{"agg_test_acc": 0.018041237104381443, "agg_val_acc": 0.017947957778734338, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.014418125643666324, "env0_out_acc": 0.016494845360824743, "env1_in_acc": 0.016609392898052692, "env1_out_acc": 0.019473081328751432, "env2_in_acc": 0.024493243243243243, "env2_out_acc": 0.029312288613303268, "env3_in_acc": 0.01835915088927137, "env3_out_acc": 0.008036739380022962, "epoch": 0.0, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 11.990471839904785, "mem_gb": 2.1706647872924805, "step": 0, "step_time": 1.5234630107879639}
{"agg_test_acc": 0.5110252002026775, "agg_val_acc": 0.8003716883488443, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.8717816683831102, "env0_out_acc": 0.7402061855670103, "env1_in_acc": 0.5077319587628866, "env1_out_acc": 0.5143184421534936, "env2_in_acc": 0.8918918918918919, "env2_out_acc": 0.8342728297632469, "env3_in_acc": 0.8760757314974182, "env3_out_acc": 0.8266360505166476, "epoch": 4.94335736354274, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 6.255491055647532, "mem_gb": 2.439572811126709, "step": 300, "step_time": 0.3015832058588664}
{"agg_test_acc": 0.5621420386650916, "agg_val_acc": 0.8561779581904998, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.955200823892894, "env0_out_acc": 0.8144329896907216, "env1_in_acc": 0.5572737686139748, "env1_out_acc": 0.5670103092783505, "env2_in_acc": 0.951295045045045, "env2_out_acc": 0.8861330326944757, "env3_in_acc": 0.9460699942627654, "env3_out_acc": 0.8679678530424799, "epoch": 9.88671472708548, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 2.973477392196655, "mem_gb": 2.439572811126709, "step": 600, "step_time": 0.3108983866373698}
{"agg_test_acc": 0.566867124573382, "agg_val_acc": 0.8648410477955978, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9742533470648815, "env0_out_acc": 0.8247422680412371, "env1_in_acc": 0.5621420389461627, "env1_out_acc": 0.5715922107674685, "env2_in_acc": 0.9673423423423423, "env2_out_acc": 0.9075535512965051, "env3_in_acc": 0.9635685599541022, "env3_out_acc": 0.8622273249138921, "epoch": 14.830072090628219, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 2.270316336154938, "mem_gb": 2.439572811126709, "step": 900, "step_time": 0.3048429250717163}
{"agg_test_acc": 0.5813287511411798, "agg_val_acc": 0.8633457442685487, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9850669412976313, "env0_out_acc": 0.8144329896907216, "env1_in_acc": 0.5693012600229095, "env1_out_acc": 0.5933562428407789, "env2_in_acc": 0.9774774774774775, "env2_out_acc": 0.90304396843292, "env3_in_acc": 0.974469305794607, "env3_out_acc": 0.8725602755453502, "epoch": 19.77342945417096, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.977796863714854, "mem_gb": 2.439572811126709, "step": 1200, "step_time": 0.30055755376815796}
{"agg_test_acc": 0.5841924395704466, "agg_val_acc": 0.8690300585120111, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9891864057672503, "env0_out_acc": 0.8247422680412371, "env1_in_acc": 0.5738831615120275, "env1_out_acc": 0.5945017182130584, "env2_in_acc": 0.9808558558558559, "env2_out_acc": 0.910935738444194, "env3_in_acc": 0.9790590935169249, "env3_out_acc": 0.8714121699196326, "epoch": 24.716786817713697, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.8095667095979056, "mem_gb": 2.439572811126709, "step": 1500, "step_time": 0.29073988914489746}
{"agg_test_acc": 0.5846219928348366, "agg_val_acc": 0.8711355161921542, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9922760041194645, "env0_out_acc": 0.8288659793814434, "env1_in_acc": 0.5747422680412371, "env1_out_acc": 0.5945017182130584, "env2_in_acc": 0.9864864864864865, "env2_out_acc": 0.9165727170236753, "env3_in_acc": 0.9853700516351118, "env3_out_acc": 0.8679678530424799, "epoch": 29.660144181256438, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.6833018871148426, "mem_gb": 2.439572811126709, "step": 1800, "step_time": 0.3050773779551188}
