From 06a4990c9c3c05377d7cd8d05a407e15e3544248 Mon Sep 17 00:00:00 2001 From: leschultz Date: Thu, 18 Apr 2024 16:18:10 -0500 Subject: [PATCH] Need to test the materials --- examples/materials/asr/fit.py | 39 - examples/materials/asr/run.sh | 2 - examples/materials/asr/submit.sh | 9 - examples/materials/combined/fit.py | 9 +- examples/synthetic/fit.py | 11 +- examples/synthetic/outputs/data1/X_train.csv | 1000 ---------- examples/synthetic/outputs/data1/loss.pkl | Bin 552 -> 0 bytes .../data1/loss_vs_epoch/train.png.json | 1 - .../outputs/data1/loss_vs_epoch/train.png.png | Bin 95300 -> 0 bytes .../outputs/data1/parity/train.png.json | 1 - .../outputs/data1/parity/train.png.png | Bin 145854 -> 0 bytes .../outputs/data1/parity/train.png_legend.png | Bin 71480 -> 0 bytes .../synthetic/outputs/data1/scaler.joblib | Bin 671 -> 0 bytes examples/synthetic/outputs/data1/y_train.csv | 1000 ---------- examples/synthetic/outputs/data2/X_train.csv | 500 ----- examples/synthetic/outputs/data2/loss.pkl | Bin 552 -> 0 bytes .../data2/loss_vs_epoch/train.png.json | 1 - .../outputs/data2/loss_vs_epoch/train.png.png | Bin 115681 -> 0 bytes .../outputs/data2/parity/train.png.json | 1 - .../outputs/data2/parity/train.png.png | Bin 232065 -> 0 bytes .../outputs/data2/parity/train.png_legend.png | Bin 69944 -> 0 bytes .../synthetic/outputs/data2/scaler.joblib | Bin 671 -> 0 bytes examples/synthetic/outputs/data2/y_train.csv | 500 ----- examples/synthetic/outputs/data3/X_train.csv | 100 - examples/synthetic/outputs/data3/loss.pkl | Bin 552 -> 0 bytes .../data3/loss_vs_epoch/train.png.json | 1 - .../outputs/data3/loss_vs_epoch/train.png.png | Bin 114392 -> 0 bytes .../outputs/data3/parity/train.png.json | 1 - .../outputs/data3/parity/train.png.png | Bin 182224 -> 0 bytes .../outputs/data3/parity/train.png_legend.png | Bin 67231 -> 0 bytes .../synthetic/outputs/data3/scaler.joblib | Bin 719 -> 0 bytes examples/synthetic/outputs/data3/y_train.csv | 100 - examples/synthetic/outputs/loss_vs_epochs.csv | 301 ---- examples/synthetic/outputs/model.pth | Bin 2223924 -> 0 bytes examples/synthetic/outputs/predictions.csv | 1601 ----------------- src/multilearn/datasets.py | 50 +- src/multilearn/plots.py | 4 +- src/multilearn/utils.py | 2 +- 38 files changed, 43 insertions(+), 5191 deletions(-) delete mode 100644 examples/materials/asr/fit.py delete mode 100755 examples/materials/asr/run.sh delete mode 100644 examples/materials/asr/submit.sh delete mode 100644 examples/synthetic/outputs/data1/X_train.csv delete mode 100644 examples/synthetic/outputs/data1/loss.pkl delete mode 100644 examples/synthetic/outputs/data1/loss_vs_epoch/train.png.json delete mode 100644 examples/synthetic/outputs/data1/loss_vs_epoch/train.png.png delete mode 100644 examples/synthetic/outputs/data1/parity/train.png.json delete mode 100644 examples/synthetic/outputs/data1/parity/train.png.png delete mode 100644 examples/synthetic/outputs/data1/parity/train.png_legend.png delete mode 100644 examples/synthetic/outputs/data1/scaler.joblib delete mode 100644 examples/synthetic/outputs/data1/y_train.csv delete mode 100644 examples/synthetic/outputs/data2/X_train.csv delete mode 100644 examples/synthetic/outputs/data2/loss.pkl delete mode 100644 examples/synthetic/outputs/data2/loss_vs_epoch/train.png.json delete mode 100644 examples/synthetic/outputs/data2/loss_vs_epoch/train.png.png delete mode 100644 examples/synthetic/outputs/data2/parity/train.png.json delete mode 100644 examples/synthetic/outputs/data2/parity/train.png.png delete mode 100644 examples/synthetic/outputs/data2/parity/train.png_legend.png delete mode 100644 examples/synthetic/outputs/data2/scaler.joblib delete mode 100644 examples/synthetic/outputs/data2/y_train.csv delete mode 100644 examples/synthetic/outputs/data3/X_train.csv delete mode 100644 examples/synthetic/outputs/data3/loss.pkl delete mode 100644 examples/synthetic/outputs/data3/loss_vs_epoch/train.png.json delete mode 100644 examples/synthetic/outputs/data3/loss_vs_epoch/train.png.png delete mode 100644 examples/synthetic/outputs/data3/parity/train.png.json delete mode 100644 examples/synthetic/outputs/data3/parity/train.png.png delete mode 100644 examples/synthetic/outputs/data3/parity/train.png_legend.png delete mode 100644 examples/synthetic/outputs/data3/scaler.joblib delete mode 100644 examples/synthetic/outputs/data3/y_train.csv delete mode 100644 examples/synthetic/outputs/loss_vs_epochs.csv delete mode 100644 examples/synthetic/outputs/model.pth delete mode 100644 examples/synthetic/outputs/predictions.csv 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 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-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 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--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 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--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 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zzm)f%(7)=s@$At5uTA08zoGxV7B*TVDmw39hffqz`44c^zkd7o=U9<{ev!(a@At;y eSiTvDQ}pGZ`vU*?PUN>z 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: