Environment:
	Python: 3.7.1
	PyTorch: 1.8.1+cu102
	Torchvision: 0.9.1+cu102
	CUDA: 10.2
	CUDNN: 7605
	NumPy: 1.20.3
	PIL: 8.2.0
Args:
	algorithm: ERM
	checkpoint_freq: None
	data_dir: data/ 
	dataset: RotatedMNIST
	holdout_fraction: 0.5
	hparams: None
	hparams_seed: 48
	output_dir: models/4bf25e02d769378127ea3bce4ca1df0e
	save_model_every_checkpoint: False
	seed: 768518215
	skip_model_save: False
	steps: None
	task: domain_generalization
	test_envs: [0, 4]
	trial_seed: 2
	uda_holdout_fraction: 0
HParams:
	batch_size: 273
	class_balanced: False
	data_augmentation: True
	lr: 0.0001443652290163677
	nonlinear_classifier: False
	resnet18: False
	resnet_dropout: 0.0
	weight_decay: 0.0
env0_in_acc   env0_out_acc  env1_in_acc   env1_out_acc  env2_in_acc   env2_out_acc  env3_in_acc   env3_out_acc  env4_in_acc   env4_out_acc  env5_in_acc   env5_out_acc  epoch         loss          step          step_time    
0.0961604388  0.1018343905  0.1057593418  0.1038916510  0.1006170723  0.1013200754  0.1052451148  0.1011486371  0.1011486371  0.1032058975  0.0924052803  0.0970341162  0.0000000000  2.3512887955  0             0.0873882771 
0.4415495372  0.4361392080  0.6511827220  0.6418652494  0.7221460405  0.7126692954  0.7002056908  0.7034116235  0.6058631922  0.6027773016  0.5023144180  0.4990570890  4.6802674439  1.7651157939  100           0.0611124039 
0.5514226945  0.5501457226  0.8023654439  0.7959883422  0.8678436750  0.8544488256  0.8724717175  0.8685067718  0.8086747814  0.8098748500  0.7097548431  0.7088976513  9.3605348877  1.0871727473  200           0.0610109901 
0.6359273226  0.6370649751  0.8671580391  0.8664495114  0.9161810079  0.9060517744  0.9223517312  0.9233670495  0.8985084862  0.8981656095  0.8366192354  0.8359334819  14.040802331  0.6560005528  300           0.0613726163 
0.6722660267  0.6761529230  0.9017826534  0.8974798560  0.9353788138  0.9278244471  0.9379499486  0.9417109549  0.9262815018  0.9230241728  0.8844505400  0.8806788959  18.721069775  0.4548739326  400           0.0612052536 
0.6198148783  0.6236927824  0.8926979774  0.8901080062  0.9326362701  0.9218241042  0.9386355845  0.9401680096  0.9243956798  0.9329675981  0.9050231442  0.9019372536  23.401337219  0.3378784668  500           0.0612375855 
0.7970517655  0.7882736156  0.9400068564  0.9394822561  0.9562907096  0.9509686268  0.9580047995  0.9559403394  0.9463397908  0.9482256129  0.9255957483  0.9151380079  28.081604663  0.2720646651  600           0.0630616331 
0.7898525883  0.7846734099  0.9490915324  0.9482256129  0.9641755228  0.9579975999  0.9648611587  0.9629693125  0.9535402023  0.9578261615  0.9429110235  0.9303960226  32.761872107  0.2195744815  700           0.0612083817 
0.8304765170  0.8199897137  0.9592046623  0.9547402709  0.9667466575  0.9605691754  0.9691463833  0.9682839019  0.9590262301  0.9593691068  0.9511400651  0.9362249271  37.442139550  0.1918853617  800           0.0612138581 
0.8395611930  0.8330190297  0.9626328420  0.9574832848  0.9705176551  0.9639979427  0.9734316078  0.9679410252  0.9595405452  0.9627978742  0.9535402023  0.9382821876  42.122406994  0.1643488111  900           0.0612697268 
0.7747685979  0.7694153952  0.9562907096  0.9523401337  0.9677751114  0.9598834219  0.9718889270  0.9650265729  0.9590262301  0.9574832848  0.9543973941  0.9430824619  46.802674438  0.1467400224  1000          0.0613505864 
0.8256770655  0.8222184125  0.9706890641  0.9636550660  0.9751456976  0.9715412309  0.9802879671  0.9722269844  0.9639979427  0.9662266415  0.9614263672  0.9466826676  51.482941882  0.1255897427  1100          0.0613553810 
0.7967089475  0.7994171095  0.9689749743  0.9598834219  0.9761741515  0.9699982856  0.9777168324  0.9717126693  0.9658837648  0.9672552717  0.9617692440  0.9483970513  56.163209326  0.1151152274  1200          0.0612301922 
0.8135070278  0.8145036859  0.9770311964  0.9655408881  0.9802879671  0.9739413681  0.9862872815  0.9768558203  0.9684553403  0.9711983542  0.9723984228  0.9549117092  60.843476770  0.1019060817  1300          0.0612540674 