{"agg_test_acc": 0.5829037797772766, "agg_val_acc": 0.8681163084679302, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9922760041194645, "env0_out_acc": 0.8185567010309278, "env1_in_acc": 0.5747422680412371, "env1_out_acc": 0.5910652920962199, "env2_in_acc": 0.987331081081081, "env2_out_acc": 0.910935738444194, "env3_in_acc": 0.9868043602983362, "env3_out_acc": 0.8748564867967853, "epoch": 34.60350154479918, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.602331943909327, "mem_gb": 2.439572811126709, "step": 2100, "step_time": 0.29410959720611574}
{"agg_test_acc": 0.5813287511411798, "agg_val_acc": 0.8768038416379754, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9907312049433573, "env0_out_acc": 0.8412371134020619, "env1_in_acc": 0.5750286368843069, "env1_out_acc": 0.5876288659793815, "env2_in_acc": 0.9878941441441441, "env2_out_acc": 0.9143179255918827, "env3_in_acc": 0.9908204245553643, "env3_out_acc": 0.8748564867967853, "epoch": 39.54685890834192, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.531387575864792, "mem_gb": 2.439572811126709, "step": 2400, "step_time": 0.2973608676592509}
{"agg_test_acc": 0.5846219928348366, "agg_val_acc": 0.8741259159692341, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.994335736354274, "env0_out_acc": 0.8309278350515464, "env1_in_acc": 0.577033218785796, "env1_out_acc": 0.5922107674684994, "env2_in_acc": 0.9912725225225225, "env2_out_acc": 0.915445321307779, "env3_in_acc": 0.9916810097532989, "env3_out_acc": 0.8760045924225028, "epoch": 44.490216271884655, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.4738830471038817, "mem_gb": 2.439572811126709, "step": 2700, "step_time": 0.2880845093727112}
{"agg_test_acc": 0.5854810993636168, "agg_val_acc": 0.8800919214598107, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9922760041194645, "env0_out_acc": 0.845360824742268, "env1_in_acc": 0.5787514318442154, "env1_out_acc": 0.5922107674684994, "env2_in_acc": 0.9921171171171171, "env2_out_acc": 0.9143179255918827, "env3_in_acc": 0.9934021801491681, "env3_out_acc": 0.8805970149253731, "epoch": 49.43357363542739, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.4191613320509593, "mem_gb": 2.439572811126709, "step": 3000, "step_time": 0.2946113403638204}
{"agg_test_acc": 0.5844788084133733, "agg_val_acc": 0.881368650926229, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.995880535530381, "env0_out_acc": 0.8412371134020619, "env1_in_acc": 0.5778923253150057, "env1_out_acc": 0.5910652920962199, "env2_in_acc": 0.9923986486486487, "env2_out_acc": 0.9188275084554679, "env3_in_acc": 0.9942627653471027, "env3_out_acc": 0.8840413318025259, "epoch": 54.37693099897013, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.3773318401972452, "mem_gb": 2.439572811126709, "step": 3300, "step_time": 0.2993192791938782}
{"agg_test_acc": 0.58519473052069, "agg_val_acc": 0.8717722961012941, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.994335736354274, "env0_out_acc": 0.8329896907216495, "env1_in_acc": 0.577033218785796, "env1_out_acc": 0.5933562428407789, "env2_in_acc": 0.9929617117117117, "env2_out_acc": 0.9120631341600902, "env3_in_acc": 0.9948364888123924, "env3_out_acc": 0.870264064293915, "epoch": 59.320288362512876, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.3512174586455028, "mem_gb": 5.3996052742004395, "step": 3600, "step_time": 0.29882511774698894}
{"agg_test_acc": 0.58390607072752, "agg_val_acc": 0.8745224244508887, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.995880535530381, "env0_out_acc": 0.8309278350515464, "env1_in_acc": 0.5767468499427262, "env1_out_acc": 0.5910652920962199, "env2_in_acc": 0.9935247747747747, "env2_out_acc": 0.9131905298759865, "env3_in_acc": 0.993689041881813, "env3_out_acc": 0.8794489092996556, "epoch": 64.26364572605561, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.1492352958520253, "mem_gb": 5.3996052742004395, "step": 3900, "step_time": 0.3044766449928284}
