{"agg_test_acc": 0.35937963868150435, "agg_val_acc": 0.1930934048979537, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.12455830388692579, "env0_out_acc": 0.0812720848056537, "env1_in_acc": 0.3552941176470588, "env1_out_acc": 0.3634651600753296, "env2_in_acc": 0.26504188880426505, "env2_out_acc": 0.27134146341463417, "env3_in_acc": 0.25064790818215477, "env3_out_acc": 0.22666666666666666, "epoch": 0.0, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 4.837637901306152, "mem_gb": 2.333779811859131, "step": 0, "step_time": 1.4643702507019043}
{"agg_test_acc": 0.6366199177053967, "agg_val_acc": 0.8992565005200657, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6385882352941177, "env1_out_acc": 0.6346516007532956, "env2_in_acc": 0.8945163747143945, "env2_out_acc": 0.8094512195121951, "env3_in_acc": 0.9374305812661977, "env3_out_acc": 0.8918518518518519, "epoch": 8.480565371024735, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 1.311918738881747, "mem_gb": 2.597783088684082, "step": 300, "step_time": 0.16123976945877075}
{"agg_test_acc": 0.6530944939683458, "agg_val_acc": 0.9054870517909142, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6545882352941177, "env1_out_acc": 0.6516007532956686, "env2_in_acc": 0.9341203351104341, "env2_out_acc": 0.8216463414634146, "env3_in_acc": 0.9585338763420955, "env3_out_acc": 0.8948148148148148, "epoch": 16.96113074204947, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.8198526231447856, "mem_gb": 2.597783088684082, "step": 600, "step_time": 0.17993507862091065}
{"agg_test_acc": 0.6533306743160731, "agg_val_acc": 0.908782245774343, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6512941176470588, "env1_out_acc": 0.655367231638418, "env2_in_acc": 0.9508758568164509, "env2_out_acc": 0.8246951219512195, "env3_in_acc": 0.9737134394668642, "env3_out_acc": 0.9051851851851852, "epoch": 25.441696113074205, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.7053838703036308, "mem_gb": 2.597783088684082, "step": 900, "step_time": 0.18447173674901327}
{"agg_test_acc": 0.6516831723782683, "agg_val_acc": 0.9054584459493096, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6498823529411765, "env1_out_acc": 0.6534839924670434, "env2_in_acc": 0.9702970297029703, "env2_out_acc": 0.8185975609756098, "env3_in_acc": 0.9811181044057756, "env3_out_acc": 0.8977777777777778, "epoch": 33.92226148409894, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.6328622354070346, "mem_gb": 2.597783088684082, "step": 1200, "step_time": 0.18045788526535034}
{"agg_test_acc": 0.6465049293322255, "agg_val_acc": 0.9085644381193073, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6470588235294118, "env1_out_acc": 0.6459510357815442, "env2_in_acc": 0.9771515613099772, "env2_out_acc": 0.8338414634146342, "env3_in_acc": 0.9855609033691225, "env3_out_acc": 0.8918518518518519, "epoch": 42.40282685512368, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5971643472711246, "mem_gb": 2.597783088684082, "step": 1500, "step_time": 0.1810779579480489}
{"agg_test_acc": 0.6469759606823833, "agg_val_acc": 0.906982836192704, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6461176470588236, "env1_out_acc": 0.647834274952919, "env2_in_acc": 0.9855293221629855, "env2_out_acc": 0.823170731707317, "env3_in_acc": 0.9863013698630136, "env3_out_acc": 0.8977777777777778, "epoch": 50.88339222614841, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5886954484383266, "mem_gb": 2.597783088684082, "step": 1800, "step_time": 0.1841476058959961}
{"agg_test_acc": 0.6469759606823833, "agg_val_acc": 0.9095520924399657, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6461176470588236, "env1_out_acc": 0.647834274952919, "env2_in_acc": 0.9885757806549885, "env2_out_acc": 0.8338414634146342, "env3_in_acc": 0.9914846353202518, "env3_out_acc": 0.8948148148148148, "epoch": 59.36395759717315, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5989160997668902, "mem_gb": 2.597783088684082, "step": 2100, "step_time": 0.183195055325826}
{"agg_test_acc": 0.6472112547999126, "agg_val_acc": 0.9110049680793488, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6465882352941177, "env1_out_acc": 0.647834274952919, "env2_in_acc": 0.9904798172124905, "env2_out_acc": 0.8307926829268293, "env3_in_acc": 0.9925953350610884, "env3_out_acc": 0.9022222222222223, "epoch": 67.84452296819788, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5635664638876915, "mem_gb": 2.597783088684082, "step": 2400, "step_time": 0.180109707514445}