0.7893383613  0.7881021773  0.9748028797  0.9655408881  0.9809736030  0.9705126007  0.9852588276  0.9751414367  0.9681124636  0.9689696554  0.9737699297  0.9571404080  65.523744214  0.0942451600  1400          0.0612831831 
0.8510455948  0.8534201954  0.9806307851  0.9715412309  0.9849160096  0.9761700669  0.9883441892  0.9801131493  0.9711983542  0.9711983542  0.9771986971  0.9597119835  70.204011657  0.0805965447  1500          0.0613410139 
0.8657867672  0.8678210183  0.9838875557  0.9698268472  0.9857730545  0.9778844505  0.9892012341  0.9787416424  0.9694839705  0.9722269844  0.9799417110  0.9593691068  74.884279101  0.0739435702  1600          0.0613445020 
0.8241343846  0.8289045088  0.9826876928  0.9686267787  0.9873157353  0.9763415052  0.9892012341  0.9797702726  0.9718841077  0.9723984228  0.9809703412  0.9612549289  79.564546545  0.0688839957  1700          0.0613798833 
0.8738429894  0.8774215669  0.9856016455  0.9737699297  0.9881727803  0.9780558889  0.9892012341  0.9785702040  0.9687982170  0.9715412309  0.9818275330  0.9614263672  84.244813989  0.0659248350  1800          0.0612123609 
0.8404182379  0.8453625921  0.9892012341  0.9749699983  0.9902296880  0.9773701354  0.9934864587  0.9797702726  0.9729127379  0.9753128750  0.9867992457  0.9633121893  88.925081433  0.0577006114  1900          0.0612629580 
0.8707576277  0.8746785531  0.9888584162  0.9756557518  0.9900582791  0.9780558889  0.9917723689  0.9790845191  0.9708554775  0.9723984228  0.9862849306  0.9600548603  93.605348877  0.0529690939  2000          0.0612494159 
0.8740143984  0.8748499914  0.9890298252  0.9729127379  0.9909153240  0.9778844505  0.9928008228  0.9795988342  0.9725698611  0.9711983542  0.9874849991  0.9605691754  98.285616320  0.0508883578  2100          0.0612666321 
0.8793280768  0.8822218412  0.9904010970  0.9766843820  0.9922865958  0.9782273273  0.9936578677  0.9809703412  0.9737699297  0.9715412309  0.9873135608  0.9597119835  102.96588376  0.0448250084  2200          0.0614152360 
0.8201919781  0.8167323847  0.9907439150  0.9693125321  0.9914295509  0.9780558889  0.9931436407  0.9795988342  0.9766843820  0.9754843134  0.9898851363  0.9629693125  107.64615120  0.0382664580  2300          0.0616234231 
0.8327048337  0.8311332076  0.9905725060  0.9710269158  0.9926294138  0.9758271901  0.9945149126  0.9795988342  0.9706840391  0.9711983542  0.9883421910  0.9619406823  112.32641865  0.0368155319  2400          0.0616429043 
0.8364758313  0.8362763586  0.9928008228  0.9718841077  0.9950291395  0.9787416424  0.9976002743  0.9819989714  0.9747985599  0.9753128750  0.9933139037  0.9665695183  117.00668609  0.0358625362  2500          0.0616079211 
0.8450462804  0.8535916338  0.9962290024  0.9749699983  0.9952005485  0.9794273959  0.9974288653  0.9809703412  0.9761700669  0.9744556832  0.9938282188  0.9639979427  121.68695354  0.0295646658  2600          0.0616143036 
0.8683579020  0.8678210183  0.9972574563  0.9765129436  0.9960575934  0.9826847248  0.9977716832  0.9830276016  0.9749699983  0.9758271901  0.9955426024  0.9660552032  126.36722098  0.0282119803  2700          0.0616874385 
0.8465889613  0.8508486199  0.9965718204  0.9747985599  0.9970860473  0.9794273959  0.9989715461  0.9819989714  0.9770272587  0.9778844505  0.9965712326  0.9663980799  131.04748842  0.0238339895  2800          0.0616602445 
0.8603016798  0.8671352649  0.9965718204  0.9741128064  0.9957147755  0.9816560946  0.9988001371  0.9825132865  0.9766843820  0.9758271901  0.9957140408  0.9679410252  135.72775587  0.0254678570  2900          0.0616920614 
0.8359616044  0.8436482085  0.9986287281  0.9751414367  0.9977716832  0.9799417110  0.9993143641  0.9835419167  0.9747985599  0.9763415052  0.9974284245  0.9670838334  140.40802331  0.0204553181  3000          0.0616152501 
0.8388755571  0.8453625921  0.9955433665  0.9710269158  0.9965718204  0.9794273959  0.9976002743  0.9816560946  0.9749699983  0.9744556832  0.9965712326  0.9657123264  145.08829075  0.0154227410  3100          0.0616685843 
0.8603016798  0.8637064975  0.9989715461  0.9785702040  0.9996571820  0.9809703412  1.0000000000  0.9819989714  0.9775415738  0.9766843820  0.9984570547  0.9682839019  149.76855820  0.0145408681  3200          0.0616166210 