{"agg_test_acc": 0.5850515460992267, "agg_val_acc": 0.8752592275309858, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.994335736354274, "env0_out_acc": 0.8412371134020619, "env1_in_acc": 0.5767468499427262, "env1_out_acc": 0.5933562428407789, "env2_in_acc": 0.9918355855855856, "env2_out_acc": 0.9165727170236753, "env3_in_acc": 0.9942627653471027, "env3_out_acc": 0.8679678530424799, "epoch": 69.20700308959836, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 1.0550566005706787, "mem_gb": 5.3996052742004395, "step": 4200, "step_time": 0.2929859081904093}
{"agg_test_acc": 0.5846219928348366, "agg_val_acc": 0.8745066429302654, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.9948506694129763, "env0_out_acc": 0.8515463917525773, "env1_in_acc": 0.577033218785796, "env1_out_acc": 0.5922107674684994, "env2_in_acc": 0.9954954954954955, "env2_out_acc": 0.9131905298759865, "env3_in_acc": 0.9948364888123924, "env3_out_acc": 0.8587830080367393, "epoch": 74.15036045314109, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 0.986874910791715, "mem_gb": 5.3996052742004395, "step": 4500, "step_time": 0.29918296734491984}
{"agg_test_acc": 0.5837628863060565, "agg_val_acc": 0.8806744623998191, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.995880535530381, "env0_out_acc": 0.8391752577319588, "env1_in_acc": 0.5776059564719358, "env1_out_acc": 0.5899198167239404, "env2_in_acc": 0.9943693693693694, "env2_out_acc": 0.9199549041713642, "env3_in_acc": 0.995697074010327, "env3_out_acc": 0.8828932261768083, "epoch": 79.09371781668384, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 0.9485192688306173, "mem_gb": 5.3996052742004395, "step": 4800, "step_time": 0.30325193802515665}
{"agg_test_acc": 0.5837628863060565, "agg_val_acc": 0.8830409014172618, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "OfficeHome", "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": 4, "output_dir": "sweep/ablation3/outputs/d848baf6969d93897fc8fb47f2fec886", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1931876827, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.994335736354274, "env0_out_acc": 0.8474226804123711, "env1_in_acc": 0.5776059564719358, "env1_out_acc": 0.5899198167239404, "env2_in_acc": 0.995213963963964, "env2_out_acc": 0.9199549041713642, "env3_in_acc": 0.9948364888123924, "env3_out_acc": 0.8817451205510907, "epoch": 82.38928939237898, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["Alarm_Clock", "Backpack", "Batteries", "Bed", "Bike", "Bottle", "Bucket", "Calculator", "Calendar", "Candles", "Chair", "Clipboards", "Computer", "Couch", "Curtains", "Desk_Lamp", "Drill", "Eraser", "Exit_Sign", "Fan", "File_Cabinet", "Flipflops", "Flowers", "Folder", "Fork", "Glasses", "Hammer", "Helmet", "Kettle", "Keyboard", "Knives", "Lamp_Shade", "Laptop", "Marker", "Monitor", "Mop", "Mouse", "Mug", "Notebook", "Oven", "Pan", "Paper_Clip", "Pen", "Pencil", "Postit_Notes", "Printer", "Push_Pin", "Radio", "Refrigerator", "Ruler", "Scissors", "Screwdriver", "Shelf", "Sink", "Sneakers", "Soda", "Speaker", "Spoon", "TV", "Table", "Telephone", "ToothBrush", "Toys", "Trash_Can", "Webcam"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Art", "Clipart", "Product", "Real World"], "lambda1": 0.5122476832929141, "lambda2": 0.9892716333303577, "last_k_epoch": 0.2899069879248226, "lr": 3e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.19589595208549, "weight_decay": 0.0001, "worst_case_p": 0.3}, "loss": 0.9178064617514611, "mem_gb": 5.3996052742004395, "step": 5000, "step_time": 0.29758919835090636}
