187187194824, 4.122633934020996, 4.903888702392578, 4.839334964752197, 4.6153788566589355, 3.75893497467041, 4.2103071212768555, 3.8257908821105957, 4.173760890960693, 4.201902389526367, 4.087156295776367, 5.6220502853393555, 4.139446258544922, 4.443121910095215, 3.8961570262908936, 4.999691486358643, 3.8628599643707275, 3.7351059913635254, 4.009158134460449, 4.567196369171143, 4.264980792999268, 4.416739463806152, 4.372843265533447, 4.0847249031066895, 4.59975528717041, 4.183818817138672, 3.893362522125244, 4.2042131423950195, 3.769655227661133, 3.4922072887420654, 3.7430343627929688, 4.13593864440918, 3.6728806495666504, 3.7706475257873535, 4.647241115570068, 4.60145378112793, 4.188879013061523, 4.375268459320068, 3.897757053375244, 4.288374900817871, 4.069859504699707, 5.094401836395264, 4.509805202484131, 4.176100730895996, 4.402043342590332, 5.27525520324707, 5.204424858093262, 3.6745047569274902, 4.645269870758057, 4.484841346740723, 3.991506338119507, 4.614151477813721, 3.598687171936035, 4.280385494232178, 3.8066790103912354, 4.312903881072998, 4.309567928314209, 4.536125183105469, 4.290775299072266, 3.999037981033325, 3.6589596271514893, 4.139982223510742, 4.756346225738525, 4.789066791534424, 3.798757314682007, 3.4144210815429688, 4.0740461349487305, 4.321009635925293, 4.704922676086426, 4.078066825866699, 5.486977577209473, 4.6653337478637695, 3.4461746215820312, 4.608277797698975, 4.810351371765137, 4.569401741027832, 4.209824562072754, 5.186496257781982, 4.512810707092285, 4.776444435119629, 4.400914669036865, 3.99859881401062, 4.673231601715088, 4.2566752433776855, 4.1449198722839355, 3.8188092708587646, 4.189767837524414, 5.052100658416748, 4.603717803955078, 4.0020952224731445, 4.0103559494018555, 3.6625313758850098, 3.9539785385131836, 4.114677906036377, 4.556486129760742, 4.519266605377197, 4.589054584503174, 3.8684439659118652, 4.678058624267578, 4.56276798248291, 4.267033100128174, 4.010818004608154, 4.194797515869141, 3.889686346054077, 3.7270712852478027, 4.368126392364502, 4.157712936401367, 3.903048515319824, 4.618403911590576, 5.607738494873047, 4.632611274719238, 3.204836130142212, 4.059986114501953, 4.703432083129883, 5.124244689941406, 3.1347758769989014, 4.430613040924072, 4.94155740737915, 3.666874647140503, 4.585764408111572, 4.2218241691589355, 3.624894380569458, 3.846283197402954, 4.476040363311768, 3.851388692855835, 4.335326671600342, 4.404250621795654, 4.4751105308532715, 4.874364852905273, 4.441932201385498, 4.514554977416992, 4.362585544586182, 4.82790994644165, 4.313868522644043, 5.165223598480225, 4.146345615386963, 4.273224830627441, 3.981567144393921, 4.360243320465088, 4.092442035675049, 4.033409595489502, 4.28483247756958, 4.255970478057861, 4.131008148193359, 4.215392589569092, 4.081239700317383, 4.319504737854004, 4.482204437255859, 3.8626503944396973, 4.2912821769714355, 4.980165958404541, 4.155395984649658, 4.36147403717041, 5.0417866706848145, 4.453995704650879, 5.190825939178467, 3.254734516143799, 4.320868015289307, 3.840623617172241, 4.260800838470459, 3.708850622177124, 3.430572986602783, 3.6468138694763184, 4.334854602813721, 3.614119291305542, 5.094611167907715, 4.13569450378418, 3.986924648284912, 4.855837345123291, 4.441784381866455, 4.35800838470459, 5.066344261169434, 4.222529888153076, 3.949948310852051, 3.643052577972412, 4.362841606140137, 4.380170822143555, 3.551067352294922, 5.8080339431762695, 3.998267889022827, 5.386646747589111, 5.614002704620361, 4.109831809997559, 3.9713661670684814, 3.8017988204956055, 4.991869926452637, 4.417686462402344, 4.780958652496338, 3.8056468963623047, 3.826805353164673, 4.6702046394348145, 4.174657821655273, 4.879403114318848, 4.725855827331543, 4.069066524505615, 4.326227188110352, 3.6951851844787598, 5.252172946929932, 4.397144317626953, 4.907169342041016, 4.289474010467529, 4.438520431518555, 4.904125213623047, 3.982631206512451, 4.352847099304199, 3.5076141357421875, 4.693518161773682, 3.898533821105957, 4.758159637451172, 4.807079792022705, 4.470823287963867, 4.970401287078857, 3.6464037895202637, 4.010517597198486, 4.00213623046875, 4.559912204742432, 3.609428644180298, 3.871458053588867, 4.913820743560791, 5.124523162841797, 5.442802906036377, 3.936326503753662, 4.097387790679932, 4.635414123535156, 3.629441976547241, 4.7249369621276855, 3.3109989166259766, 4.351682662963867, 4.004866600036621, 4.819267749786377, 3.694601535797119, 4.051994323730469, 3.4700920581817627, 4.125053882598877, 5.665349006652832, 4.524306297302246, 3.8783280849456787, 3.9550888538360596, 3.4780445098876953, 4.647392272949219, 4.3082756996154785, 3.9697113037109375, 3.8217720985412598, 4.074772834777832, 3.871894359588623, 4.952113151550293, 5.0275397300720215, 4.5686726570129395, 4.502249240875244, 4.507028579711914, 4.132765769958496, 3.685619354248047, 4.285403728485107, 4.131351947784424, 3.1801624298095703, 5.212763786315918, 4.36044454574585, 3.7817270755767822, 4.1613664627075195, 3.7534587383270264, 4.115996360778809, 4.562290191650391, 4.022942543029785, 4.7448248863220215, 3.3805999755859375, 4.004549980163574, 4.986623764038086, 3.830487012863159, 4.645925045013428, 3.8289122581481934, 5.105414867401123, 4.008941650390625, 4.887125492095947, 4.002263069152832, 3.9854719638824463, 4.54044246673584, 4.7449631690979, 3.3232357501983643, 5.237629413604736, 3.7201056480407715, 4.083520412445068, 3.538402795791626, 3.8416008949279785, 3.8000833988189697, 4.316562175750732, 3.6177191734313965, 4.153905391693115, 5.3553466796875, 3.3483078479766846, 4.566887855529785, 4.440806865692139, 3.884319305419922, 3.90773344039917, 5.049551963806152, 4.459045886993408, 3.795396566390991, 4.658204078674316, 4.921123027801514, 3.5361487865448, 4.100461959838867, 4.396618366241455, 3.935325860977173, 4.3426947593688965, 4.5433244705200195, 4.429931163787842, 4.58561897277832, 3.6126608848571777, 3.994210958480835, 4.683037281036377, 4.044064521789551, 3.77164888381958, 4.215260028839111, 4.848536014556885, 4.022498607635498, 4.1514892578125, 3.862396717071533, 4.801316261291504, 4.225369930267334, 5.576972961425781, 4.3458638191223145, 3.1751022338867188, 4.63115930557251, 4.347358703613281, 4.36304235458374, 3.975841999053955, 3.3833725452423096, 4.557695388793945, 4.6621809005737305, 4.661487579345703, 4.452559947967529, 3.897869110107422, 3.542694568634033, 4.4044647216796875, 4.410781383514404, 4.532546043395996], "y_pred": [3.5835697650909424, 4.396999359130859, 4.236238956451416, 3.5959458351135254, 3.63141131401062, 4.129426002502441, 4.282844066619873, 3.965921401977539, 3.417327880859375, 4.105616092681885, 3.7203640937805176, 3.4916701316833496, 4.784752368927002, 4.126445770263672, 3.593691349029541, 3.1074795722961426, 4.04693603515625, 2.884380340576172, 3.8339104652404785, 4.056649208068848, 3.1080217361450195, 3.4182491302490234, 3.6386542320251465, 3.4435319900512695, 3.2611629962921143, 4.180046081542969, 4.38184118270874, 4.1422529220581055, 3.831261396408081, 3.7572193145751953, 3.338601589202881, 3.32216477394104, 3.8605854511260986, 4.573101997375488, 4.191391944885254, 3.4922475814819336, 3.753345251083374, 3.0859761238098145, 3.6009247303009033, 4.52183723449707, 3.940890312194824, 4.580078601837158, 3.4074368476867676, 4.941592693328857, 4.057064056396484, 3.9869141578674316, 3.8921353816986084, 3.310760021209717, 3.605159282684326, 3.932741165161133, 4.194782257080078, 3.5967352390289307, 4.529964923858643, 4.105471134185791, 3.3224151134490967, 4.481756210327148, 3.960477828979492, 3.3096745014190674, 3.999051094055176, 4.215794563293457, 3.905670642852783, 3.968067169189453, 4.389569282531738, 4.572754859924316, 3.8018035888671875, 4.382497787475586, 3.0813961029052734, 4.54483699798584, 3.906487226486206, 4.271242618560791, 4.463005542755127, 3.7924537658691406, 4.296370983123779, 3.7926418781280518, 4.78806209564209, 4.50618839263916, 3.4864625930786133, 3.1231942176818848, 4.763614654541016, 3.9899821281433105, 3.6927499771118164, 4.857906818389893, 4.233207702636719, 3.84080171585083, 4.065596103668213, 3.534583330154419, 3.423607587814331, 3.6482620239257812, 4.22390079498291, 3.3460068702697754, 3.9542088508605957, 3.9718217849731445, 3.9119672775268555, 3.797132968902588, 4.103494167327881, 5.118945598602295, 4.082150936126709, 3.9628190994262695, 4.310087203979492, 3.4060020446777344, 3.6763007640838623, 3.565133810043335, 4.257682800292969, 4.383875846862793, 4.573713302612305, 3.977550983428955, 3.163649559020996, 3.5502758026123047, 4.243083953857422, 4.520913124084473, 4.283283710479736, 3.890565872192383, 3.070919990539551, 3.704195976257324, 4.0957136154174805, 4.204749584197998, 4.1015424728393555, 4.43318510055542, 4.134899616241455, 3.9951062202453613, 4.113500595092773, 5.4833550453186035, 3.3325235843658447, 4.353938579559326, 4.41680908203125, 3.686610698699951, 3.99721097946167, 4.005053520202637, 4.036468505859375, 3.8949077129364014, 4.525693416595459, 4.200068473815918, 4.053079605102539, 3.8185815811157227, 4.1974897384643555, 3.7007970809936523, 3.7054123878479004, 4.995175838470459, 3.6220264434814453, 3.422639846801758, 3.6243460178375244, 3.846294403076172, 4.165065765380859, 4.325996398925781, 3.8300275802612305, 3.109236240386963, 4.877180099487305, 3.405423164367676, 3.765977621078491, 4.377688407897949, 5.122727394104004, 4.061488628387451, 3.6128711700439453, 4.126343727111816, 4.013822555541992, 3.4822068214416504, 4.192747116088867, 3.6723380088806152, 3.851710557937622, 3.498244524002075, 3.3846497535705566, 3.7459471225738525, 3.6849098205566406, 3.995513439178467, 3.7840306758880615, 3.9545931816101074, 3.7521095275878906, 4.611447334289551, 4.444944381713867, 4.339604377746582, 3.450084686279297, 3.8237223625183105, 3.5937044620513916, 3.904423475265503, 3.8851985931396484, 3.837952136993408, 5.179347991943359, 3.8275909423828125, 4.20002555847168, 3.6035757064819336, 4.587561130523682, 3.6919050216674805, 3.476346015930176, 3.700956106185913, 4.344818115234375, 3.9313955307006836, 4.10865592956543, 4.133084297180176, 3.7705111503601074, 4.248649597167969, 3.8670663833618164, 3.6452059745788574, 3.9461026191711426, 3.507786273956299, 3.1923868656158447, 3.3908753395080566, 3.8330745697021484, 3.4439303874969482, 3.505758285522461, 4.348002910614014, 4.292377471923828, 3.8633358478546143, 4.068549633026123, 3.64087176322937, 4.1433515548706055, 3.828324794769287, 4.783921718597412, 4.280148506164551, 3.9461758136749268, 4.102571487426758, 4.840214252471924, 4.884679317474365, 3.4511818885803223, 4.36129093170166, 4.283048629760742, 3.712822675704956, 4.29415225982666, 3.3671247959136963, 4.104958534240723, 3.532010078430176, 4.053696632385254, 4.036064624786377, 4.135646343231201, 4.0271759033203125, 3.7847909927368164, 3.4174041748046875, 4.0161285400390625, 4.499584674835205, 4.394412040710449, 3.4518933296203613, 3.131317615509033, 3.7265360355377197, 4.129536151885986, 4.4971513748168945, 3.80802583694458, 5.064728736877441, 4.353991508483887, 3.2205545902252197, 4.324620246887207, 4.433628082275391, 4.294394493103027, 3.9369189739227295, 4.874361991882324, 4.322608470916748, 4.431212902069092, 4.106562614440918, 3.711413860321045, 4.375393390655518, 4.076592445373535, 4.056314468383789, 3.4988560676574707, 3.8797266483306885, 4.73972225189209, 4.274618148803711, 3.800375461578369, 4.000214576721191, 3.3051540851593018, 3.7583556175231934, 3.880091905593872, 4.329623222351074, 4.222078800201416, 4.201449394226074, 3.49179744720459, 4.375149726867676, 4.32705545425415, 3.9170498847961426, 3.7212703227996826, 3.89863920211792, 3.6044201850891113, 3.4394116401672363, 4.083998203277588, 3.989734649658203, 3.583428144454956, 4.277744293212891, 5.232522964477539, 4.372411727905273, 2.9912922382354736, 3.7057862281799316, 4.397260665893555, 4.8353681564331055, 2.9316391944885254, 4.03840446472168, 4.485698699951172, 3.4397284984588623, 4.26911735534668, 3.839186191558838, 3.2810208797454834, 3.6552534103393555, 4.115097999572754, 3.6485118865966797, 4.038606643676758, 4.176401615142822, 4.218340873718262, 4.600115776062012, 4.019608497619629, 4.222355842590332, 3.946141004562378, 4.46870231628418, 4.130476474761963, 4.80379056930542, 3.8442978858947754, 3.9292094707489014, 3.6305105686187744, 4.110107421875, 3.849475860595703, 3.798135757446289, 4.062344074249268, 4.033824920654297, 3.8358266353607178, 3.9224727153778076, 3.7697691917419434, 4.0150275230407715, 4.2408671379089355, 3.698925018310547, 3.9928812980651855, 4.742010593414307, 3.9169726371765137, 3.962324619293213, 4.7328996658325195, 4.122699737548828, 4.754091739654541, 2.976369857788086, 4.085784912109375, 3.526892900466919, 3.914640426635742, 3.423607349395752, 3.1177115440368652, 3.3942384719848633, 4.067357063293457, 3.267429828643799, 4.788418292999268, 3.9055566787719727, 3.759880781173706, 4.456073760986328, 4.107461452484131, 4.027560234069824, 4.759810924530029, 4.09207820892334, 3.6287899017333984, 3.2968688011169434, 4.0156450271606445, 4.054884433746338, 3.235682964324951, 5.391988277435303, 3.8042430877685547, 4.9419708251953125, 5.179582595825195, 3.7705869674682617, 3.8464221954345703, 3.4875001907348633, 4.68402099609375, 4.193704605102539, 4.524628639221191, 3.4762353897094727, 3.506948471069336, 4.362762451171875, 3.9604339599609375, 4.640430450439453, 4.39525032043457, 3.7843189239501953, 4.0772175788879395, 3.3877649307250977, 4.965967178344727, 3.9994726181030273, 4.659711837768555, 3.9577388763427734, 4.17283821105957, 4.5004563331604, 3.614271879196167, 3.9731316566467285, 3.1540448665618896, 4.428152084350586, 3.6170406341552734, 4.441849231719971, 4.391334056854248, 4.287354946136475, 4.63397216796875, 3.421814441680908, 3.789024591445923, 3.7949347496032715, 4.231893539428711, 3.2656495571136475, 3.606304168701172, 4.539320945739746, 4.847175598144531, 5.012134552001953, 3.673133611679077, 3.8351643085479736, 4.3895583152771, 3.4032692909240723, 4.324888706207275, 2.951046943664551, 3.995448589324951, 3.7267262935638428, 4.396764755249023, 3.456334352493286, 3.916173219680786, 3.142000198364258, 3.840937614440918, 5.2014665603637695, 4.093951225280762, 3.700758695602417, 3.7344493865966797, 3.3062973022460938, 4.38660192489624, 3.969707489013672, 3.809967041015625, 3.481718063354492, 3.7195849418640137, 3.6215672492980957, 4.57451057434082, 4.736202716827393, 4.227449893951416, 4.200531005859375, 4.220951080322266, 3.8790841102600098, 3.381094217300415, 3.954069137573242, 3.8495311737060547, 2.906510353088379, 4.905517578125, 4.016773223876953, 3.5360653400421143, 3.8077943325042725, 3.3951964378356934, 3.798879623413086, 4.2712531089782715, 3.793647289276123, 4.343554496765137, 3.0304770469665527, 3.632538318634033, 4.699174880981445, 3.5015718936920166, 4.348297119140625, 3.566563367843628, 4.731241703033447, 3.708055257797241, 4.460467338562012, 3.7680792808532715, 3.7221555709838867, 4.225275039672852, 4.391594886779785, 3.023301601409912, 4.909997940063477, 3.4522294998168945, 3.8036468029022217, 3.20528507232666, 3.548410177230835, 