{"agg_test_acc": 0.6460343410971667, "agg_val_acc": 0.904760113887698, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6461176470588236, "env1_out_acc": 0.6459510357815442, "env2_in_acc": 0.9916222391469917, "env2_out_acc": 0.8170731707317073, "env3_in_acc": 0.9940762680488708, "env3_out_acc": 0.9007407407407407, "epoch": 76.32508833922262, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5512439173460006, "mem_gb": 2.597783088684082, "step": 2700, "step_time": 0.1827732221285502}
{"agg_test_acc": 0.6436809568067736, "agg_val_acc": 0.9094948807567567, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6432941176470588, "env1_out_acc": 0.6440677966101694, "env2_in_acc": 0.995049504950495, "env2_out_acc": 0.8277439024390244, "env3_in_acc": 0.9970381340244354, "env3_out_acc": 0.9007407407407407, "epoch": 84.80565371024736, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5573977360129356, "mem_gb": 2.597783088684082, "step": 3000, "step_time": 0.18377962589263916}
{"agg_test_acc": 0.6432103685717148, "agg_val_acc": 0.9049217100265737, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6423529411764706, "env1_out_acc": 0.6440677966101694, "env2_in_acc": 0.9942878903274943, "env2_out_acc": 0.8140243902439024, "env3_in_acc": 0.9951869677897075, "env3_out_acc": 0.9007407407407407, "epoch": 93.28621908127208, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5659496616323789, "mem_gb": 2.597783088684082, "step": 3300, "step_time": 0.18743799448013307}
{"agg_test_acc": 0.64203301175387, "agg_val_acc": 0.9069685332719017, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6437647058823529, "env1_out_acc": 0.64030131826742, "env2_in_acc": 0.9946686976389947, "env2_out_acc": 0.8216463414634146, "env3_in_acc": 0.9966679007774898, "env3_out_acc": 0.8992592592592593, "epoch": 101.76678445229682, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.5427344513932864, "mem_gb": 2.597783088684082, "step": 3600, "step_time": 0.18554038365681966}
{"agg_test_acc": 0.6417981607514395, "agg_val_acc": 0.9064890090323748, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6414117647058823, "env1_out_acc": 0.6421845574387948, "env2_in_acc": 0.9965727341964966, "env2_out_acc": 0.823170731707317, "env3_in_acc": 0.9974083672713809, "env3_out_acc": 0.8962962962962963, "epoch": 110.24734982332156, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.4407345591982206, "mem_gb": 5.394715309143066, "step": 3900, "step_time": 0.1997385001182556}
{"agg_test_acc": 0.6413275725163806, "agg_val_acc": 0.9019015353813896, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6404705882352941, "env1_out_acc": 0.6421845574387948, "env2_in_acc": 0.9984767707539984, "env2_out_acc": 0.8079268292682927, "env3_in_acc": 0.9981488337652721, "env3_out_acc": 0.8977777777777778, "epoch": 118.7279151943463, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.30391875873009366, "mem_gb": 5.394715309143066, "step": 4200, "step_time": 0.21325141906738282}
{"agg_test_acc": 0.640386396046263, "agg_val_acc": 0.9054584459493096, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6385882352941177, "env1_out_acc": 0.6421845574387948, "env2_in_acc": 0.9958111195734958, "env2_out_acc": 0.8185975609756098, "env3_in_acc": 0.9970381340244354, "env3_out_acc": 0.8977777777777778, "epoch": 127.20848056537102, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.2929621025423209, "mem_gb": 5.394715309143066, "step": 4500, "step_time": 0.21400483846664428}
{"agg_test_acc": 0.6399153646961052, "agg_val_acc": 0.9085358322777027, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6395294117647059, "env1_out_acc": 0.64030131826742, "env2_in_acc": 0.996953541507997, "env2_out_acc": 0.8307926829268293, "env3_in_acc": 0.9970381340244354, "env3_out_acc": 0.8948148148148148, "epoch": 135.68904593639576, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.2844818610449632, "mem_gb": 5.394715309143066, "step": 4800, "step_time": 0.213988405863444}
{"agg_test_acc": 0.6403859529311641, "agg_val_acc": 0.9074337545906266, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 0, "output_dir": "sweep/ablation3/outputs/64c92d72f95558719510cbce8083e1bf", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1274034050, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 0, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6404705882352941, "env1_out_acc": 0.64030131826742, "env2_in_acc": 0.996953541507997, "env2_out_acc": 0.8185975609756098, "env3_in_acc": 0.9977786005183266, "env3_out_acc": 0.9037037037037037, "epoch": 141.3427561837456, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.5, "lambda2": 0.5, "last_k_epoch": 0.25, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 3, "weight_decay": 0.0, "worst_case_p": 0.3333333333333333}, "loss": 0.2787606830894947, "mem_gb": 5.394715309143066, "step": 5000, "step_time": 0.21661118745803834}