0.8676722660  0.8715926624  0.9991429551  0.9773701354  0.9998285910  0.9828561632  1.0000000000  0.9818275330  0.9766843820  0.9765129436  0.9984570547  0.9682839019  154.44882564  0.0124371164  3300          0.0617513394 
0.8393897840  0.8422767015  0.9998285910  0.9756557518  0.9993143641  0.9818275330  1.0000000000  0.9823418481  0.9766843820  0.9768558203  0.9993142465  0.9696554089  159.12909309  0.0112129052  3400          0.0616451621 
0.8477888241  0.8541059489  0.9996571820  0.9761700669  0.9996571820  0.9825132865  0.9998285910  0.9826847248  0.9766843820  0.9780558889  0.9991428082  0.9672552717  163.80936053  0.0090344231  3500          0.0614403558 
0.8467603702  0.8496485513  0.9998285910  0.9771986971  1.0000000000  0.9809703412  1.0000000000  0.9816560946  0.9758271901  0.9759986285  0.9998285616  0.9682839019  168.48962797  0.0090081344  3600          0.0614467883 
0.8431607816  0.8513629350  0.9996571820  0.9758271901  0.9996571820  0.9799417110  0.9998285910  0.9823418481  0.9729127379  0.9747985599  0.9989713698  0.9650265729  173.16989542  0.0078981137  3700          0.0613144016 
0.8207062050  0.8313046460  1.0000000000  0.9771986971  1.0000000000  0.9811417795  1.0000000000  0.9813132179  0.9754843134  0.9759986285  0.9998285616  0.9677695868  177.85016286  0.0065622394  3800          0.0612943935 
0.8435035996  0.8465626607  0.9998285910  0.9773701354  0.9998285910  0.9809703412  1.0000000000  0.9823418481  0.9749699983  0.9751414367  0.9998285616  0.9691410938  182.53043031  0.0061223571  3900          0.0613222766 
0.8616729517  0.8693639637  0.9996571820  0.9777130122  0.9996571820  0.9799417110  1.0000000000  0.9818275330  0.9713697926  0.9729127379  0.9994856849  0.9670838334  187.21069775  0.0064579217  4000          0.0614172220 
0.8443606445  0.8477627293  1.0000000000  0.9778844505  0.9998285910  0.9825132865  1.0000000000  0.9831990399  0.9758271901  0.9758271901  1.0000000000  0.9691410938  191.89096519  0.0047392904  4100          0.0612318993 
0.8405896469  0.8467340991  1.0000000000  0.9778844505  1.0000000000  0.9811417795  1.0000000000  0.9826847248  0.9744556832  0.9759986285  1.0000000000  0.9701697240  196.57123264  0.0038816971  4200          0.0611411643 
0.8476174152  0.8546202640  1.0000000000  0.9782273273  1.0000000000  0.9830276016  1.0000000000  0.9830276016  0.9756557518  0.9763415052  1.0000000000  0.9694839705  201.25150008  0.0034449749  4300          0.0611298561 
0.8373328762  0.8422767015  1.0000000000  0.9782273273  1.0000000000  0.9826847248  1.0000000000  0.9835419167  0.9742842448  0.9749699983  1.0000000000  0.9694839705  205.93176752  0.0030025615  4400          0.0612241936 
0.8357901954  0.8439910852  1.0000000000  0.9775415738  1.0000000000  0.9823418481  1.0000000000  0.9826847248  0.9763415052  0.9749699983  1.0000000000  0.9687982170  210.61203497  0.0026853438  4500          0.0612580681 
0.2149468632  0.2077833019  0.2925951320  0.2791016630  0.3284196092  0.3339619407  0.3219060679  0.3259043374  0.2712154980  0.2782444711  0.2209840562  0.2113835076  215.29230241  0.4409807222  4600          0.0612516522 
0.8039081248  0.8115892337  0.9413781282  0.9393108178  0.9652039767  0.9552545860  0.9669180665  0.9638265044  0.9495971198  0.9499399966  0.9278244471  0.9182238985  219.97256986  0.8058350527  4700          0.0611363053 
0.8844703462  0.8839362249  0.9718889270  0.9660552032  0.9804593761  0.9706840391  0.9773740144  0.9754843134  0.9629693125  0.9638265044  0.9614263672  0.9514829419  224.65283730  0.1382737206  4800          0.0613021493 
0.8695577648  0.8746785531  0.9820020569  0.9706840391  0.9845731916  0.9766843820  0.9886870072  0.9802845877  0.9723984228  0.9734270530  0.9753128750  0.9607406137  229.33310474  0.0896756050  4900          0.0609651566 
0.8829276654  0.8811932110  0.9857730545  0.9718841077  0.9881727803  0.9783987656  0.9905725060  0.9813132179  0.9749699983  0.9766843820  0.9845705469  0.9650265729  234.01337219  0.0701734478  5000          0.0609854889 