3.640406608581543, 3.937513828277588, 3.361124038696289, 3.812666416168213, 5.025729656219482, 3.050311326980591, 4.250208377838135, 4.191562652587891, 3.502333164215088, 3.622142791748047, 4.653087139129639, 4.282141208648682, 3.6328630447387695, 4.269624710083008, 4.552407264709473, 3.224717140197754, 3.8645052909851074, 4.113079071044922, 3.6849262714385986, 4.120097637176514, 4.232804775238037, 3.999070167541504, 4.200383186340332, 3.389953851699829, 3.6864778995513916, 4.3757147789001465, 3.7317121028900146, 3.5124659538269043, 3.920816421508789, 4.583581924438477, 3.944279909133911, 3.8960208892822266, 3.495065689086914, 4.420709609985352, 3.90042781829834, 5.113829612731934, 3.956188201904297, 2.8849737644195557, 4.342480659484863, 4.027724266052246, 4.0925445556640625, 3.716917037963867, 3.048980951309204, 4.132501125335693, 4.388216018676758, 4.291032314300537, 4.19686222076416, 3.5398712158203125, 3.2990806102752686, 4.177623748779297, 4.070460796356201, 4.2783355712890625]} \ No newline at end of file diff --git a/examples/synthetic/outputs/data2/parity/train.png.png b/examples/synthetic/outputs/data2/parity/train.png.png deleted file mode 100644 index 6ac23bc..0000000 Binary files a/examples/synthetic/outputs/data2/parity/train.png.png and /dev/null differ diff --git a/examples/synthetic/outputs/data2/parity/train.png_legend.png b/examples/synthetic/outputs/data2/parity/train.png_legend.png deleted file mode 100644 index 9802f4b..0000000 Binary files a/examples/synthetic/outputs/data2/parity/train.png_legend.png and /dev/null differ diff --git a/examples/synthetic/outputs/data2/scaler.joblib b/examples/synthetic/outputs/data2/scaler.joblib deleted file mode 100644 index 28320e6..0000000 Binary files a/examples/synthetic/outputs/data2/scaler.joblib and /dev/null differ diff --git a/examples/synthetic/outputs/data2/y_train.csv b/examples/synthetic/outputs/data2/y_train.csv deleted file mode 100644 index 5f4be94..0000000 --- a/examples/synthetic/outputs/data2/y_train.csv +++ /dev/null @@ -1,500 +0,0 @@ -3.904670238494873047e+00 -4.748115062713623047e+00 -4.537405967712402344e+00 -3.910669803619384766e+00 -3.954753398895263672e+00 -4.542417049407958984e+00 -4.602039337158203125e+00 -4.201948642730712891e+00 -3.684431791305541992e+00 -4.416031360626220703e+00 -4.005315303802490234e+00 -3.792205095291137695e+00 -5.147805213928222656e+00 -4.358826637268066406e+00 -3.882547855377197266e+00 -3.428971052169799805e+00 -4.424842357635498047e+00 -3.118666410446166992e+00 -4.131904125213623047e+00 -4.307648181915283203e+00 -3.348584175109863281e+00 -3.704194545745849609e+00 -3.944420099258422852e+00 -3.639117717742919922e+00 -3.545369625091552734e+00 -4.476313114166259766e+00 -4.742090702056884766e+00 -4.616565704345703125e+00 -4.133591651916503906e+00 -4.037806987762451172e+00 -3.564011096954345703e+00 -3.577139139175415039e+00 -4.153522968292236328e+00 -4.797499179840087891e+00 -4.473582267761230469e+00 -3.843383789062500000e+00 -4.034451007843017578e+00 -3.348456382751464844e+00 -3.900993108749389648e+00 -4.839492797851562500e+00 -4.182408809661865234e+00 -4.853439331054687500e+00 -3.665014982223510742e+00 -5.358081817626953125e+00 -4.399156570434570312e+00 -4.096218109130859375e+00 -4.224383354187011719e+00 -3.611139297485351562e+00 -3.885608196258544922e+00 -4.197838783264160156e+00 -4.524092197418212891e+00 -3.917704820632934570e+00 -4.789966106414794922e+00 -4.412052154541015625e+00 -3.675604581832885742e+00 -4.762720108032226562e+00 -4.231656074523925781e+00 -3.493777275085449219e+00 -4.325574398040771484e+00 -4.432549953460693359e+00 -4.167677402496337891e+00 -4.236003875732421875e+00 -4.767648696899414062e+00 -5.043616771697998047e+00 -4.120785713195800781e+00 -4.806791305541992188e+00 -3.403639316558837891e+00 -4.776271343231201172e+00 -4.175279140472412109e+00 -4.569513797760009766e+00 -4.687671184539794922e+00 -4.096863746643066406e+00 -4.697233676910400391e+00 -4.083723545074462891e+00 -5.146065235137939453e+00 -4.819267272949218750e+00 -3.701908349990844727e+00 -3.450094938278198242e+00 -5.066909313201904297e+00 -4.363218307495117188e+00 -3.960759401321411133e+00 -5.228186607360839844e+00 -4.667219638824462891e+00 -4.148821830749511719e+00 -4.228193759918212891e+00 -3.859663724899291992e+00 -3.687705516815185547e+00 -3.972764015197753906e+00 -4.486876964569091797e+00 -3.707428216934204102e+00 -4.211437225341796875e+00 -4.299957752227783203e+00 -4.260980606079101562e+00 -3.973330497741699219e+00 -4.285253524780273438e+00 -5.532301425933837891e+00 -4.493723392486572266e+00 -4.149319171905517578e+00 -4.705669403076171875e+00 -3.731153011322021484e+00 -4.005764961242675781e+00 -3.907959699630737305e+00 -4.573776721954345703e+00 -4.715503215789794922e+00 -4.879446029663085938e+00 -4.214224815368652344e+00 -3.364014387130737305e+00 -3.890528440475463867e+00 -4.640471458435058594e+00 -4.811865806579589844e+00 -4.488662719726562500e+00 -4.285802364349365234e+00 -3.403003454208374023e+00 -4.025621414184570312e+00 -4.557008266448974609e+00 -4.466225624084472656e+00 -4.373521804809570312e+00 -4.786055088043212891e+00 -4.507426261901855469e+00 -4.344806671142578125e+00 -4.530497550964355469e+00 -5.868708133697509766e+00 -3.674428224563598633e+00 -4.733926773071289062e+00 -4.797190666198730469e+00 -3.923738002777099609e+00 -4.390888214111328125e+00 -4.438923835754394531e+00 -4.272751331329345703e+00 -4.201096534729003906e+00 -4.878315448760986328e+00 -4.475626945495605469e+00 -4.425878047943115234e+00 -4.174167633056640625e+00 -4.550139904022216797e+00 -3.929875373840332031e+00 -3.992848634719848633e+00 -5.423353672027587891e+00 -4.008913516998291016e+00 -3.816332340240478516e+00 -4.038934707641601562e+00 -3.963437080383300781e+00 -4.300224781036376953e+00 -4.723324775695800781e+00 -4.151700019836425781e+00 -3.450632572174072266e+00 -5.301545619964599609e+00 -3.677829265594482422e+00 -4.030340194702148438e+00 -4.610569000244140625e+00 -5.578075408935546875e+00 -4.477558612823486328e+00 -3.897158145904541016e+00 -4.461041450500488281e+00 -4.349467754364013672e+00 -3.779624700546264648e+00 -4.489311695098876953e+00 -3.951991081237792969e+00 -4.121938228607177734e+00 -3.801342487335205078e+00 -3.610910415649414062e+00 -4.099850177764892578e+00 -4.020801067352294922e+00 -4.293010711669921875e+00 -4.146066665649414062e+00 -4.095187187194824219e+00 -4.122633934020996094e+00 -4.903888702392578125e+00 -4.839334964752197266e+00 -4.615378856658935547e+00 -3.758934974670410156e+00 -4.210307121276855469e+00 -3.825790882110595703e+00 -4.173760890960693359e+00 -4.201902389526367188e+00 -4.087156295776367188e+00 -5.622050285339355469e+00 -4.139446258544921875e+00 -4.443121910095214844e+00 -3.896157026290893555e+00 -4.999691486358642578e+00 -3.862859964370727539e+00 -3.735105991363525391e+00 -4.009158134460449219e+00 -4.567196369171142578e+00 -4.264980792999267578e+00 -4.416739463806152344e+00 -4.372843265533447266e+00 -4.084724903106689453e+00 -4.599755287170410156e+00 -4.183818817138671875e+00 -3.893362522125244141e+00 -4.204213142395019531e+00 -3.769655227661132812e+00 -3.492207288742065430e+00 -3.743034362792968750e+00 -4.135938644409179688e+00 -3.672880649566650391e+00 -3.770647525787353516e+00 -4.647241115570068359e+00 -4.601453781127929688e+00 -4.188879013061523438e+00 -4.375268459320068359e+00 -3.897757053375244141e+00 -4.288374900817871094e+00 -4.069859504699707031e+00 -5.094401836395263672e+00 -4.509805202484130859e+00 -4.176100730895996094e+00 -4.402043342590332031e+00 -5.275255203247070312e+00 -5.204424858093261719e+00 -3.674504756927490234e+00 -4.645269870758056641e+00 -4.484841346740722656e+00 -3.991506338119506836e+00 -4.614151477813720703e+00 -3.598687171936035156e+00 -4.280385494232177734e+00 -3.806679010391235352e+00 -4.312903881072998047e+00 -4.309567928314208984e+00 -4.536125183105468750e+00 -4.290775299072265625e+00 -3.999037981033325195e+00 -3.658959627151489258e+00 -4.139982223510742188e+00 -4.756346225738525391e+00 -4.789066791534423828e+00 -3.798757314682006836e+00 -3.414421081542968750e+00 -4.074046134948730469e+00 -4.321009635925292969e+00 -4.704922676086425781e+00 -4.078066825866699219e+00 -5.486977577209472656e+00 -4.665333747863769531e+00 -3.446174621582031250e+00 -4.608277797698974609e+00 -4.810351371765136719e+00 -4.569401741027832031e+00 -4.209824562072753906e+00 -5.186496257781982422e+00 -4.512810707092285156e+00 -4.776444435119628906e+00 -4.400914669036865234e+00 -3.998598814010620117e+00 -4.673231601715087891e+00 -4.256675243377685547e+00 -4.144919872283935547e+00 -3.818809270858764648e+00 -4.189767837524414062e+00 -5.052100658416748047e+00 -4.603717803955078125e+00 -4.002095222473144531e+00 -4.010355949401855469e+00 -3.662531375885009766e+00 -3.953978538513183594e+00 -4.114677906036376953e+00 -4.556486129760742188e+00 -4.519266605377197266e+00 -4.589054584503173828e+00 -3.868443965911865234e+00 -4.678058624267578125e+00 -4.562767982482910156e+00 -4.267033100128173828e+00 -4.010818004608154297e+00 -4.194797515869140625e+00 -3.889686346054077148e+00 -3.727071285247802734e+00 -4.368126392364501953e+00 -4.157712936401367188e+00 -3.903048515319824219e+00 -4.618403911590576172e+00 -5.607738494873046875e+00 -4.632611274719238281e+00 -3.204836130142211914e+00 -4.059986114501953125e+00 -4.703432083129882812e+00 -5.124244689941406250e+00 -3.134775876998901367e+00 -4.430613040924072266e+00 -4.941557407379150391e+00 -3.666874647140502930e+00 -4.585764408111572266e+00 -4.221824169158935547e+00 -3.624894380569458008e+00 -3.846283197402954102e+00 -4.476040363311767578e+00 -3.851388692855834961e+00 -4.335326671600341797e+00 -4.404250621795654297e+00 -4.475110530853271484e+00 -4.874364852905273438e+00 -4.441932201385498047e+00 -4.514554977416992188e+00 -4.362585544586181641e+00 -4.827909946441650391e+00 -4.313868522644042969e+00 -5.165223598480224609e+00 -4.146345615386962891e+00 -4.273224830627441406e+00 -3.981567144393920898e+00 -4.360243320465087891e+00 -4.092442035675048828e+00 -4.033409595489501953e+00 -4.284832477569580078e+00 -4.255970478057861328e+00 -4.131008148193359375e+00 -4.215392589569091797e+00 -4.081239700317382812e+00 -4.319504737854003906e+00 -4.482204437255859375e+00 -3.862650394439697266e+00 -4.291282176971435547e+00 -4.980165958404541016e+00 -4.155395984649658203e+00 -4.361474037170410156e+00 -5.041786670684814453e+00 -4.453995704650878906e+00 -5.190825939178466797e+00 -3.254734516143798828e+00 -4.320868015289306641e+00 -3.840623617172241211e+00 -4.260800838470458984e+00 -3.708850622177124023e+00 -3.430572986602783203e+00 -3.646813869476318359e+00 -4.334854602813720703e+00 -3.614119291305541992e+00 -5.094611167907714844e+00 -4.135694503784179688e+00 -3.986924648284912109e+00 -4.855837345123291016e+00 -4.441784381866455078e+00 -4.358008384704589844e+00 -5.066344261169433594e+00 -4.222529888153076172e+00 -3.949948310852050781e+00 -3.643052577972412109e+00 -4.362841606140136719e+00 -4.380170822143554688e+00 -3.551067352294921875e+00 -5.808033943176269531e+00 -3.998267889022827148e+00 -5.386646747589111328e+00 -5.614002704620361328e+00 -4.109831809997558594e+00 -3.971366167068481445e+00 -3.801798820495605469e+00 -4.991869926452636719e+00 -4.417686462402343750e+00 -4.780958652496337891e+00 -3.805646896362304688e+00 -3.826805353164672852e+00 -4.670204639434814453e+00 -4.174657821655273438e+00 -4.879403114318847656e+00 -4.725855827331542969e+00 -4.069066524505615234e+00 -4.326227188110351562e+00 -3.695185184478759766e+00 -5.252172946929931641e+00 -4.397144317626953125e+00 -4.907169342041015625e+00 -4.289474010467529297e+00 -4.438520431518554688e+00 -4.904125213623046875e+00 -3.982631206512451172e+00 -4.352847099304199219e+00 -3.507614135742187500e+00 -4.693518161773681641e+00 -3.898533821105957031e+00 -4.758159637451171875e+00 -4.807079792022705078e+00 -4.470823287963867188e+00 -4.970401287078857422e+00 -3.646403789520263672e+00 -4.010517597198486328e+00 -4.002136230468750000e+00 -4.559912204742431641e+00 -3.609428644180297852e+00 -3.871458053588867188e+00 -4.913820743560791016e+00 -5.124523162841796875e+00 -5.442802906036376953e+00 -3.936326503753662109e+00 -4.097387790679931641e+00 -4.635414123535156250e+00 -3.629441976547241211e+00 -4.724936962127685547e+00 -3.310998916625976562e+00 -4.351682662963867188e+00 -4.004866600036621094e+00 -4.819267749786376953e+00 -3.694601535797119141e+00 -4.051994323730468750e+00 -3.470092058181762695e+00 -4.125053882598876953e+00 -5.665349006652832031e+00 -4.524306297302246094e+00 -3.878328084945678711e+00 -3.955088853836059570e+00 -3.478044509887695312e+00 -4.647392272949218750e+00 -4.308275699615478516e+00 -3.969711303710937500e+00 -3.821772098541259766e+00 -4.074772834777832031e+00 -3.871894359588623047e+00 -4.952113151550292969e+00 -5.027539730072021484e+00 -4.568672657012939453e+00 -4.502249240875244141e+00 -4.507028579711914062e+00 -4.132765769958496094e+00 -3.685619354248046875e+00 -4.285403728485107422e+00 -4.131351947784423828e+00 -3.180162429809570312e+00 -5.212763786315917969e+00 -4.360444545745849609e+00 -3.781727075576782227e+00 -4.161366462707519531e+00 -3.753458738327026367e+00 -4.115996360778808594e+00 -4.562290191650390625e+00 -4.022942543029785156e+00 -4.744824886322021484e+00 -3.380599975585937500e+00 -4.004549980163574219e+00 -4.986623764038085938e+00 -3.830487012863159180e+00 -4.645925045013427734e+00 -3.828912258148193359e+00 -5.105414867401123047e+00 -4.008941650390625000e+00 -4.887125492095947266e+00 -4.002263069152832031e+00 -3.985471963882446289e+00 -4.540442466735839844e+00 -4.744963169097900391e+00 -3.323235750198364258e+00 -5.237629413604736328e+00 -3.720105648040771484e+00 -4.083520412445068359e+00 -3.538402795791625977e+00 -3.841600894927978516e+00 -3.800083398818969727e+00 -4.316562175750732422e+00 -3.617719173431396484e+00 -4.153905391693115234e+00 -5.355346679687500000e+00 -3.348307847976684570e+00 -4.566887855529785156e+00 -4.440806865692138672e+00 -3.884319305419921875e+00 -3.907733440399169922e+00 -5.049551963806152344e+00 -4.459045886993408203e+00 -3.795396566390991211e+00 -4.658204078674316406e+00 -4.921123027801513672e+00 -3.536148786544799805e+00 -4.100461959838867188e+00 -4.396618366241455078e+00 -3.935325860977172852e+00 -4.342694759368896484e+00 -4.543324470520019531e+00 -4.429931163787841797e+00 -4.585618972778320312e+00 -3.612660884857177734e+00 -3.994210958480834961e+00 -4.683037281036376953e+00 -4.044064521789550781e+00 -3.771648883819580078e+00 -4.215260028839111328e+00 -4.848536014556884766e+00 -4.022498607635498047e+00 -4.151489257812500000e+00 -3.862396717071533203e+00 -4.801316261291503906e+00 -4.225369930267333984e+00 -5.576972961425781250e+00 -4.345863819122314453e+00 -3.175102233886718750e+00 -4.631159305572509766e+00 -4.347358703613281250e+00 -4.363042354583740234e+00 -3.975841999053955078e+00 -3.383372545242309570e+00 -4.557695388793945312e+00 -4.662180900573730469e+00 -4.661487579345703125e+00 -4.452559947967529297e+00 -3.897869110107421875e+00 -3.542694568634033203e+00 -4.404464721679687500e+00 -4.410781383514404297e+00 -4.532546043395996094e+00 diff --git a/examples/synthetic/outputs/data3/X_train.csv b/examples/synthetic/outputs/data3/X_train.csv deleted file mode 100644 index e64d1c2..0000000 --- a/examples/synthetic/outputs/data3/X_train.csv +++ /dev/null @@ -1,100 +0,0 @@ -1.528678536415100098e-01,-3.136137127876281738e-01,-1.074142217636108398e+00,1.148407697677612305e+00,-1.168310284614562988e+00 -1.192144274711608887e+00,9.702669978141784668e-01,-3.283918499946594238e-01,7.257820963859558105e-01,5.293141603469848633e-01 --1.502139210700988770e+00,7.731095552444458008e-01,-4.232609570026397705e-01,6.631460785865783691e-01,1.257687211036682129e+00 --1.521449327468872070e+00,1.402971625328063965e+00,1.213574886322021484e+00,-1.186372637748718262e+00,1.269511222839355469e+00 -1.164767026901245117e+00,7.422135472297668457e-01,-1.940316915512084961e+00,5.467727184295654297e-01,1.455728650093078613e+00 -1.092530265450477600e-01,2.872985303401947021e-01,1.225228667259216309e+00,1.238281846046447754e+00,-2.103300839662551880e-01 --1.020555138587951660e+00,-8.116410970687866211e-01,8.993288278579711914e-01,-1.308302879333496094e+00,-2.659777104854583740e-01 --8.136309981346130371e-01,-5.502986907958984375e-01,4.905498325824737549e-01,-1.792771816253662109e+00,-5.524016618728637695e-01 --4.432579874992370605e-01,-6.263162940740585327e-02,5.607400536537170410e-01,1.460624694824218750e+00,7.512761950492858887e-01 -1.326748251914978027e+00,8.396268486976623535e-01,-8.159693479537963867e-01,-9.919843077659606934e-01,-5.407372713088989258e-01 -2.233006060123443604e-01,-8.387271165847778320e-01,1.324418783187866211e+00,1.484762549400329590e+00,1.471663236618041992e+00 --3.815439641475677490e-01,-1.393698334693908691e+00,1.380024313926696777e+00,4.075919687747955322e-01,-3.628336191177368164e-01 --7.414584159851074219e-01,-1.447656601667404175e-01,7.563101649284362793e-01,3.183084726333618164e-01,-1.823265194892883301e+00 --1.490688562393188477e+00,-1.188064813613891602e+00,1.213225960731506348e+00,6.921933293342590332e-01,-1.820976138114929199e+00 -3.089332878589630127e-01,-1.368346095085144043e+00,9.885630607604980469e-01,-9.863192439079284668e-01,-7.202421426773071289e-01 -4.180600121617317200e-02,1.479144454002380371e+00,-6.043409705162048340e-01,-7.860928773880004883e-01,1.070446252822875977e+00 --1.480218291282653809e+00,1.377931237220764160e+00,-1.255342662334442139e-01,5.132041573524475098e-01,-1.739891648292541504e+00 -1.154080033302307129e+00,-1.552603244781494141e+00,1.332184195518493652e+00,1.612591981887817383e+00,1.593026041984558105e+00 --4.897332489490509033e-01,8.846271038055419922e-02,-2.695166170597076416e-01,5.700950622558593750e-01,-3.224439173936843872e-02 -6.150770559906959534e-02,-6.367083638906478882e-02,-9.922195672988891602e-01,1.101601362228393555e+00,1.535806417465209961e+00 -1.311484694480895996e+00,-1.230563879013061523e+00,-8.192407339811325073e-02,5.196008831262588501e-02,-1.823304057121276855e+00 -1.330823898315429688e+00,-8.621723055839538574e-01,-6.204901933670043945e-01,8.040316700935363770e-01,-6.415535211563110352e-01 -9.443266987800598145e-01,7.497075796127319336e-01,-1.727359533309936523e+00,8.125858008861541748e-02,1.076135873794555664e+00 --1.547255039215087891e+00,9.437890648841857910e-01,1.251994609832763672e+00,-4.670062661170959473e-01,-8.724391460418701172e-01 -1.155381083488464355e+00,4.270050227642059326e-01,-1.373952150344848633e+00,1.006487369537353516e+00,6.546979546546936035e-01 -1.647011995315551758e+00,-4.633729755878448486e-01,-3.040229976177215576e-01,7.555539608001708984e-01,-2.147101759910583496e-01 -1.092620372772216797e+00,5.967447161674499512e-01,-8.854790329933166504e-01,-1.539847850799560547e+00,1.066821888089179993e-01 -1.135575532913208008e+00,-6.228448152542114258e-01,6.790736690163612366e-03,-1.136722803115844727e+00,-2.824221551418304443e-01 -2.525303065776824951e-01,4.844691604375839233e-02,8.712273240089416504e-01,-2.001881450414657593e-01,8.521857857704162598e-01 --1.040918588638305664e+00,-2.838951908051967621e-02,1.076833724975585938e+00,-1.638338804244995117e+00,8.376224637031555176e-01 -5.410615801811218262e-01,1.494682312011718750e+00,5.215041637420654297e-01,1.538903594017028809e+00,-9.029287099838256836e-01 -4.474152624607086182e-01,-1.458242893218994141e+00,-1.086169600486755371e+00,-8.551563024520874023e-01,5.515646338462829590e-01 -1.110443711280822754e+00,-1.076407790184020996e+00,8.281581997871398926e-01,3.663826361298561096e-02,-2.198035418987274170e-01 --1.021164536476135254e+00,-1.426086306571960449e+00,-1.900557518005371094e+00,8.057553172111511230e-01,6.867242455482482910e-01 --5.163744091987609863e-01,-9.498204588890075684e-01,-1.561992168426513672e+00,1.467507839202880859e+00,-1.789682984352111816e+00 -4.369688332080841064e-01,-1.420673727989196777e+00,7.903189063072204590e-01,1.205541729927062988e+00,-1.432994723320007324e+00 --7.533836960792541504e-01,1.309348702430725098e+00,-1.464332818984985352e+00,7.550464272499084473e-01,3.743224218487739563e-02 -7.439922690391540527e-01,8.611051440238952637e-01,-1.741831898689270020e+00,1.212663650512695312e+00,-3.734068870544433594e-01 -1.409006714820861816e+00,-1.547253608703613281e+00,1.393214225769042969e+00,8.361783623695373535e-01,1.664744973182678223e+00 -6.515972614288330078e-01,-3.866134285926818848e-01,-9.676942229270935059e-02,-9.758889079093933105e-01,-1.506724834442138672e+00 --8.650611639022827148e-01,1.964763253927230835e-01,3.660754859447479248e-01,2.266023010015487671e-01,-7.585244774818420410e-01 -7.530361413955688477e-02,-4.732992649078369141e-01,1.073664546012878418e+00,6.543301045894622803e-02,1.559127926826477051e+00 -1.942152082920074463e-01,-8.791604042053222656e-01,1.021269679069519043e+00,7.733430862426757812e-01,-9.933515787124633789e-01 --1.413039207458496094e+00,-1.376044750213623047e-01,3.479674160480499268e-01,9.865437150001525879e-01,-1.680466771125793457e+00 -5.593987181782722473e-02,8.321837186813354492e-01,-9.703720211982727051e-01,-1.027680754661560059e+00,3.055017888545989990e-01 --9.415920376777648926e-01,-1.317831873893737793e+00,9.980223327875137329e-02,-1.364632964134216309e+00,-4.380781203508377075e-03 --1.662048339843750000e+00,-1.030200600624084473e+00,8.841356039047241211e-01,-1.411589741706848145e+00,8.100621700286865234e-01 -8.531993627548217773e-01,1.217899918556213379e+00,-4.623093008995056152e-01,-7.682268023490905762e-01,-4.593927264213562012e-01 --1.660717010498046875e+00,4.483479261398315430e-01,1.018339633941650391e+00,-7.890380620956420898e-01,5.865014791488647461e-01 -1.038362026214599609e+00,1.349550008773803711e+00,4.484118223190307617e-01,-1.765384674072265625e-01,9.165679216384887695e-01 --7.465055584907531738e-01,-3.222195208072662354e-01,-1.782033562660217285e+00,-3.177729845046997070e-01,1.267249345779418945e+00 --1.388714909553527832e+00,1.175255060195922852e+00,2.580128312110900879e-01,-6.869666576385498047e-01,-5.319089889526367188e-01 -1.756557077169418335e-02,-1.307936429977416992e+00,-1.214783668518066406e+00,-1.226540803909301758e+00,9.298163056373596191e-01 -5.857486724853515625e-01,5.138813853263854980e-01,9.154489040374755859e-01,5.452845096588134766e-01,-1.606716275215148926e+00 -4.010730385780334473e-01,-8.128398060798645020e-01,1.027086973190307617e+00,8.086220622062683105e-01,-8.421201109886169434e-01 --1.540153503417968750e+00,1.090203523635864258e+00,-1.827851533889770508e-01,1.695297718048095703e+00,1.390493750572204590e+00 --9.563297033309936523e-01,-1.572088837623596191e+00,-2.011232137680053711e+00,-1.783024072647094727e-01,-1.643783926963806152e+00 -1.079099535942077637e+00,-7.928634434938430786e-02,1.339195609092712402e+00,1.277847290039062500e+00,-1.419515490531921387e+00 --1.431766271591186523e+00,-9.711416363716125488e-01,7.952250838279724121e-01,1.087457463145256042e-01,-2.662748098373413086e-01 -9.972203373908996582e-01,8.445464819669723511e-02,3.127758502960205078e-01,-1.757260441780090332e+00,1.112661883234977722e-01 --1.743568062782287598e+00,1.438456654548645020e+00,5.753675103187561035e-01,-8.517090976238250732e-02,-2.981701493263244629e-01 -7.522628903388977051e-01,4.430181384086608887e-01,5.981438755989074707e-01,-1.097090363502502441e+00,1.214146614074707031e+00 -1.206756353378295898e+00,-1.067898750305175781e+00,6.915693283081054688e-01,1.527974009513854980e-01,-1.077975869178771973e+00 -8.256520032882690430e-01,-6.932762861251831055e-01,-5.189218744635581970e-02,-6.407582759857177734e-01,8.283218741416931152e-02 -6.018319129943847656e-01,1.029427766799926758e+00,5.619750618934631348e-01,1.295352458953857422e+00,1.483345389366149902e+00 -4.792792797088623047e-01,-7.730569839477539062e-01,-5.695625543594360352e-01,1.272273182868957520e+00,9.274328947067260742e-01 -4.806333184242248535e-01,-1.215659379959106445e+00,-2.228481471538543701e-01,3.587296977639198303e-02,8.898325562477111816e-01 -8.674621582031250000e-01,1.524532198905944824e+00,-1.125393748283386230e+00,-1.659326553344726562e+00,-1.334392582066357136e-03 -1.603819966316223145e+00,-4.080585837364196777e-01,3.221598267555236816e-01,-1.378162980079650879e+00,-2.399854063987731934e-01 --1.677340120077133179e-01,1.296550035476684570e+00,-2.957470417022705078e-01,4.147540926933288574e-01,3.840200006961822510e-01 --7.950554490089416504e-01,1.193461656570434570e+00,1.390311360359191895e+00,2.028347104787826538e-01,-3.142857849597930908e-01 -2.159774899482727051e-01,-5.643301010131835938e-01,-1.129369735717773438e+00,1.156989097595214844e+00,1.483106017112731934e+00 --6.804231405258178711e-01,4.419635236263275146e-01,-9.626169204711914062e-01,1.014965891838073730e+00,-5.613567829132080078e-01 --4.934748634696006775e-02,1.426833152770996094e+00,-1.354630440473556519e-01,1.318578124046325684e-01,1.355443835258483887e+00 --7.200409770011901855e-01,-9.233794212341308594e-01,7.898430228233337402e-01,-2.285269796848297119e-01,2.816843688488006592e-01 -1.431012511253356934e+00,7.841793894767761230e-01,1.075486063957214355e+00,1.288364410400390625e+00,1.620448350906372070e+00 -1.353013515472412109e+00,-1.610002875328063965e+00,1.242907285690307617e+00,-5.799705982208251953e-01,1.425740599632263184e+00 --2.590799033641815186e-01,1.341074824333190918e+00,1.409317255020141602e+00,7.532362341880798340e-01,4.153723716735839844e-01 -4.419924616813659668e-01,-1.059399843215942383e+00,6.823068857192993164e-01,-1.723260760307312012e+00,7.472733259201049805e-01 -4.565716087818145752e-01,-1.252670407295227051e+00,6.897526979446411133e-01,-1.041276931762695312e+00,3.421809077262878418e-01 -1.652231693267822266e+00,1.466858744621276855e+00,3.600687980651855469e-01,6.023647189140319824e-01,1.606423556804656982e-01 --1.150074601173400879e-01,-1.481612920761108398e+00,-9.080736041069030762e-01,-1.474798679351806641e+00,-1.005585119128227234e-01 -5.646149069070816040e-02,6.541861593723297119e-02,-1.763938903808593750e+00,9.849228858947753906e-01,1.103160738945007324e+00 --1.440919756889343262e+00,1.383302688598632812e+00,-6.079076603055000305e-02,-6.139126047492027283e-02,-9.599214196205139160e-01 -6.991139650344848633e-01,-2.758859992027282715e-01,-2.053684234619140625e+00,1.501320838928222656e+00,1.093973994255065918e+00 -1.407801866531372070e+00,-1.476819992065429688e+00,-5.733397006988525391e-01,-6.842043995857238770e-01,7.735354304313659668e-01 --1.342389225959777832e+00,1.547231912612915039e+00,-1.516572833061218262e+00,-1.763377904891967773e+00,7.281051278114318848e-01 --1.406539797782897949e+00,-2.887969017028808594e-01,6.048536896705627441e-01,-1.121495246887207031e+00,-9.483357667922973633e-01 --2.366635203361511230e-01,-8.273373246192932129e-01,-9.777171611785888672e-01,-2.615626156330108643e-02,9.493425488471984863e-02 --1.651107311248779297e+00,8.292849063873291016e-01,4.735384583473205566e-01,-1.131084918975830078e+00,2.348838746547698975e-02 --6.550583839416503906e-01,-7.982791066169738770e-01,-9.643726944923400879e-01,1.002295970916748047e+00,-9.559234380722045898e-01 -4.079791605472564697e-01,5.521835386753082275e-02,-6.273020058870315552e-02,5.921696424484252930e-01,-8.108627796173095703e-01 --4.439985156059265137e-01,1.346788644790649414e+00,-7.868907451629638672e-01,4.254764616489410400e-01,-9.090296626091003418e-01 --1.386024206876754761e-01,-6.363734006881713867e-01,-3.938452899456024170e-02,2.846266627311706543e-01,-1.290712833404541016e+00 -1.651215314865112305e+00,1.522960901260375977e+00,-1.838725090026855469e+00,-1.194725990295410156e+00,-9.084679931402206421e-02 --1.059455037117004395e+00,4.993298649787902832e-01,6.746073961257934570e-01,1.959455609321594238e-01,-1.407662332057952881e-01 -3.264356851577758789e-01,1.361865162849426270e+00,-1.925920844078063965e-01,6.540614366531372070e-02,-1.311430931091308594e+00 --1.703659057617187500e+00,7.771286368370056152e-01,1.454282283782958984e+00,-1.413673400878906250e+00,-1.378179430961608887e+00 -8.955604434013366699e-01,6.912791132926940918e-01,-5.557797551155090332e-01,-1.806539654731750488e+00,-1.317404747009277344e+00 --1.078091979026794434e+00,2.506785094738006592e-01,1.201482415199279785e+00,-2.219022959470748901e-01,3.011610507965087891e-01 diff --git a/examples/synthetic/outputs/data3/loss.pkl b/examples/synthetic/outputs/data3/loss.pkl deleted file mode 100644 index a7d48d3..0000000 Binary files a/examples/synthetic/outputs/data3/loss.pkl and /dev/null differ diff --git a/examples/synthetic/outputs/data3/loss_vs_epoch/train.png.json b/examples/synthetic/outputs/data3/loss_vs_epoch/train.png.json deleted file mode 100644 index dd7f480..0000000 --- a/examples/synthetic/outputs/data3/loss_vs_epoch/train.png.json +++ /dev/null @@ -1 +0,0 @@ -{"mae": [14.657425880432129, 14.945408821105957, 14.874709129333496, 14.37914752960205, 13.900073051452637, 13.500980377197266, 13.022913932800293, 12.602861404418945, 12.136724472045898, 11.974154472351074, 11.713665962219238, 11.518813133239746, 11.257479667663574, 11.061959266662598, 10.808823585510254, 10.567449569702148, 10.34939193725586, 10.089542388916016, 9.823806762695312, 9.567717552185059, 9.26571273803711, 9.010869026184082, 8.789124488830566, 8.540645599365234, 8.263847351074219, 8.01462459564209, 7.744461536407471, 7.49267578125, 7.210292816162109, 6.9605607986450195, 6.727035999298096, 6.495567798614502, 6.35215950012207, 6.169546604156494, 5.9594950675964355, 5.881780624389648, 5.726143836975098, 5.611307144165039, 5.483456611633301, 5.39894962310791, 5.284011363983154, 5.115303993225098, 5.07192850112915, 4.985373020172119, 4.826657772064209, 4.744418144226074, 4.685939311981201, 4.615628719329834, 4.541400909423828, 4.4618730545043945, 4.368901252746582, 4.322427749633789, 4.231400966644287, 4.1749348640441895, 4.121490478515625, 4.02454948425293, 4.0104475021362305, 3.909569025039673, 3.810896396636963, 3.723994493484497, 3.615107536315918, 3.5349395275115967, 3.4749507904052734, 3.4132702350616455, 3.3545982837677, 3.3074874877929688, 3.2467284202575684, 3.210599660873413, 3.1433730125427246, 3.112626075744629, 3.069146156311035, 3.0390825271606445, 2.993581771850586, 2.9468350410461426, 2.9112048149108887, 2.8736538887023926, 2.8495864868164062, 2.8156933784484863, 2.7974188327789307, 2.779799222946167, 2.7643823623657227, 2.750049114227295, 2.732196092605591, 2.695479393005371, 2.710609197616577, 2.663121223449707, 2.666677951812744, 2.6368331909179688, 2.614331007003784, 2.596017360687256, 2.5762102603912354, 2.544118881225586, 2.5262584686279297, 2.537785291671753, 2.5145537853240967, 2.5033388137817383, 2.4984793663024902, 2.4823391437530518, 2.471956253051758, 2.477994680404663], "epoch": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]} \ No newline at end of file diff --git a/examples/synthetic/outputs/data3/loss_vs_epoch/train.png.png b/examples/synthetic/outputs/data3/loss_vs_epoch/train.png.png deleted file mode 100644 index 2487989..0000000 Binary files a/examples/synthetic/outputs/data3/loss_vs_epoch/train.png.png and /dev/null differ diff --git a/examples/synthetic/outputs/data3/parity/train.png.json b/examples/synthetic/outputs/data3/parity/train.png.json deleted file mode 100644 index 1c2bd17..0000000 --- a/examples/synthetic/outputs/data3/parity/train.png.json +++ /dev/null @@ -1 +0,0 @@ -{"$RMSE$": 3.427368353187351, "$RMSE/\\sigma_{y}$": 0.652390091208797, "$MAE$": 2.477994680404663, "$R^{2}$": 0.5700880862558371, "y": [17.100000381469727, 18.5690975189209, 13.551384925842285, 12.312131881713867, 24.85137367248535, 23.3359317779541, 7.874631881713867, 6.010295867919922, 19.884586334228516, 12.766308784484863, 22.706953048706055, 13.893529891967773, 12.224228858947754, 11.174460411071777, 8.264303207397461, 17.314462661743164, 9.537310600280762, 19.541311264038086, 15.407109260559082, 21.334739685058594, 8.982897758483887, 15.740001678466797, 22.475114822387695, 10.91129207611084, 23.339162826538086, 18.804075241088867, 13.885464668273926, 11.908124923706055, 18.994638442993164, 10.836220741271973, 20.589387893676758, 8.396767616271973, 14.113191604614258, 15.69804859161377, 14.472807884216309, 12.407033920288086, 19.919692993164062, 23.787267684936523, 17.900094985961914, 10.690956115722656, 12.772666931152344, 19.05072593688965, 15.508414268493652, 10.493815422058105, 15.801970481872559, 5.038650035858154, 7.480872631072998, 13.394224166870117, 10.014057159423828, 16.144895553588867, 16.171096801757812, 8.863502502441406, 8.805479049682617, 19.33448600769043, 16.61640739440918, 16.593549728393555, 9.885711669921875, 23.204452514648438, 10.340764045715332, 13.469060897827148, 8.845930099487305, 17.750362396240234, 12.95639705657959, 12.755647659301758, 24.426088333129883, 18.190046310424805, 11.933211326599121, 11.022202491760254, 13.537128448486328, 19.349842071533203, 19.708494186401367, 20.121082305908203, 16.769840240478516, 20.185523986816406, 11.64377498626709, 24.632709503173828, 12.242650032043457, 24.809389114379883, 9.20221996307373, 9.394390106201172, 11.269423484802246, 4.929041862487793, 23.497838973999023, 9.41287612915039, 26.838211059570312, 8.624259948730469, 10.374717712402344, 6.1230902671813965, 12.198269844055176, 6.6680707931518555, 12.719014167785645, 17.181428909301758, 17.278032302856445, 11.463370323181152, 8.493165969848633, 14.027811050415039, 15.864752769470215, 7.407995700836182, 10.777018547058105, 14.980456352233887], "y_pred": [16.470077514648438, 20.668651580810547, 18.476259231567383, 14.977411270141602, 26.426273345947266, 17.77846336364746, 6.452655792236328, 5.89256477355957, 18.594295501708984, 15.1973876953125, 21.602203369140625, 12.60807991027832, 12.317508697509766, 14.656421661376953, 9.183305740356445, 17.012451171875, 15.982311248779297, 24.017024993896484, 11.085909843444824, 20.682777404785156, 14.717761993408203, 16.051206588745117, 22.002487182617188, 11.339214324951172, 22.44675064086914, 17.208261489868164, 13.676191329956055, 10.591207504272461, 12.411404609680176, 8.899667739868164, 24.057100296020508, 11.004495620727539, 12.338509559631348, 16.78875732421875, 18.715099334716797, 16.7637996673584, 19.902172088623047, 23.46600341796875, 21.681976318359375, 10.044379234313965, 9.609024047851562, 15.56808090209961, 13.599752426147461, 14.750093460083008, 11.348466873168945, 6.4529008865356445, 8.446418762207031, 14.650310516357422, 10.260841369628906, 19.812437057495117, 14.471090316772461, 9.173348426818848, 10.586522102355957, 16.627954483032227, 13.751288414001465, 26.780914306640625, 12.220260620117188, 20.24936294555664, 9.847991943359375, 11.886453628540039, 13.514205932617188, 15.62570571899414, 13.60396671295166, 9.395861625671387, 25.054697036743164, 17.442880630493164, 11.518832206726074, 16.041454315185547, 13.452363967895508, 17.082422256469727, 15.660770416259766, 20.097026824951172, 15.790260314941406, 20.16972541809082, 8.83322525024414, 27.45594024658203, 17.261688232421875, 20.87002182006836, 10.840734481811523, 9.715009689331055, 23.575748443603516, 8.224954605102539, 21.43427276611328, 12.337364196777344, 25.577720642089844, 14.097768783569336, 13.127991676330566, 6.233787536621094, 9.695454597473145, 8.008071899414062, 13.669234275817871, 12.235366821289062, 15.947311401367188, 10.045417785644531, 22.097827911376953, 11.066390991210938, 15.818639755249023, 9.671761512756348, 12.185373306274414, 11.032916069030762]} \ No newline at end of file diff --git a/examples/synthetic/outputs/data3/parity/train.png.png b/examples/synthetic/outputs/data3/parity/train.png.png deleted file mode 100644 index 249aadd..0000000 Binary files a/examples/synthetic/outputs/data3/parity/train.png.png and /dev/null differ diff --git a/examples/synthetic/outputs/data3/parity/train.png_legend.png b/examples/synthetic/outputs/data3/parity/train.png_legend.png deleted file mode 100644 index e58cab9..0000000 Binary files a/examples/synthetic/outputs/data3/parity/train.png_legend.png and /dev/null differ diff --git a/examples/synthetic/outputs/data3/scaler.joblib b/examples/synthetic/outputs/data3/scaler.joblib deleted file mode 100644 index ff6ddb8..0000000 Binary files a/examples/synthetic/outputs/data3/scaler.joblib and /dev/null differ diff --git a/examples/synthetic/outputs/data3/y_train.csv b/examples/synthetic/outputs/data3/y_train.csv deleted file mode 100644 index 38bfd37..0000000 --- a/examples/synthetic/outputs/data3/y_train.csv +++ /dev/null @@ -1,100 +0,0 @@ -1.710000038146972656e+01 -1.856909751892089844e+01 -1.355138492584228516e+01 -1.231213188171386719e+01 -2.485137367248535156e+01 -2.333593177795410156e+01 -7.874631881713867188e+00 -6.010295867919921875e+00 -1.988458633422851562e+01 -1.276630878448486328e+01 -2.270695304870605469e+01 -1.389352989196777344e+01 -1.222422885894775391e+01 -1.117446041107177734e+01 -8.264303207397460938e+00 -1.731446266174316406e+01 -9.537310600280761719e+00 -1.954131126403808594e+01 -1.540710926055908203e+01 -2.133473968505859375e+01 -8.982897758483886719e+00 -1.574000167846679688e+01 -2.247511482238769531e+01 -1.091129207611083984e+01 -2.333916282653808594e+01 -1.880407524108886719e+01 -1.388546466827392578e+01 -1.190812492370605469e+01 -1.899463844299316406e+01 -1.083622074127197266e+01 -2.058938789367675781e+01 -8.396767616271972656e+00 -1.411319160461425781e+01 -1.569804859161376953e+01 -1.447280788421630859e+01 -1.240703392028808594e+01 -1.991969299316406250e+01 -2.378726768493652344e+01 -1.790009498596191406e+01 -1.069095611572265625e+01 -1.277266693115234375e+01 -1.905072593688964844e+01 -1.550841426849365234e+01 -1.049381542205810547e+01 -1.580197048187255859e+01 -5.038650035858154297e+00 -7.480872631072998047e+00 -1.339422416687011719e+01 -1.001405715942382812e+01 -1.614489555358886719e+01 -1.617109680175781250e+01 -8.863502502441406250e+00 -8.805479049682617188e+00 -1.933448600769042969e+01 -1.661640739440917969e+01 -1.659354972839355469e+01 -9.885711669921875000e+00 -2.320445251464843750e+01 -1.034076404571533203e+01 -1.346906089782714844e+01 -8.845930099487304688e+00 -1.775036239624023438e+01 -1.295639705657958984e+01 -1.275564765930175781e+01 -2.442608833312988281e+01 -1.819004631042480469e+01 -1.193321132659912109e+01 -1.102220249176025391e+01 -1.353712844848632812e+01 -1.934984207153320312e+01 -1.970849418640136719e+01 -2.012108230590820312e+01 -1.676984024047851562e+01 -2.018552398681640625e+01 -1.164377498626708984e+01 -2.463270950317382812e+01 -1.224265003204345703e+01 -2.480938911437988281e+01 -9.202219963073730469e+00 -9.394390106201171875e+00 -1.126942348480224609e+01 -4.929041862487792969e+00 -2.349783897399902344e+01 -9.412876129150390625e+00 -2.683821105957031250e+01 -8.624259948730468750e+00 -1.037471771240234375e+01 -6.123090267181396484e+00 -1.219826984405517578e+01 -6.668070793151855469e+00 -1.271901416778564453e+01 -1.718142890930175781e+01 -1.727803230285644531e+01 -1.146337032318115234e+01 -8.493165969848632812e+00 -1.402781105041503906e+01 -1.586475276947021484e+01 -7.407995700836181641e+00 -1.077701854705810547e+01 -1.498045635223388672e+01 diff --git a/examples/synthetic/outputs/loss_vs_epochs.csv b/examples/synthetic/outputs/loss_vs_epochs.csv deleted file mode 100644 index 5d58aa4..0000000 --- a/examples/synthetic/outputs/loss_vs_epochs.csv +++ /dev/null @@ -1,301 +0,0 @@ -epoch,loss,data,split -1,2.3543155193328857,data1,train -1,4.035674571990967,data2,train -1,14.657425880432129,data3,train -2,1.1911498308181763,data1,train -2,3.262282133102417,data2,train -2,14.945408821105957,data3,train -3,0.6719621419906616,data1,train -3,2.1170382499694824,data2,train -3,14.874709129333496,data3,train -4,0.5979810357093811,data1,train -4,1.246394395828247,data2,train -4,14.37914752960205,data3,train -5,0.5641152858734131,data1,train -5,0.6125538349151611,data2,train -5,13.900073051452637,data3,train -6,0.4785533547401428,data1,train -6,0.5554951429367065,data2,train -6,13.500980377197266,data3,train -7,0.39768022298812866,data1,train -7,0.5186672210693359,data2,train -7,13.022913932800293,data3,train -8,0.2877453863620758,data1,train -8,0.5224563479423523,data2,train -8,12.602861404418945,data3,train -9,0.16550293564796448,data1,train -9,0.4854733943939209,data2,train -9,12.136724472045898,data3,train -10,0.13997036218643188,data1,train -10,0.4572984278202057,data2,train -10,11.974154472351074,data3,train -11,0.14651566743850708,data1,train -11,0.4434182941913605,data2,train -11,11.713665962219238,data3,train -12,0.1374579817056656,data1,train -12,0.43039819598197937,data2,train -12,11.518813133239746,data3,train -13,0.11660735309123993,data1,train -13,0.41877803206443787,data2,train -13,11.257479667663574,data3,train -14,0.12429799139499664,data1,train -14,0.40891745686531067,data2,train -14,11.061959266662598,data3,train -15,0.10677540302276611,data1,train -15,0.3941715955734253,data2,train -15,10.808823585510254,data3,train -16,0.10116290301084518,data1,train -16,0.3790128231048584,data2,train -16,10.567449569702148,data3,train -17,0.09009077399969101,data1,train -17,0.373919278383255,data2,train -17,10.34939193725586,data3,train -18,0.09907478839159012,data1,train -18,0.3605652153491974,data2,train -18,10.089542388916016,data3,train -19,0.090846486389637,data1,train -19,0.359718382358551,data2,train -19,9.823806762695312,data3,train -20,0.09747456014156342,data1,train -20,0.3543050289154053,data2,train -20,9.567717552185059,data3,train -21,0.09865165501832962,data1,train -21,0.3311122953891754,data2,train -21,9.26571273803711,data3,train -22,0.09004171937704086,data1,train -22,0.2878692150115967,data2,train -22,9.010869026184082,data3,train -23,0.08323191106319427,data1,train -23,0.31585949659347534,data2,train -23,8.789124488830566,data3,train -24,0.07530289888381958,data1,train -24,0.27043554186820984,data2,train -24,8.540645599365234,data3,train -25,0.07658662647008896,data1,train -25,0.25213363766670227,data2,train -25,8.263847351074219,data3,train -26,0.09819644689559937,data1,train -26,0.2313314974308014,data2,train -26,8.01462459564209,data3,train -27,0.09559019654989243,data1,train -27,0.22557786107063293,data2,train -27,7.744461536407471,data3,train -28,0.07051756978034973,data1,train -28,0.23378032445907593,data2,train -28,7.49267578125,data3,train -29,0.06960400938987732,data1,train -29,0.2142021507024765,data2,train -29,7.210292816162109,data3,train -30,0.06991457939147949,data1,train -30,0.2219453901052475,data2,train -30,6.9605607986450195,data3,train -31,0.07289828360080719,data1,train -31,0.28359276056289673,data2,train -31,6.727035999298096,data3,train -32,0.08481864631175995,data1,train -32,0.4004218876361847,data2,train -32,6.495567798614502,data3,train -33,0.06429796665906906,data1,train -33,0.08682986348867416,data2,train -33,6.35215950012207,data3,train -34,0.07745480537414551,data1,train -34,0.11949115246534348,data2,train -34,6.169546604156494,data3,train -35,0.0645480826497078,data1,train -35,0.15374799072742462,data2,train -35,5.9594950675964355,data3,train -36,0.07139191776514053,data1,train -36,0.39658820629119873,data2,train -36,5.881780624389648,data3,train -37,0.07085947692394257,data1,train -37,0.18068337440490723,data2,train -37,5.726143836975098,data3,train -38,0.10313155502080917,data1,train -38,0.16839592158794403,data2,train -38,5.611307144165039,data3,train -39,0.06115634739398956,data1,train -39,0.1777348667383194,data2,train -39,5.483456611633301,data3,train -40,0.058517780154943466,data1,train -40,0.07345295697450638,data2,train -40,5.39894962310791,data3,train -41,0.06920197606086731,data1,train -41,0.1040496826171875,data2,train -41,5.284011363983154,data3,train -42,0.05935169383883476,data1,train -42,0.2720532715320587,data2,train -42,5.115303993225098,data3,train -43,0.065297931432724,data1,train -43,0.390982985496521,data2,train -43,5.07192850112915,data3,train -44,0.061547085642814636,data1,train -44,0.1636788547039032,data2,train -44,4.985373020172119,data3,train -45,0.05767961964011192,data1,train -45,0.4277806580066681,data2,train -45,4.826657772064209,data3,train -46,0.05551179125905037,data1,train -46,0.3714084327220917,data2,train -46,4.744418144226074,data3,train -47,0.058372851461172104,data1,train -47,0.19641155004501343,data2,train -47,4.685939311981201,data3,train -48,0.0677095502614975,data1,train -48,0.21241611242294312,data2,train -48,4.615628719329834,data3,train -49,0.060681503266096115,data1,train -49,0.3849946856498718,data2,train -49,4.541400909423828,data3,train -50,0.057957686483860016,data1,train -50,0.07545498758554459,data2,train -50,4.4618730545043945,data3,train -51,0.0570814274251461,data1,train -51,0.06988564133644104,data2,train -51,4.368901252746582,data3,train -52,0.06904591619968414,data1,train -52,0.07838757336139679,data2,train -52,4.322427749633789,data3,train -53,0.0590784065425396,data1,train -53,0.08889808505773544,data2,train -53,4.231400966644287,data3,train -54,0.06144828721880913,data1,train -54,0.09002452343702316,data2,train -54,4.1749348640441895,data3,train -55,0.05583110451698303,data1,train -55,0.061392102390527725,data2,train -55,4.121490478515625,data3,train -56,0.055194199085235596,data1,train -56,0.20988067984580994,data2,train -56,4.02454948425293,data3,train -57,0.0897907093167305,data1,train -57,0.32061678171157837,data2,train -57,4.0104475021362305,data3,train -58,0.05812555178999901,data1,train -58,0.06745761632919312,data2,train -58,3.909569025039673,data3,train -59,0.051844727247953415,data1,train -59,0.09191868454217911,data2,train -59,3.810896396636963,data3,train -60,0.051362793892621994,data1,train -60,0.05363250523805618,data2,train -60,3.723994493484497,data3,train -61,0.07260966300964355,data1,train -61,0.08606726676225662,data2,train -61,3.615107536315918,data3,train -62,0.0657615140080452,data1,train -62,0.10854670405387878,data2,train -62,3.5349395275115967,data3,train -63,0.051694355905056,data1,train -63,0.07183494418859482,data2,train -63,3.4749507904052734,data3,train -64,0.06556954979896545,data1,train -64,0.1967129111289978,data2,train -64,3.4132702350616455,data3,train -65,0.05139390379190445,data1,train -65,0.36384305357933044,data2,train -65,3.3545982837677,data3,train -66,0.05243545398116112,data1,train -66,0.1681395322084427,data2,train -66,3.3074874877929688,data3,train -67,0.05189114436507225,data1,train -67,0.24287036061286926,data2,train -67,3.2467284202575684,data3,train -68,0.05268547683954239,data1,train -68,0.24816130101680756,data2,train -68,3.210599660873413,data3,train -69,0.08136448264122009,data1,train -69,0.33674097061157227,data2,train -69,3.1433730125427246,data3,train -70,0.056460652500391006,data1,train -70,0.13350807130336761,data2,train -70,3.112626075744629,data3,train -71,0.04839704930782318,data1,train -71,0.15762588381767273,data2,train -71,3.069146156311035,data3,train -72,0.06047285720705986,data1,train -72,0.2585027813911438,data2,train -72,3.0390825271606445,data3,train -73,0.05153610184788704,data1,train -73,0.08453262597322464,data2,train -73,2.993581771850586,data3,train -74,0.05214531347155571,data1,train -74,0.10603713989257812,data2,train -74,2.9468350410461426,data3,train -75,0.05080951005220413,data1,train -75,0.06625724583864212,data2,train -75,2.9112048149108887,data3,train -76,0.05654564127326012,data1,train -76,0.12305549532175064,data2,train -76,2.8736538887023926,data3,train -77,0.04707612469792366,data1,train -77,0.06012061610817909,data2,train -77,2.8495864868164062,data3,train -78,0.054385870695114136,data1,train -78,0.07348568737506866,data2,train -78,2.8156933784484863,data3,train -79,0.07142619043588638,data1,train -79,0.09645590931177139,data2,train -79,2.7974188327789307,data3,train -80,0.04950511083006859,data1,train -80,0.047100845724344254,data2,train -80,2.779799222946167,data3,train -81,0.051623016595840454,data1,train -81,0.12126940488815308,data2,train -81,2.7643823623657227,data3,train -82,0.04677272215485573,data1,train -82,0.12590396404266357,data2,train -82,2.750049114227295,data3,train -83,0.05289379134774208,data1,train -83,0.3831346035003662,data2,train -83,2.732196092605591,data3,train -84,0.054607801139354706,data1,train -84,0.15535877645015717,data2,train -84,2.695479393005371,data3,train -85,0.05284024029970169,data1,train -85,0.3236472010612488,data2,train -85,2.710609197616577,data3,train -86,0.05573276802897453,data1,train -86,0.0554085411131382,data2,train -86,2.663121223449707,data3,train -87,0.05439743772149086,data1,train -87,0.09509740769863129,data2,train -87,2.666677951812744,data3,train -88,0.054502829909324646,data1,train -88,0.11933831125497818,data2,train -88,2.6368331909179688,data3,train -89,0.07636354863643646,data1,train -89,0.3502221405506134,data2,train -89,2.614331007003784,data3,train -90,0.07789620012044907,data1,train -90,0.2475801706314087,data2,train -90,2.596017360687256,data3,train -91,0.05159119889140129,data1,train -91,0.37930652499198914,data2,train -91,2.5762102603912354,data3,train -92,0.07211990654468536,data1,train -92,0.16424010694026947,data2,train -92,2.544118881225586,data3,train -93,0.057833895087242126,data1,train -93,0.21713171899318695,data2,train -93,2.5262584686279297,data3,train -94,0.04707418009638786,data1,train -94,0.25187209248542786,data2,train -94,2.537785291671753,data3,train -95,0.06442063301801682,data1,train -95,0.14821533858776093,data2,train -95,2.5145537853240967,data3,train -96,0.04852130264043808,data1,train -96,0.24950404465198517,data2,train -96,2.5033388137817383,data3,train -97,0.06227410212159157,data1,train -97,0.2633002698421478,data2,train -97,2.4984793663024902,data3,train -98,0.06626210361719131,data1,train -98,0.04033997282385826,data2,train -98,2.4823391437530518,data3,train -99,0.04911976680159569,data1,train -99,0.2397981435060501,data2,train -99,2.471956253051758,data3,train -100,0.04932926967740059,data1,train -100,0.30000999569892883,data2,train -100,2.477994680404663,data3,train diff --git a/examples/synthetic/outputs/model.pth b/examples/synthetic/outputs/model.pth deleted file mode 100644 index 15dc5f4..0000000 Binary files a/examples/synthetic/outputs/model.pth and /dev/null differ diff --git a/examples/synthetic/outputs/predictions.csv b/examples/synthetic/outputs/predictions.csv deleted file mode 100644 index 42bac93..0000000 --- a/examples/synthetic/outputs/predictions.csv +++ /dev/null @@ -1,1601 +0,0 @@ -y,p,data,split -3.8173068,3.806127,data1,train -0.8843035,0.8638158,data1,train -2.9303033,2.9008312,data1,train -2.8573966,2.8407962,data1,train -1.9921082,1.9720106,data1,train --0.09725872,0.49009228,data1,train -3.0965927,3.077974,data1,train -3.2275543,3.2105303,data1,train -3.634265,3.6408982,data1,train -1.1336688,1.1908121,data1,train -2.0778491,2.0820713,data1,train -3.572066,3.5478654,data1,train -4.2027054,4.1709223,data1,train -3.3230765,3.2683942,data1,train -3.5764868,3.5450652,data1,train -2.857669,2.8349462,data1,train -3.0055523,2.9713311,data1,train -3.8162978,3.787014,data1,train -3.1870542,3.1797452,data1,train -2.5752778,2.580357,data1,train -3.2745674,3.2863111,data1,train -2.3342888,2.3293447,data1,train -2.7561977,2.73304,data1,train -4.3279266,4.290103,data1,train -3.8776345,3.852092,data1,train -2.596322,2.605942,data1,train -3.4169505,3.4046602,data1,train -3.1941097,3.1419435,data1,train -1.9964801,2.0060768,data1,train -4.126666,4.1079926,data1,train -3.7496448,3.7256346,data1,train -3.7537735,3.7496388,data1,train -2.6992347,2.6815464,data1,train -3.2207277,3.1805372,data1,train -3.8356757,3.8291228,data1,train -2.6839063,2.687201,data1,train -3.8464785,3.8625953,data1,train -2.657285,2.6634002,data1,train -2.1763012,2.1843157,data1,train -3.449638,3.4253345,data1,train -1.6911286,1.6680574,data1,train -2.976994,2.9596171,data1,train -3.269734,3.281735,data1,train -2.208698,2.2077494,data1,train -2.009978,2.0057545,data1,train -3.2194414,3.2136502,data1,train -2.2916377,2.28762,data1,train -3.3355837,3.319682,data1,train -0.18292364,0.19903326,data1,train -2.443738,2.4406404,data1,train -0.7046604,0.6435847,data1,train -3.0404818,3.0291057,data1,train -2.2488663,2.245362,data1,train -3.5436668,3.5311222,data1,train -3.4404297,3.415111,data1,train -1.2962378,1.2888865,data1,train -3.8142276,3.8066084,data1,train -3.050277,3.013319,data1,train -3.144391,3.1567583,data1,train -2.5797114,2.5703692,data1,train -2.7414494,2.733038,data1,train -3.5359607,3.538129,data1,train -1.6545621,1.6466033,data1,train -3.192952,3.1068544,data1,train -3.275143,3.2336326,data1,train -3.2030873,3.2204823,data1,train -2.617869,2.5988283,data1,train -2.4525957,2.4289637,data1,train -3.155183,3.127603,data1,train -3.8590803,3.8351984,data1,train -2.9028072,2.8911247,data1,train -2.1511524,2.1626778,data1,train -3.4781506,3.4407482,data1,train -2.8023748,2.8028965,data1,train -1.2416761,1.2704062,data1,train -2.8775582,2.8708255,data1,train -3.0400445,3.0680437,data1,train -3.8803217,3.8628213,data1,train --1.5232245,0.62365246,data1,train -4.286721,4.2482185,data1,train -2.0091984,1.9955912,data1,train -2.4395468,2.433109,data1,train -2.9930675,3.0028644,data1,train -1.178208,1.1517887,data1,train -1.88014,1.9061389,data1,train -4.0499516,4.046121,data1,train -1.3792497,1.3972921,data1,train -3.446977,3.4133859,data1,train -3.20726,3.1826305,data1,train -3.4465094,3.4080505,data1,train -1.5802888,1.5974851,data1,train -1.4330237,1.434659,data1,train -3.125205,3.1325288,data1,train -3.451536,3.4417849,data1,train -3.2047524,3.19917,data1,train -3.5462682,3.5399983,data1,train -3.631844,3.6291585,data1,train -3.13329,3.0995934,data1,train -2.8752549,2.8478975,data1,train -2.6208928,2.6063251,data1,train -2.922221,2.9129808,data1,train -3.177363,3.1574955,data1,train -3.161368,3.1494937,data1,train -3.929828,3.9178052,data1,train -3.0929983,3.0806968,data1,train -2.696077,2.6869364,data1,train -3.5546618,3.5400045,data1,train -3.949483,3.9246068,data1,train -3.200169,3.1858988,data1,train -3.6142435,3.6214821,data1,train -3.81596,3.8140402,data1,train -2.5933259,2.5799413,data1,train --0.035436127,-0.027112484,data1,train -2.5200682,2.5239682,data1,train -3.1815014,3.187076,data1,train -3.5243053,3.5071294,data1,train -3.5670502,3.5446105,data1,train -4.0708394,4.0825033,data1,train -2.9992454,2.960167,data1,train -3.689119,3.6779325,data1,train -3.318641,3.273547,data1,train -3.2609417,3.2644439,data1,train -0.85030943,0.8744335,data1,train --0.7190639,-0.6323843,data1,train -4.090276,4.061439,data1,train -3.204953,3.2034576,data1,train -3.0583656,3.0498161,data1,train -3.1691108,3.1550276,data1,train -3.5001438,3.4846942,data1,train -2.7953517,2.8063345,data1,train -3.3951545,3.351371,data1,train -2.972015,2.965134,data1,train -2.101568,2.1053557,data1,train -1.9999253,2.006957,data1,train -3.3873212,3.367451,data1,train -3.608992,3.6054945,data1,train -3.997481,3.9963543,data1,train -3.1588218,3.113268,data1,train -3.12283,3.0800023,data1,train -3.5304837,3.5143838,data1,train --0.79824203,-0.3070116,data1,train -0.84039557,0.83929825,data1,train -3.43793,3.433003,data1,train -3.2465117,3.2382057,data1,train -4.48547,4.472905,data1,train -2.7164452,2.7047446,data1,train -2.9303987,2.9212437,data1,train -2.5750384,2.570136,data1,train -4.023018,4.0145903,data1,train -2.023159,2.0118985,data1,train -3.9078083,3.8786583,data1,train -2.9793525,2.9608064,data1,train -1.0758015,1.1080313,data1,train --1.2149082,-0.29522324,data1,train -1.7660106,1.7774258,data1,train -3.8866966,3.869909,data1,train -1.4563841,1.53003,data1,train -2.9313912,2.933439,data1,train -3.3712249,3.3560448,data1,train -2.4233449,2.4478087,data1,train -4.272458,4.264655,data1,train -2.6821737,2.6688466,data1,train --0.56337875,0.05461073,data1,train -3.3135056,3.287799,data1,train -2.4689257,2.472386,data1,train -1.8725464,1.8668222,data1,train -2.3000774,2.2561479,data1,train -3.8138988,3.8080516,data1,train -3.5272694,3.4869633,data1,train -3.0205667,3.0042682,data1,train -3.7082076,3.6885893,data1,train -3.9580503,3.9294798,data1,train -2.9304862,2.9104,data1,train -2.9118655,2.8868518,data1,train -3.55819,3.5004346,data1,train -1.9638906,1.950386,data1,train -3.1098888,3.0798573,data1,train -1.2022476,1.247354,data1,train -2.308094,2.3107438,data1,train -2.8833113,2.8643837,data1,train -2.4988399,2.4809346,data1,train -2.7368312,2.7681694,data1,train -1.5769047,1.6055818,data1,train -0.7219072,0.7437391,data1,train -0.255995,0.2574625,data1,train -2.8277826,2.8182936,data1,train -2.6538298,2.6580687,data1,train -3.1983037,3.1887145,data1,train -0.60910326,0.7019367,data1,train -2.0267322,2.02802,data1,train -4.286752,4.258853,data1,train -1.3104069,1.3102813,data1,train -3.777164,3.7587426,data1,train -1.1757144,1.186214,data1,train -1.5383589,1.5742788,data1,train -2.989455,2.9525423,data1,train -3.3981469,3.3670793,data1,train -2.4465582,2.4431307,data1,train -3.4072835,3.3778484,data1,train -2.9928212,2.9375281,data1,train -3.208734,3.19839,data1,train -2.8681846,2.8655863,data1,train -2.4723945,2.4612966,data1,train -4.303442,4.2783804,data1,train -3.12545,3.1191525,data1,train -3.901503,3.8232713,data1,train -1.6609242,1.6809039,data1,train -3.2352366,3.125965,data1,train -2.2168183,2.2073507,data1,train -3.7478168,3.7492344,data1,train -2.31709,2.3199735,data1,train -3.8730319,3.8334398,data1,train -0.58204615,0.6897106,data1,train -2.3991725,2.4138272,data1,train -1.5824244,1.5941138,data1,train -2.678644,2.687931,data1,train -3.9487286,3.9185495,data1,train -3.1027384,3.087617,data1,train -2.9355502,2.9275494,data1,train -2.9639843,2.96114,data1,train -1.7463406,1.7175884,data1,train -2.1239038,2.12022,data1,train -3.3364558,3.3108602,data1,train -0.5809462,0.50293446,data1,train -3.4572248,3.4429152,data1,train -4.201494,4.1802855,data1,train -3.308997,3.3056672,data1,train -3.1622877,3.1372666,data1,train -3.5329223,3.5264666,data1,train -3.1235218,3.1148536,data1,train -2.589226,2.591061,data1,train -2.9822266,2.9860682,data1,train -2.91347,2.897942,data1,train -3.1405752,3.1110334,data1,train -2.9445205,2.9465134,data1,train -2.838471,2.8402655,data1,train -1.9278009,1.9210992,data1,train -2.8523061,2.8464985,data1,train --0.5600096,-0.2596016,data1,train -2.4759007,2.4547417,data1,train -3.3906722,3.3753877,data1,train -2.7961986,2.7896585,data1,train -2.6821742,2.6771097,data1,train -2.972116,2.9306378,data1,train -3.0851047,3.0589898,data1,train -3.7134373,3.7012246,data1,train -3.6932254,3.6944947,data1,train -1.7772465,1.7937641,data1,train -3.0765505,3.0355515,data1,train -2.7728267,2.7565017,data1,train -2.754155,2.7323527,data1,train -4.048707,4.035463,data1,train -2.4646354,2.4330292,data1,train -3.4107177,3.3921013,data1,train -2.086013,2.0765743,data1,train -2.6195996,2.6077743,data1,train -1.6292138,1.6177554,data1,train -1.8412415,1.8361316,data1,train -3.015028,2.9975848,data1,train --0.848644,-0.21943855,data1,train -2.1506312,2.1255932,data1,train -2.123811,2.1308165,data1,train -2.9135687,2.9006343,data1,train -2.4769561,2.453805,data1,train -2.8532276,2.8096294,data1,train -3.4245553,3.398099,data1,train -3.4066083,3.4085922,data1,train -3.341556,3.3630207,data1,train -3.0205534,3.007831,data1,train -2.765285,2.7442398,data1,train -2.9711199,2.938539,data1,train -1.6817006,1.6775136,data1,train -4.234038,4.205161,data1,train -1.0685129,1.0809846,data1,train -2.4201005,2.4133892,data1,train -1.098911,1.1408172,data1,train -3.9271348,3.9197993,data1,train -3.0533428,3.0749626,data1,train -3.5764875,3.542483,data1,train -1.880246,1.8626947,data1,train -3.704249,3.6937103,data1,train -1.9698064,1.9863815,data1,train -0.8250419,0.8044925,data1,train -0.04007378,0.5945983,data1,train -2.042107,2.0541837,data1,train -0.48633325,0.37054682,data1,train -3.2858717,3.2659786,data1,train -1.1203125,1.1164126,data1,train -1.5088919,1.4689393,data1,train -3.8953164,3.8617163,data1,train -3.0309153,3.0193572,data1,train -2.1440425,2.146358,data1,train -3.466249,3.4467506,data1,train -3.5374193,3.5575068,data1,train -4.0487466,4.042858,data1,train -2.452512,2.4734325,data1,train -3.689684,3.663271,data1,train -3.0298424,3.0414257,data1,train -1.2544571,1.2776184,data1,train -2.5239136,2.5285652,data1,train -2.5237448,2.5015492,data1,train -2.1734412,2.1708183,data1,train --0.091747366,-0.019525051,data1,train -1.732507,1.7847648,data1,train -3.1420224,3.1319733,data1,train -3.7579622,3.7472537,data1,train -1.6990029,1.7187767,data1,train -2.7474284,2.7485132,data1,train -3.9901128,3.9705105,data1,train -3.5661995,3.5507662,data1,train -3.335604,3.3131104,data1,train -3.9009619,3.884895,data1,train -0.19301265,0.13825369,data1,train -1.7588193,1.7631092,data1,train -2.952323,2.957539,data1,train -3.5564053,3.5532765,data1,train -2.7565336,2.7414942,data1,train -0.26962626,0.43945694,data1,train -4.371227,4.3429704,data1,train -4.1733837,4.1630425,data1,train -1.1628082,1.1604481,data1,train --0.82342863,-0.41072464,data1,train -2.4035347,2.383975,data1,train -2.8860354,2.9081883,data1,train -2.9145262,2.8935776,data1,train -1.7339128,1.7431264,data1,train -3.6766105,3.6694336,data1,train -2.2946289,2.2916486,data1,train -1.8794316,1.9046488,data1,train -1.0221635,1.0580649,data1,train -0.090230174,0.065133095,data1,train -2.8232682,2.8069272,data1,train -2.7560492,2.7343159,data1,train -3.1532261,3.1295,data1,train -3.9172087,3.8861842,data1,train -3.8485038,3.8158374,data1,train -4.2226915,4.2160053,data1,train -1.5648729,1.5814319,data1,train -3.027552,3.0334868,data1,train -3.2036188,3.1963391,data1,train -4.687059,4.636349,data1,train -2.9650066,2.9435234,data1,train -3.7856145,3.768762,data1,train -3.6596544,3.6311293,data1,train -4.2271442,4.201626,data1,train -2.4371748,2.4222374,data1,train -3.40631,3.3789494,data1,train -3.386006,3.3818755,data1,train -3.9083123,3.890777,data1,train -3.7001448,3.6738145,data1,train -4.046944,4.0428023,data1,train -3.365371,3.3544507,data1,train -4.086477,4.0175657,data1,train -3.1096728,3.1060238,data1,train -2.5871487,2.5963967,data1,train -3.4013257,3.4042978,data1,train -2.8804693,2.8209887,data1,train -3.5667999,3.533227,data1,train -2.9462132,2.914691,data1,train -3.5258806,3.4944465,data1,train -1.5805498,1.5733967,data1,train -3.6723197,3.6440516,data1,train -3.2752142,3.259686,data1,train -1.9972309,1.988013,data1,train -3.7981591,3.771661,data1,train -3.4537356,3.449295,data1,train -1.7641846,1.7895536,data1,train -3.432262,3.4392638,data1,train -1.5364866,1.5625124,data1,train -3.4404118,3.435783,data1,train -4.6374617,4.5915966,data1,train -3.883159,3.8563776,data1,train -1.3659241,1.3866663,data1,train -3.4400766,3.4479074,data1,train -2.1181664,2.110857,data1,train -3.224657,3.2054203,data1,train -3.0374804,3.0595336,data1,train -1.3858166,1.416712,data1,train -1.4430023,1.4494305,data1,train -4.088483,4.0628557,data1,train -2.7674496,2.757741,data1,train -1.3965387,1.4082212,data1,train -3.1737635,3.152633,data1,train -2.8587685,2.8360415,data1,train -2.480142,2.4891624,data1,train -2.802719,2.8051672,data1,train -3.0812836,3.071782,data1,train -3.1704602,3.1287858,data1,train -3.396147,3.3725026,data1,train -3.1996372,3.1921124,data1,train -4.301774,4.284235,data1,train -1.8222234,1.8561296,data1,train -2.411031,2.3942194,data1,train -2.807275,2.7885256,data1,train -2.4727902,2.4794679,data1,train -2.3971045,2.371139,data1,train -2.2778037,2.2803283,data1,train -0.8526907,0.94332504,data1,train -1.8387249,1.8206563,data1,train -3.2489147,3.243559,data1,train -3.3712285,3.3371003,data1,train -3.6267724,3.626441,data1,train -2.5063758,2.5223217,data1,train -3.232126,3.1997185,data1,train -1.9705586,1.9744077,data1,train -2.9433012,2.9249735,data1,train -3.4384718,3.4549437,data1,train -2.159801,2.158806,data1,train -2.9662347,2.9514303,data1,train -2.9723425,2.9835737,data1,train -3.8801403,3.8469958,data1,train -3.128906,3.1363854,data1,train -3.231772,3.2097344,data1,train -2.4264755,2.4296553,data1,train -1.20697,1.2652526,data1,train -4.1770477,4.176281,data1,train -3.5571954,3.5237737,data1,train -2.538112,2.530997,data1,train -2.7704892,2.7618775,data1,train -4.0768247,4.071972,data1,train -2.436437,2.4363818,data1,train -3.7146864,3.6937368,data1,train -2.8089015,2.7899735,data1,train -1.7831913,1.7759566,data1,train -2.3161964,2.3149323,data1,train -2.5291452,2.5353646,data1,train -1.8600347,1.847543,data1,train -3.72038,3.7203302,data1,train -0.632765,0.48593664,data1,train -3.6422873,3.602991,data1,train -3.0891945,3.075244,data1,train -2.6925824,2.6728258,data1,train -3.4572415,3.4642625,data1,train -2.9177465,2.9277203,data1,train -1.2346591,1.2078462,data1,train -3.061311,3.0428283,data1,train -1.8615991,1.8987269,data1,train -3.346341,3.3775878,data1,train -4.3098617,4.2791066,data1,train -3.4475248,3.42652,data1,train -3.731835,3.7039988,data1,train -3.5147989,3.490472,data1,train -3.4719748,3.4799297,data1,train -3.7409046,3.7388027,data1,train -2.5415056,2.5228827,data1,train -1.7964288,1.815176,data1,train -2.652126,2.6389058,data1,train -2.433288,2.4546628,data1,train -2.5044315,2.4933014,data1,train -2.74142,2.730925,data1,train -3.8268094,3.814804,data1,train -2.94094,2.922507,data1,train -2.2780375,2.2826078,data1,train -3.8326602,3.8070178,data1,train -2.612192,2.5997443,data1,train -3.8718178,3.85386,data1,train -2.329048,2.3133998,data1,train -3.548011,3.5438218,data1,train -3.0422657,2.9674177,data1,train -4.1190286,4.096663,data1,train -3.676323,3.6653347,data1,train -0.99063057,1.0325279,data1,train -3.168886,3.1488664,data1,train -2.1534636,2.1664383,data1,train -2.7827504,2.7779324,data1,train -2.1270971,2.1433284,data1,train -2.7946265,2.7999096,data1,train -3.4730947,3.4255443,data1,train -3.1721883,3.1524782,data1,train -3.0507367,3.0450835,data1,train -2.6158292,2.6012664,data1,train -2.879484,2.880623,data1,train -3.1928053,3.1972575,data1,train -2.6685548,2.6710744,data1,train -1.8334795,1.8456078,data1,train -2.8138192,2.8119462,data1,train -1.2635062,1.2772117,data1,train -3.5123913,3.5393968,data1,train -1.7392116,1.7480047,data1,train -3.9498975,3.9231536,data1,train -2.8250442,2.8133082,data1,train -3.5589147,3.5542755,data1,train -2.6369636,2.6099958,data1,train -0.6658881,0.65434885,data1,train -2.8669293,2.8624892,data1,train -3.7388062,3.7219648,data1,train -3.3254063,3.3253727,data1,train -3.0603254,3.0745735,data1,train -2.7812982,2.7753124,data1,train -3.6935167,3.6753087,data1,train --2.427648,-0.26444292,data1,train -2.1674614,2.16118,data1,train --2.2698174,-0.3996477,data1,train -2.6353972,2.6213555,data1,train -2.0820189,1.9799042,data1,train -4.065703,4.059016,data1,train -2.3802018,2.378217,data1,train --0.36712834,-0.26115417,data1,train -2.6669307,2.6550245,data1,train -2.0739522,2.0922709,data1,train -4.306664,4.2665625,data1,train -3.0231488,3.0133376,data1,train -1.699255,1.6928678,data1,train -3.355739,3.3611066,data1,train -1.3872335,1.4182944,data1,train -2.7201123,2.7017074,data1,train -2.543313,2.5168376,data1,train -3.2201319,3.180881,data1,train -2.6473737,2.6403222,data1,train -2.7186434,2.722127,data1,train -3.2610059,3.237866,data1,train -2.7571151,2.7514844,data1,train -0.4239194,0.37418842,data1,train -2.6234052,2.6390455,data1,train -2.8164997,2.8139348,data1,train -3.1100156,3.097569,data1,train -2.7811182,2.7497368,data1,train -2.761895,2.755493,data1,train -4.5930715,4.553317,data1,train -3.2642672,3.2457657,data1,train -3.7506728,3.7304168,data1,train -3.48661,3.479254,data1,train -3.6920044,3.6854665,data1,train -2.6262798,2.5680609,data1,train -1.3946886,1.4109821,data1,train -2.4057899,2.4022694,data1,train -0.42382365,0.5725441,data1,train -2.6807418,2.7025216,data1,train -1.4057931,1.417397,data1,train -3.680749,3.6490746,data1,train -2.4235334,2.4403667,data1,train -3.2166183,3.2243981,data1,train -3.7882986,3.776173,data1,train -4.0706987,4.0658493,data1,train -3.1886985,3.1777987,data1,train -3.4223182,3.4063747,data1,train -3.0909967,3.079125,data1,train -3.9421504,3.933778,data1,train -4.430115,4.3966627,data1,train -3.3562465,3.3171084,data1,train -2.3376422,2.348968,data1,train -2.4521964,2.4409099,data1,train --0.78929853,-0.30930614,data1,train -3.2185261,3.1802645,data1,train -3.762242,3.7422059,data1,train -3.076482,3.0503612,data1,train -3.54593,3.5464358,data1,train -3.0473354,3.0154314,data1,train -3.8032877,3.8069973,data1,train -3.204031,3.190991,data1,train -2.6899483,2.694432,data1,train --0.2977859,0.37640858,data1,train -2.9758828,2.9479394,data1,train -2.8040993,2.7914686,data1,train -3.6561291,3.6473029,data1,train -2.8114176,2.8151493,data1,train -3.439098,3.468881,data1,train -3.3844903,3.3407598,data1,train -3.397366,3.3679433,data1,train -3.1132772,3.053998,data1,train -2.8536518,2.8421626,data1,train -2.192462,2.2034044,data1,train -3.0165913,2.987203,data1,train -3.5080295,3.4963765,data1,train -1.8437306,1.8445349,data1,train -3.1224978,3.078959,data1,train -3.794154,3.757699,data1,train -3.182878,3.1514766,data1,train -3.4551232,3.442496,data1,train -2.5287342,2.5010114,data1,train -3.2500324,3.2271857,data1,train -2.640575,2.6250696,data1,train -3.7672882,3.755517,data1,train -2.473165,2.476406,data1,train -3.2049105,3.2005296,data1,train -2.7311976,2.719864,data1,train -3.5529673,3.538569,data1,train -2.5661132,2.5589237,data1,train -1.9478271,1.9274178,data1,train -2.0567594,2.0426607,data1,train -1.1950406,1.2272148,data1,train -3.9151106,3.8708067,data1,train -3.055778,3.0419066,data1,train -1.3671519,1.428093,data1,train -3.097311,3.0886497,data1,train -3.1627464,3.1252365,data1,train -2.8705723,2.8608065,data1,train -2.0485134,2.056037,data1,train -4.2640233,4.2516165,data1,train -1.4148568,1.442802,data1,train -3.8286116,3.8181057,data1,train -3.7635643,3.7403667,data1,train -3.6731973,3.656127,data1,train --0.23565249,0.26565504,data1,train -2.787153,2.7735367,data1,train -3.2858238,3.3109784,data1,train -4.507171,4.486085,data1,train -2.6038558,2.573624,data1,train -3.350414,3.3505397,data1,train -3.608196,3.5977213,data1,train -2.8247807,2.822771,data1,train -2.2437468,2.2538133,data1,train --0.030885588,0.07154083,data1,train -0.9100484,0.9344268,data1,train -2.1825402,2.2076612,data1,train -3.0456986,3.0279446,data1,train -4.2815413,4.2689233,data1,train -2.9940162,2.9790525,data1,train -0.9675054,0.9991846,data1,train --0.10430796,0.053109646,data1,train -2.7310066,2.729805,data1,train -1.8672223,1.8633151,data1,train -3.2854562,3.2746153,data1,train -2.74383,2.7342758,data1,train -1.811807,1.8191435,data1,train -2.9973238,2.9893098,data1,train -3.8155196,3.8064442,data1,train -3.9357653,3.898025,data1,train -2.024602,2.034093,data1,train -3.456132,3.434298,data1,train -3.8820965,3.8435843,data1,train -2.256051,2.2632241,data1,train -2.7765813,2.770226,data1,train -2.6015394,2.5663943,data1,train -3.8481255,3.8343587,data1,train -2.3854535,2.3923664,data1,train -3.6073604,3.5999143,data1,train -3.4395463,3.4120545,data1,train -2.661827,2.6431997,data1,train -2.6241858,2.6041427,data1,train -3.2438557,3.223898,data1,train -4.4202223,4.4020424,data1,train -3.4862242,3.4832475,data1,train -3.8535614,3.8395834,data1,train -0.9909712,1.0136557,data1,train -3.518437,3.483776,data1,train -3.2772465,3.3020215,data1,train -2.122595,2.1018424,data1,train -3.1209433,3.0925226,data1,train -1.1263436,1.1274147,data1,train -3.2990112,3.2666903,data1,train --1.0751069,0.5695243,data1,train -3.2360218,3.2186213,data1,train -1.5616062,1.5529928,data1,train --0.27392942,0.18809748,data1,train -0.4770405,0.7330928,data1,train -2.7982624,2.7776785,data1,train -2.6242638,2.6236653,data1,train -3.110531,3.0963526,data1,train -2.2891786,2.315752,data1,train -2.4818816,2.4968224,data1,train -2.8455255,2.875574,data1,train -3.4610643,3.4737782,data1,train -3.888923,3.8617702,data1,train -1.6887401,1.6299706,data1,train -4.515256,4.479463,data1,train -2.8563988,2.8430495,data1,train -2.3324182,2.3098493,data1,train -2.1951354,2.210666,data1,train -2.3536658,2.3499799,data1,train -1.591367,1.5971484,data1,train -2.6966426,2.6922517,data1,train -3.6534421,3.5974057,data1,train -2.444182,2.4451144,data1,train -2.8137915,2.8071733,data1,train -2.9887283,2.958519,data1,train -3.1222153,3.0942926,data1,train -4.1701045,4.1401052,data1,train -3.2893045,3.2762544,data1,train -0.6196356,0.5355215,data1,train -2.8177578,2.809844,data1,train -3.2098331,3.1699529,data1,train -3.2256413,3.1919966,data1,train -3.648788,3.6406198,data1,train -3.2991538,3.2905564,data1,train -3.1246343,3.1433253,data1,train -2.7869487,2.774508,data1,train -2.5304043,2.510252,data1,train -3.3749254,3.3440552,data1,train -3.012445,3.0077705,data1,train -3.845409,3.8214557,data1,train -2.2075415,2.2001295,data1,train -3.003254,3.0184412,data1,train -3.041865,2.994523,data1,train -3.5088851,3.4817867,data1,train -4.3531404,4.3188977,data1,train -4.220419,4.1846733,data1,train -1.6932322,1.704196,data1,train -1.592462,1.6098471,data1,train -3.143524,3.1356454,data1,train -3.2237546,3.215802,data1,train -2.5963643,2.553042,data1,train -3.2453954,3.235003,data1,train -4.140086,4.132826,data1,train -1.8402749,1.8125033,data1,train -2.8844695,2.8749163,data1,train -2.535613,2.5071087,data1,train -0.3642136,0.23439646,data1,train -3.5703053,3.5410213,data1,train -4.181188,4.15768,data1,train -2.9378307,2.9324803,data1,train -3.146209,3.1203394,data1,train -3.1628203,3.1620731,data1,train -3.2164607,3.2144625,data1,train -1.3731215,1.395575,data1,train -2.569074,2.5318108,data1,train -1.3498136,1.4051781,data1,train -2.356271,2.3486953,data1,train -0.23756607,0.23511457,data1,train -2.205939,2.1621985,data1,train -3.3178952,3.3379345,data1,train -2.9716682,2.9819787,data1,train -3.8533523,3.8484578,data1,train -2.3946826,2.391755,data1,train -2.9283714,2.9176126,data1,train -3.1972213,3.1966498,data1,train -1.5387691,1.5376577,data1,train --2.3158107,-0.7978525,data1,train -3.1286936,3.1267207,data1,train -0.42951232,0.355474,data1,train -1.6628646,1.6914587,data1,train -2.8447924,2.8156285,data1,train -3.639221,3.6111763,data1,train -3.486984,3.4530747,data1,train -2.3581464,2.3504512,data1,train -3.0654368,3.0309963,data1,train -0.2759964,0.25327873,data1,train -4.0656524,4.0417776,data1,train -2.4823303,2.457621,data1,train -2.002209,2.0038366,data1,train -3.559799,3.5501633,data1,train -2.7452137,2.7314167,data1,train -2.0256994,2.0287614,data1,train -2.8427799,2.8304853,data1,train -1.1771061,1.2217526,data1,train -2.9183903,2.8982663,data1,train -2.6059515,2.6000776,data1,train -3.1399863,3.1085284,data1,train -3.091736,3.0679717,data1,train -2.5529795,2.530428,data1,train -2.5825129,2.5839663,data1,train -3.5360136,3.4882355,data1,train -3.6492321,3.6363144,data1,train -4.43871,4.416294,data1,train -4.780419,4.734616,data1,train -4.456302,4.418476,data1,train -0.95292306,0.9423828,data1,train -3.4208112,3.4111109,data1,train -3.796462,3.7763426,data1,train -3.7326133,3.7137647,data1,train -3.4375904,3.3951848,data1,train -3.367687,3.3764567,data1,train -3.4721677,3.4904509,data1,train -2.886522,2.8730078,data1,train -3.6720097,3.624189,data1,train -0.28473213,0.25251627,data1,train -3.2853272,3.2742472,data1,train -3.3045678,3.29873,data1,train -2.9649253,2.9267588,data1,train -3.4339905,3.3988376,data1,train -2.9536943,2.9449642,data1,train -3.4671354,3.4326525,data1,train -2.848467,2.847485,data1,train -3.563782,3.5642135,data1,train -2.7006779,2.6886744,data1,train -1.9434379,1.9617627,data1,train -3.6896844,3.667625,data1,train -2.4160647,2.416913,data1,train -0.73893183,0.74592495,data1,train --0.5312172,-0.15543652,data1,train -2.2421968,2.2404013,data1,train -0.5695555,0.44975233,data1,train -2.8698592,2.8525167,data1,train -2.840665,2.8217895,data1,train -3.0954313,3.0506067,data1,train -4.023704,4.011149,data1,train -2.13918,2.155156,data1,train -1.9227467,1.914671,data1,train -3.7852826,3.7754512,data1,train -3.6021318,3.5921423,data1,train -3.1225796,3.097248,data1,train -1.4259992,1.4327874,data1,train -2.0927727,2.0829775,data1,train -3.3069756,3.2832294,data1,train -3.8154907,3.8045342,data1,train -1.6012902,1.6216149,data1,train -3.8182383,3.8121064,data1,train -3.0774982,3.0687332,data1,train -2.2513824,2.2471764,data1,train -1.2302907,1.2564569,data1,train -3.7014873,3.68763,data1,train -2.0758886,1.906887,data1,train -3.9905717,3.9609041,data1,train -0.9739459,0.97345686,data1,train -3.7231045,3.6917474,data1,train -3.8493261,3.8280318,data1,train -2.1127145,2.1003308,data1,train -2.7473304,2.7329993,data1,train -2.7340336,2.71101,data1,train -3.3330002,3.319531,data1,train -3.196469,3.1892023,data1,train -1.7429968,1.7300091,data1,train -3.047996,3.051363,data1,train -3.6846752,3.6744938,data1,train -3.174341,3.1307306,data1,train -2.6077452,2.591134,data1,train -1.3786457,1.3703809,data1,train -4.110132,4.1012144,data1,train -2.1125858,2.086246,data1,train -3.541114,3.5387273,data1,train -3.599004,3.589132,data1,train -0.9986706,1.0515327,data1,train -2.9894955,2.9480371,data1,train -3.7312598,3.7219212,data1,train -3.3666658,3.3713002,data1,train -3.3708553,3.3485208,data1,train -3.7395663,3.7233138,data1,train --1.3995118,-0.13094759,data1,train -4.0335493,4.023282,data1,train -3.8862383,3.8597414,data1,train -1.4129671,1.3998508,data1,train -0.13180403,0.102341175,data1,train -4.0229096,4.0189295,data1,train -2.6800556,2.6843288,data1,train -3.7425015,3.7337635,data1,train -4.081491,4.0603437,data1,train -3.501497,3.4734159,data1,train --0.09888131,-0.02812004,data1,train -2.6458485,2.6463318,data1,train -3.457215,3.4576192,data1,train -3.943023,3.9154472,data1,train -3.734287,3.719572,data1,train -2.319277,2.3139577,data1,train -2.8014028,2.7820568,data1,train --0.9359661,-0.34684706,data1,train -3.0477319,3.0255642,data1,train -2.182888,2.1887035,data1,train -3.5528657,3.5261486,data1,train --2.3123024,-0.23379612,data1,train -3.985142,3.9640622,data1,train -3.7818897,3.769323,data1,train -1.7971774,1.8133392,data1,train -3.9181097,3.8933494,data1,train -3.6267812,3.5961142,data1,train --2.2336957,0.4506979,data1,train -2.7693968,2.7057638,data1,train -1.956784,1.9425368,data1,train -2.6937623,2.6695435,data1,train -2.6728618,2.6613789,data1,train -2.0852268,2.08531,data1,train --0.62023365,-0.17882776,data1,train -3.169556,3.1699576,data1,train --1.3591133,-0.60130644,data1,train -4.4848614,4.448528,data1,train -1.5195115,1.5015287,data1,train -2.9786294,2.9820895,data1,train -2.9347005,2.8929768,data1,train -3.7959294,3.7989764,data1,train -3.7730796,3.7558908,data1,train -0.9589237,1.123992,data1,train -3.1094549,3.0968974,data1,train -3.0425472,3.0331826,data1,train -3.4979055,3.4870892,data1,train -2.7727175,2.7741022,data1,train -4.67118,4.622339,data1,train -3.1976817,3.1715302,data1,train -1.8171527,1.8337405,data1,train -2.2105725,2.2051077,data1,train -3.444115,3.43423,data1,train -3.7126904,3.697817,data1,train -3.1195347,3.104402,data1,train -3.5111606,3.4875534,data1,train -2.4091563,2.3571043,data1,train -1.6686262,1.6635456,data1,train -3.3439744,3.319282,data1,train -3.3322916,3.3160543,data1,train -1.628294,1.676707,data1,train -1.6539067,1.660358,data1,train -3.3436592,3.298274,data1,train -3.1169734,3.0854025,data1,train -3.1966524,3.2078905,data1,train -2.1783354,2.173409,data1,train -2.3429801,2.336636,data1,train -3.7204068,3.7128851,data1,train --0.6087926,-0.47929,data1,train -2.7075944,2.6950593,data1,train -1.8439934,1.8519039,data1,train -3.361267,3.3631039,data1,train -4.7734737,4.7190514,data1,train -2.578938,2.5780592,data1,train -2.3126447,2.2868237,data1,train --2.4776785,-0.318182,data1,train -1.8902756,1.8990121,data1,train -2.1363714,2.1498861,data1,train -1.9162375,1.9263926,data1,train -1.3348079,1.3942728,data1,train -1.4395003,1.0617199,data1,train -2.1807318,2.1521559,data1,train -3.1937354,3.2198083,data1,train -3.0777566,3.0605583,data1,train -2.9624577,2.9401317,data1,train --2.8379724,-0.3823204,data1,train -3.1323879,3.1258183,data1,train -3.1609519,3.1230035,data1,train -3.2720366,3.241404,data1,train -2.0369666,2.0277135,data1,train -1.9011633,1.9013724,data1,train -1.1657329,1.1827192,data1,train -4.1172357,4.108623,data1,train -3.5498388,3.5563045,data1,train -2.5067782,2.4894366,data1,train -3.757614,3.7510118,data1,train -2.6486735,2.6330614,data1,train -2.2624545,2.2556148,data1,train -4.3909817,4.350356,data1,train -3.7666397,3.7418075,data1,train -2.7873366,2.782176,data1,train -2.7261107,2.7193165,data1,train -3.1022375,3.079321,data1,train -0.4540289,0.35049725,data1,train -3.626524,3.5348783,data1,train -1.9017605,1.901731,data1,train -2.9757612,2.97405,data1,train -1.7850319,1.7835176,data1,train -3.0061758,3.0114293,data1,train -4.5079956,4.4675293,data1,train -1.4781693,1.4901657,data1,train -3.008729,2.9859858,data1,train -1.9414132,1.9759927,data1,train -1.3429449,1.3373108,data1,train -3.8693478,3.8389678,data1,train -3.1340163,3.090033,data1,train -3.2251034,3.2229362,data1,train -2.557709,2.564723,data1,train -2.804709,2.8032358,data1,train -3.6339648,3.6040816,data1,train -3.884342,3.9025247,data1,train -4.1406307,4.1002083,data1,train -4.266599,4.250288,data1,train -1.2155255,1.1643391,data1,train -3.6304884,3.621536,data1,train -0.22503814,0.23121119,data1,train -3.0281029,3.0083692,data1,train -2.6521063,2.6596,data1,train -3.3904743,3.386336,data1,train -3.1025765,3.0684805,data1,train -2.6363165,2.6474905,data1,train -1.275462,1.2814794,data1,train -2.7610052,2.7451406,data1,train -2.673604,2.6390758,data1,train -2.375927,2.3715444,data1,train -2.316104,2.3334692,data1,train -2.7367833,2.704351,data1,train -2.2247462,2.2309356,data1,train -3.3639946,3.3698025,data1,train -0.13722984,0.15838194,data1,train -2.981349,2.9527261,data1,train -3.1129506,3.0934443,data1,train -1.8058429,1.7932715,data1,train -1.6155777,1.608202,data1,train -2.422642,2.401412,data1,train -2.7115562,2.6988726,data1,train -3.535435,3.5159223,data1,train -3.1982515,3.1659217,data1,train -0.15007783,0.2634411,data1,train -1.9379121,1.9096322,data1,train -1.6342322,1.6345229,data1,train -1.5054523,1.4957519,data1,train -3.077765,3.0668879,data1,train -3.1963406,3.1831527,data1,train -3.887132,3.8838048,data1,train -1.6048256,1.6370621,data1,train -3.0840373,3.0638223,data1,train -4.021061,4.0020986,data1,train -4.3512454,4.339609,data1,train -3.530727,3.514335,data1,train -2.6728022,2.6720593,data1,train -2.8948636,2.872576,data1,train -3.1119347,3.1212137,data1,train -3.0880244,3.0633273,data1,train -4.035996,4.0044947,data1,train -3.7093437,3.670836,data1,train -4.2717957,4.2642984,data1,train -3.779262,3.7638059,data1,train -1.7582283,1.7699995,data1,train -2.1352658,2.1428251,data1,train -2.916759,2.8989305,data1,train -2.912734,2.9009285,data1,train -3.188636,3.141017,data1,train -3.7703974,3.7423453,data1,train -3.5977523,3.6098413,data1,train -3.2588875,3.2212372,data1,train -4.0478983,4.05069,data1,train -2.0985126,2.1271563,data1,train -3.7930615,3.7846265,data1,train -2.954705,2.9539022,data1,train -1.3372579,1.3620052,data1,train -2.929964,2.9018245,data1,train -2.8583922,2.8556805,data1,train -2.393753,2.3909605,data1,train -3.9046702,3.5835698,data2,train -4.748115,4.3969994,data2,train -4.537406,4.236239,data2,train -3.9106698,3.5959458,data2,train -3.9547534,3.6314113,data2,train -4.542417,4.129426,data2,train -4.6020393,4.282844,data2,train -4.2019486,3.9659214,data2,train -3.6844318,3.417328,data2,train -4.4160314,4.105616,data2,train -4.0053153,3.720364,data2,train -3.792205,3.4916701,data2,train -5.147805,4.7847524,data2,train -4.3588266,4.126446,data2,train -3.8825479,3.5936913,data2,train -3.428971,3.1074796,data2,train -4.4248424,4.046936,data2,train -3.1186664,2.8843803,data2,train -4.131904,3.8339105,data2,train -4.307648,4.056649,data2,train -3.3485842,3.1080217,data2,train -3.7041945,3.4182491,data2,train -3.94442,3.6386542,data2,train -3.6391177,3.443532,data2,train -3.5453696,3.261163,data2,train -4.476313,4.180046,data2,train -4.7420907,4.381841,data2,train -4.6165657,4.142253,data2,train -4.1335917,3.8312614,data2,train -4.037807,3.7572193,data2,train -3.564011,3.3386016,data2,train -3.5771391,3.3221648,data2,train -4.153523,3.8605855,data2,train -4.797499,4.573102,data2,train -4.4735823,4.191392,data2,train -3.8433838,3.4922476,data2,train -4.034451,3.7533453,data2,train -3.3484564,3.0859761,data2,train -3.900993,3.6009247,data2,train -4.839493,4.521837,data2,train -4.182409,3.9408903,data2,train -4.8534393,4.5800786,data2,train -3.665015,3.4074368,data2,train -5.358082,4.9415927,data2,train -4.3991566,4.057064,data2,train -4.096218,3.9869142,data2,train -4.2243834,3.8921354,data2,train -3.6111393,3.31076,data2,train -3.8856082,3.6051593,data2,train -4.197839,3.9327412,data2,train -4.524092,4.1947823,data2,train -3.9177048,3.5967352,data2,train -4.789966,4.529965,data2,train -4.412052,4.105471,data2,train -3.6756046,3.322415,data2,train -4.76272,4.481756,data2,train -4.231656,3.9604778,data2,train -3.4937773,3.3096745,data2,train -4.3255744,3.999051,data2,train -4.43255,4.2157946,data2,train -4.1676774,3.9056706,data2,train -4.236004,3.9680672,data2,train -4.7676487,4.3895693,data2,train -5.043617,4.572755,data2,train -4.1207857,3.8018036,data2,train -4.8067913,4.382498,data2,train -3.4036393,3.081396,data2,train -4.7762713,4.544837,data2,train -4.175279,3.9064872,data2,train -4.569514,4.2712426,data2,train -4.687671,4.4630055,data2,train -4.0968637,3.7924538,data2,train -4.6972337,4.296371,data2,train -4.0837235,3.7926419,data2,train -5.146065,4.788062,data2,train -4.8192673,4.5061884,data2,train -3.7019083,3.4864626,data2,train -3.450095,3.1231942,data2,train -5.0669093,4.7636147,data2,train -4.3632183,3.9899821,data2,train -3.9607594,3.69275,data2,train -5.2281866,4.857907,data2,train -4.6672196,4.2332077,data2,train -4.148822,3.8408017,data2,train -4.2281938,4.065596,data2,train -3.8596637,3.5345833,data2,train -3.6877055,3.4236076,data2,train -3.972764,3.648262,data2,train -4.486877,4.223901,data2,train -3.7074282,3.3460069,data2,train -4.211437,3.9542089,data2,train -4.2999578,3.9718218,data2,train -4.2609806,3.9119673,data2,train -3.9733305,3.797133,data2,train -4.2852535,4.103494,data2,train -5.5323014,5.1189456,data2,train -4.4937234,4.082151,data2,train -4.149319,3.962819,data2,train -4.7056694,4.310087,data2,train -3.731153,3.406002,data2,train -4.005765,3.6763008,data2,train -3.9079597,3.5651338,data2,train -4.5737767,4.257683,data2,train -4.715503,4.383876,data2,train -4.879446,4.5737133,data2,train -4.214225,3.977551,data2,train -3.3640144,3.1636496,data2,train -3.8905284,3.5502758,data2,train -4.6404715,4.243084,data2,train -4.811866,4.520913,data2,train -4.4886627,4.2832837,data2,train -4.2858024,3.8905659,data2,train -3.4030035,3.07092,data2,train -4.0256214,3.704196,data2,train -4.5570083,4.0957136,data2,train -4.4662256,4.2047496,data2,train -4.373522,4.1015425,data2,train -4.786055,4.433185,data2,train -4.5074263,4.1348996,data2,train -4.3448067,3.9951062,data2,train -4.5304976,4.1135006,data2,train -5.868708,5.483355,data2,train -3.6744282,3.3325236,data2,train -4.733927,4.3539386,data2,train -4.7971907,4.416809,data2,train -3.923738,3.6866107,data2,train -4.390888,3.997211,data2,train -4.438924,4.0050535,data2,train -4.2727513,4.0364685,data2,train -4.2010965,3.8949077,data2,train -4.8783154,4.5256934,data2,train -4.475627,4.2000685,data2,train -4.425878,4.0530796,data2,train -4.1741676,3.8185816,data2,train -4.55014,4.1974897,data2,train -3.9298754,3.700797,data2,train -3.9928486,3.7054124,data2,train -5.4233537,4.995176,data2,train -4.0089135,3.6220264,data2,train -3.8163323,3.4226398,data2,train -4.0389347,3.624346,data2,train -3.963437,3.8462944,data2,train -4.300225,4.165066,data2,train -4.723325,4.3259964,data2,train -4.1517,3.8300276,data2,train -3.4506326,3.1092362,data2,train -5.3015456,4.87718,data2,train -3.6778293,3.4054232,data2,train -4.03034,3.7659776,data2,train -4.610569,4.3776884,data2,train -5.5780754,5.1227274,data2,train -4.4775586,4.0614886,data2,train -3.8971581,3.6128712,data2,train -4.4610415,4.1263437,data2,train -4.3494678,4.0138226,data2,train -3.7796247,3.4822068,data2,train -4.4893117,4.192747,data2,train -3.951991,3.672338,data2,train -4.121938,3.8517106,data2,train -3.8013425,3.4982445,data2,train -3.6109104,3.3846498,data2,train -4.09985,3.7459471,data2,train -4.020801,3.6849098,data2,train -4.2930107,3.9955134,data2,train -4.1460667,3.7840307,data2,train -4.095187,3.9545932,data2,train -4.122634,3.7521095,data2,train -4.9038887,4.6114473,data2,train -4.839335,4.4449444,data2,train -4.615379,4.3396044,data2,train -3.758935,3.4500847,data2,train -4.210307,3.8237224,data2,train -3.825791,3.5937045,data2,train -4.173761,3.9044235,data2,train -4.2019024,3.8851986,data2,train -4.0871563,3.8379521,data2,train -5.6220503,5.179348,data2,train -4.1394463,3.827591,data2,train -4.443122,4.2000256,data2,train -3.896157,3.6035757,data2,train -4.9996915,4.587561,data2,train -3.86286,3.691905,data2,train -3.735106,3.476346,data2,train -4.009158,3.700956,data2,train -4.5671964,4.344818,data2,train -4.264981,3.9313955,data2,train -4.4167395,4.108656,data2,train -4.3728433,4.1330843,data2,train -4.084725,3.7705112,data2,train -4.5997553,4.2486496,data2,train -4.183819,3.8670664,data2,train -3.8933625,3.645206,data2,train -4.204213,3.9461026,data2,train -3.7696552,3.5077863,data2,train -3.4922073,3.1923869,data2,train -3.7430344,3.3908753,data2,train -4.1359386,3.8330746,data2,train -3.6728806,3.4439304,data2,train -3.7706475,3.5057583,data2,train -4.647241,4.348003,data2,train -4.601454,4.2923775,data2,train -4.188879,3.8633358,data2,train -4.3752685,4.0685496,data2,train -3.897757,3.6408718,data2,train -4.288375,4.1433516,data2,train -4.0698595,3.8283248,data2,train -5.094402,4.7839217,data2,train -4.509805,4.2801485,data2,train -4.1761007,3.9461758,data2,train -4.4020433,4.1025715,data2,train -5.275255,4.8402143,data2,train -5.204425,4.8846793,data2,train -3.6745048,3.451182,data2,train -4.64527,4.361291,data2,train -4.4848413,4.2830486,data2,train -3.9915063,3.7128227,data2,train -4.6141515,4.2941523,data2,train -3.5986872,3.3671248,data2,train -4.2803855,4.1049585,data2,train -3.806679,3.53201,data2,train -4.312904,4.0536966,data2,train -4.309568,4.0360646,data2,train -4.536125,4.1356463,data2,train -4.2907753,4.027176,data2,train -3.999038,3.784791,data2,train -3.6589596,3.4174042,data2,train -4.139982,4.0161285,data2,train -4.756346,4.4995847,data2,train -4.789067,4.394412,data2,train -3.7987573,3.4518933,data2,train -3.414421,3.1313176,data2,train -4.074046,3.726536,data2,train -4.3210096,4.129536,data2,train -4.7049227,4.4971514,data2,train -4.078067,3.8080258,data2,train -5.4869776,5.0647287,data2,train -4.6653337,4.3539915,data2,train -3.4461746,3.2205546,data2,train -4.608278,4.3246202,data2,train -4.8103514,4.433628,data2,train -4.5694017,4.2943945,data2,train -4.2098246,3.936919,data2,train -5.1864963,4.874362,data2,train -4.5128107,4.3226085,data2,train -4.7764444,4.431213,data2,train -4.4009147,4.1065626,data2,train -3.9985988,3.7114139,data2,train -4.6732316,4.3753934,data2,train -4.2566752,4.0765924,data2,train -4.14492,4.0563145,data2,train -3.8188093,3.498856,data2,train -4.189768,3.8797266,data2,train -5.0521007,4.7397223,data2,train -4.603718,4.274618,data2,train -4.002095,3.8003755,data2,train -4.010356,4.0002146,data2,train -3.6625314,3.305154,data2,train -3.9539785,3.7583556,data2,train -4.114678,3.880092,data2,train -4.556486,4.329623,data2,train -4.5192666,4.222079,data2,train -4.5890546,4.2014494,data2,train -3.868444,3.4917974,data2,train -4.6780586,4.3751497,data2,train -4.562768,4.3270555,data2,train -4.267033,3.91705,data2,train -4.010818,3.7212703,data2,train -4.1947975,3.8986392,data2,train -3.8896863,3.6044202,data2,train -3.7270713,3.4394116,data2,train -4.3681264,4.083998,data2,train -4.157713,3.9897346,data2,train -3.9030485,3.5834281,data2,train -4.618404,4.2777443,data2,train -5.6077385,5.232523,data2,train -4.6326113,4.3724117,data2,train -3.2048361,2.9912922,data2,train -4.059986,3.7057862,data2,train -4.703432,4.3972607,data2,train -5.1242447,4.835368,data2,train -3.1347759,2.9316392,data2,train -4.430613,4.0384045,data2,train -4.9415574,4.4856987,data2,train -3.6668746,3.4397285,data2,train -4.5857644,4.2691174,data2,train -4.221824,3.8391862,data2,train -3.6248944,3.2810209,data2,train -3.8462832,3.6552534,data2,train -4.4760404,4.115098,data2,train -3.8513887,3.648512,data2,train -4.3353267,4.0386066,data2,train -4.4042506,4.1764016,data2,train -4.4751105,4.218341,data2,train -4.874365,4.600116,data2,train -4.441932,4.0196085,data2,train -4.514555,4.222356,data2,train -4.3625855,3.946141,data2,train -4.82791,4.4687023,data2,train -4.3138685,4.1304765,data2,train -5.1652236,4.8037906,data2,train -4.1463456,3.844298,data2,train -4.273225,3.9292095,data2,train -3.9815671,3.6305106,data2,train -4.3602433,4.1101074,data2,train -4.092442,3.8494759,data2,train -4.0334096,3.7981358,data2,train -4.2848325,4.062344,data2,train -4.2559705,4.033825,data2,train -4.131008,3.8358266,data2,train -4.2153926,3.9224727,data2,train -4.0812397,3.7697692,data2,train -4.3195047,4.0150275,data2,train -4.4822044,4.240867,data2,train -3.8626504,3.698925,data2,train -4.291282,3.9928813,data2,train -4.980166,4.7420106,data2,train -4.155396,3.9169726,data2,train -4.361474,3.9623246,data2,train -5.0417867,4.7328997,data2,train -4.4539957,4.1226997,data2,train -5.190826,4.7540917,data2,train -3.2547345,2.9763699,data2,train -4.320868,4.085785,data2,train -3.8406236,3.526893,data2,train -4.260801,3.9146404,data2,train -3.7088506,3.4236073,data2,train -3.430573,3.1177115,data2,train -3.6468139,3.3942385,data2,train -4.3348546,4.067357,data2,train -3.6141193,3.2674298,data2,train -5.094611,4.7884183,data2,train -4.1356945,3.9055567,data2,train -3.9869246,3.7598808,data2,train -4.8558373,4.4560738,data2,train -4.4417844,4.1074615,data2,train -4.3580084,4.02756,data2,train -5.0663443,4.759811,data2,train -4.22253,4.092078,data2,train -3.9499483,3.62879,data2,train -3.6430526,3.2968688,data2,train -4.3628416,4.015645,data2,train -4.380171,4.0548844,data2,train -3.5510674,3.235683,data2,train -5.808034,5.3919883,data2,train -3.998268,3.804243,data2,train -5.3866467,4.941971,data2,train -5.6140027,5.1795826,data2,train -4.109832,3.770587,data2,train -3.9713662,3.8464222,data2,train -3.8017988,3.4875002,data2,train -4.99187,4.684021,data2,train -4.4176865,4.1937046,data2,train -4.7809587,4.5246286,data2,train -3.805647,3.4762354,data2,train -3.8268054,3.5069485,data2,train -4.6702046,4.3627625,data2,train -4.174658,3.960434,data2,train -4.879403,4.6404305,data2,train -4.725856,4.3952503,data2,train -4.0690665,3.784319,data2,train -4.326227,4.0772176,data2,train -3.6951852,3.387765,data2,train -5.252173,4.965967,data2,train -4.3971443,3.9994726,data2,train -4.9071693,4.659712,data2,train -4.289474,3.9577389,data2,train -4.4385204,4.172838,data2,train -4.904125,4.5004563,data2,train -3.9826312,3.6142719,data2,train -4.352847,3.9731317,data2,train -3.5076141,3.1540449,data2,train -4.693518,4.428152,data2,train -3.8985338,3.6170406,data2,train -4.7581596,4.441849,data2,train -4.80708,4.391334,data2,train -4.4708233,4.287355,data2,train -4.9704013,4.633972,data2,train -3.6464038,3.4218144,data2,train -4.0105176,3.7890246,data2,train -4.002136,3.7949347,data2,train -4.559912,4.2318935,data2,train -3.6094286,3.2656496,data2,train -3.871458,3.6063042,data2,train -4.9138207,4.539321,data2,train -5.124523,4.8471756,data2,train -5.442803,5.0121346,data2,train -3.9363265,3.6731336,data2,train -4.097388,3.8351643,data2,train -4.635414,4.3895583,data2,train -3.629442,3.4032693,data2,train -4.724937,4.3248887,data2,train -3.310999,2.951047,data2,train -4.3516827,3.9954486,data2,train -4.0048666,3.7267263,data2,train -4.8192677,4.3967648,data2,train -3.6946015,3.4563344,data2,train -4.0519943,3.9161732,data2,train -3.470092,3.1420002,data2,train -4.125054,3.8409376,data2,train -5.665349,5.2014666,data2,train -4.5243063,4.093951,data2,train -3.878328,3.7007587,data2,train -3.9550889,3.7344494,data2,train -3.4780445,3.3062973,data2,train -4.6473923,4.386602,data2,train -4.3082757,3.9697075,data2,train -3.9697113,3.809967,data2,train -3.821772,3.481718,data2,train -4.074773,3.719585,data2,train -3.8718944,3.6215672,data2,train -4.952113,4.5745106,data2,train -5.0275397,4.7362027,data2,train -4.5686727,4.22745,data2,train -4.5022492,4.200531,data2,train -4.5070286,4.220951,data2,train -4.132766,3.879084,data2,train -3.6856194,3.3810942,data2,train -4.2854037,3.9540691,data2,train -4.131352,3.8495312,data2,train -3.1801624,2.9065104,data2,train -5.212764,4.9055176,data2,train -4.3604445,4.016773,data2,train -3.781727,3.5360653,data2,train -4.1613665,3.8077943,data2,train -3.7534587,3.3951964,data2,train -4.1159964,3.7988796,data2,train -4.56229,4.271253,data2,train -4.0229425,3.7936473,data2,train -4.744825,4.3435545,data2,train -3.3806,3.030477,data2,train -4.00455,3.6325383,data2,train -4.986624,4.699175,data2,train -3.830487,3.501572,data2,train -4.645925,4.348297,data2,train -3.8289123,3.5665634,data2,train -5.105415,4.7312417,data2,train -4.0089417,3.7080553,data2,train -4.8871255,4.4604673,data2,train -4.002263,3.7680793,data2,train -3.985472,3.7221556,data2,train -4.5404425,4.225275,data2,train -4.744963,4.391595,data2,train -3.3232358,3.0233016,data2,train -5.2376294,4.909998,data2,train -3.7201056,3.4522295,data2,train -4.0835204,3.8036468,data2,train -3.5384028,3.205285,data2,train -3.841601,3.5484102,data2,train -3.8000834,3.6404066,data2,train -4.316562,3.9375138,data2,train -3.6177192,3.361124,data2,train -4.1539054,3.8126664,data2,train -5.3553467,5.0257297,data2,train -3.3483078,3.0503113,data2,train -4.566888,4.2502084,data2,train -4.440807,4.1915627,data2,train -3.8843193,3.5023332,data2,train -3.9077334,3.6221428,data2,train -5.049552,4.653087,data2,train -4.459046,4.282141,data2,train -3.7953966,3.632863,data2,train -4.658204,4.2696247,data2,train -4.921123,4.5524073,data2,train -3.5361488,3.2247171,data2,train -4.100462,3.8645053,data2,train -4.3966184,4.113079,data2,train -3.9353259,3.6849263,data2,train -4.3426948,4.1200976,data2,train -4.5433245,4.232805,data2,train -4.429931,3.9990702,data2,train -4.585619,4.200383,data2,train -3.612661,3.3899539,data2,train -3.994211,3.686478,data2,train -4.6830373,4.375715,data2,train -4.0440645,3.731712,data2,train -3.771649,3.512466,data2,train -4.21526,3.9208164,data2,train -4.848536,4.583582,data2,train -4.0224986,3.94428,data2,train -4.1514893,3.896021,data2,train -3.8623967,3.4950657,data2,train -4.8013163,4.4207096,data2,train -4.22537,3.9004278,data2,train -5.576973,5.1138296,data2,train -4.345864,3.9561882,data2,train -3.1751022,2.8849738,data2,train -4.6311593,4.3424807,data2,train -4.3473587,4.0277243,data2,train -4.3630424,4.0925446,data2,train -3.975842,3.716917,data2,train -3.3833725,3.048981,data2,train -4.5576954,4.132501,data2,train -4.662181,4.388216,data2,train -4.6614876,4.2910323,data2,train -4.45256,4.196862,data2,train -3.897869,3.5398712,data2,train -3.5426946,3.2990806,data2,train -4.4044647,4.1776237,data2,train -4.4107814,4.070461,data2,train -4.532546,4.2783356,data2,train -17.1,16.470078,data3,train -18.569098,20.668652,data3,train -13.551385,18.47626,data3,train -12.312132,14.977411,data3,train -24.851374,26.426273,data3,train -23.335932,17.778463,data3,train -7.874632,6.452656,data3,train -6.010296,5.892565,data3,train -19.884586,18.594296,data3,train -12.766309,15.197388,data3,train -22.706953,21.602203,data3,train -13.89353,12.60808,data3,train -12.224229,12.317509,data3,train -11.17446,14.656422,data3,train -8.264303,9.183306,data3,train -17.314463,17.012451,data3,train -9.537311,15.982311,data3,train -19.541311,24.017025,data3,train -15.407109,11.08591,data3,train -21.33474,20.682777,data3,train -8.982898,14.717762,data3,train -15.740002,16.051207,data3,train -22.475115,22.002487,data3,train -10.911292,11.339214,data3,train -23.339163,22.44675,data3,train -18.804075,17.208261,data3,train -13.885465,13.676191,data3,train -11.908125,10.5912075,data3,train -18.994638,12.411405,data3,train -10.836221,8.899668,data3,train -20.589388,24.0571,data3,train -8.396768,11.004496,data3,train -14.113192,12.33851,data3,train -15.698049,16.788757,data3,train -14.472808,18.7151,data3,train -12.407034,16.7638,data3,train -19.919693,19.902172,data3,train -23.787268,23.466003,data3,train -17.900095,21.681976,data3,train -10.690956,10.044379,data3,train -12.772667,9.609024,data3,train -19.050726,15.568081,data3,train -15.508414,13.599752,data3,train -10.493815,14.750093,data3,train -15.8019705,11.348467,data3,train -5.03865,6.452901,data3,train -7.4808726,8.446419,data3,train -13.394224,14.6503105,data3,train -10.014057,10.260841,data3,train -16.144896,19.812437,data3,train -16.171097,14.47109,data3,train -8.8635025,9.173348,data3,train -8.805479,10.586522,data3,train -19.334486,16.627954,data3,train -16.616407,13.751288,data3,train -16.59355,26.780914,data3,train -9.885712,12.220261,data3,train -23.204453,20.249363,data3,train -10.340764,9.847992,data3,train -13.469061,11.886454,data3,train -8.84593,13.514206,data3,train -17.750362,15.625706,data3,train -12.956397,13.603967,data3,train -12.755648,9.395862,data3,train -24.426088,25.054697,data3,train -18.190046,17.44288,data3,train -11.933211,11.518832,data3,train -11.0222025,16.041454,data3,train -13.537128,13.452364,data3,train -19.349842,17.082422,data3,train -19.708494,15.66077,data3,train -20.121082,20.097027,data3,train -16.76984,15.79026,data3,train -20.185524,20.169725,data3,train -11.643775,8.833225,data3,train -24.63271,27.45594,data3,train -12.24265,17.261688,data3,train -24.80939,20.870022,data3,train -9.20222,10.8407345,data3,train -9.39439,9.71501,data3,train -11.2694235,23.575748,data3,train -4.929042,8.224955,data3,train -23.497839,21.434273,data3,train -9.412876,12.337364,data3,train -26.838211,25.57772,data3,train -8.62426,14.097769,data3,train -10.374718,13.127992,data3,train -6.1230903,6.2337875,data3,train -12.19827,9.695455,data3,train -6.668071,8.008072,data3,train -12.719014,13.669234,data3,train -17.181429,12.235367,data3,train -17.278032,15.947311,data3,train -11.46337,10.045418,data3,train -8.493166,22.097828,data3,train -14.027811,11.066391,data3,train -15.864753,15.81864,data3,train -7.4079957,9.6717615,data3,train -10.777019,12.185373,data3,train -14.980456,11.032916,data3,train diff --git a/src/multilearn/datasets.py b/src/multilearn/datasets.py index 2c94b71..e5ee143 100644 --- a/src/multilearn/datasets.py +++ b/src/multilearn/datasets.py @@ -32,10 +32,11 @@ def splitter(X, y, names=None, train_size=1.0, val_size=0.0, test_size=0.0): def split(X, y, train_size=1.0, val_size=0.0, test_size=0.0): # Make sure data splits sum to 1 - if any([train_size > 1.0, val_size > 1.0, test_size > 1.0]): - raise 'Split fractions not sensible' + assert train_size+val_size+test_size == 1.0, ( + 'Split fractions must sum to 1' + ) - elif train_size+val_size < 1.0: + if train_size+val_size < 1.0: test_size = 1.0-train_size-val_size elif train_size+test_size < 1.0: @@ -50,43 +51,38 @@ def split(X, y, train_size=1.0, val_size=0.0, test_size=0.0): data['X_train'] = X data['y_train'] = y - elif all([train_size > 0.0, val_size > 0.0, test_size > 0.0]): + else: splits = train_test_split(X, y, train_size=train_size) X_train, X_test, y_train, y_test = splits - splits = train_test_split(X_test, y_test, test_size=test_size) - X_val, X_test, y_val, y_test = splits - data['X_train'] = X_train data['y_train'] = y_train - data['X_val'] = X_val - data['y_val'] = y_val - data['X_test'] = X_test - data['y_test'] = y_test - elif train_size+val_size == 1.0: - splits = train_test_split(X, y, train_size=train_size) - X_train, X_val, y_train, y_val = splits + if train_size+val_size == 1.0: + data['X_val'] = X_test + data['y_val'] = y_test - data['X_train'] = X_train - data['y_train'] = y_train - data['X_val'] = X_val - data['y_val'] = y_val + elif train_size+test_size == 1.0: + data['X_test'] = X_test + data['y_test'] = y_test - elif train_size+test_size == 1.0: - splits = train_test_split(X, y, train_size=train_size) - X_train, X_test, y_train, y_test = splits - - data['X_train'] = X_train - data['y_train'] = y_train - data['X_test'] = X_test - data['y_test'] = y_test + else: + splits = train_test_split( + X_test, + y_test, + test_size=test_size/(test_size+val_size), + ) + X_val, X_test, y_val, y_test = splits + data['X_val'] = X_val + data['y_val'] = y_val + data['X_test'] = X_test + data['y_test'] = y_test return data -def toy(points=[1000, 500, 100]): +def toy(points=[1000, 900, 500]): X1 = np.random.uniform(size=(points[0], 3)) y1 = 3+X1[:, 0]+X1[:, 1]**3+np.log(X1[:, 2]) diff --git a/src/multilearn/plots.py b/src/multilearn/plots.py index 74a74d2..57ead22 100644 --- a/src/multilearn/plots.py +++ b/src/multilearn/plots.py @@ -155,7 +155,7 @@ def generate( if data_set == 'train': color = 'g' - elif data_set == 'validation': + elif data_set == 'val': color = 'b' elif data_set == 'test': color = 'r' @@ -175,7 +175,7 @@ def generate( if data_set == 'train': color = 'g' - elif data_set == 'validation': + elif data_set == 'val': color = 'b' elif data_set == 'test': color = 'r' diff --git a/src/multilearn/utils.py b/src/multilearn/utils.py index 4e4b23b..db2b20e 100644 --- a/src/multilearn/utils.py +++ b/src/multilearn/utils.py @@ -189,7 +189,7 @@ def train( p = model(data[indx]['X_val'], indx) loss = data[indx]['loss'](p, y).item() - d = (epoch, loss, indx, 'validation') + d = (epoch, loss, indx, 'val') df_loss.append(d) if epoch % print_n == 0: