{"agg_test_acc": 0.010816779380281779, "agg_val_acc": 0.019407998117706268, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.015447991761071062, "env0_out_acc": 0.006185567010309278, "env1_in_acc": 0.019473081328751432, "env1_out_acc": 0.01718213058419244, "env2_in_acc": 0.019144144144144143, "env2_out_acc": 0.015783540022547914, "env3_in_acc": 0.016351118760757316, "env3_out_acc": 0.02525832376578645, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 7.856115818023682, "mem_gb": 1.795473575592041, "step": 0, "step_time": 1.4749815464019775}
{"agg_test_acc": 0.5569250530728491, "agg_val_acc": 0.7332619593184198, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.5653964984552008, "env0_out_acc": 0.5484536082474227, "env1_in_acc": 0.7511454753722795, "env1_out_acc": 0.6437571592210768, "env2_in_acc": 0.8417792792792793, "env2_out_acc": 0.7936865839909808, "env3_in_acc": 0.8141135972461274, "env3_out_acc": 0.7623421354764638, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 5.283493483066559, "mem_gb": 2.094304084777832, "step": 300, "step_time": 0.30295634349187217}
{"agg_test_acc": 0.6651162046638851, "agg_val_acc": 0.8275492878750433, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.674562306900103, "env0_out_acc": 0.6556701030927835, "env1_in_acc": 0.8960481099656358, "env1_out_acc": 0.7628865979381443, "env2_in_acc": 0.9498873873873874, "env2_out_acc": 0.8804960541149943, "env3_in_acc": 0.938324727481354, "env3_out_acc": 0.8392652123995408, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 3.049679284095764, "mem_gb": 2.094304084777832, "step": 600, "step_time": 0.2927290916442871}
{"agg_test_acc": 0.6944907467834626, "agg_val_acc": 0.8469527915311266, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.6879505664263645, "env0_out_acc": 0.7010309278350515, "env1_in_acc": 0.9327033218785796, "env1_out_acc": 0.7949599083619702, "env2_in_acc": 0.9701576576576577, "env2_out_acc": 0.895152198421646, "env3_in_acc": 0.9647160068846816, "env3_out_acc": 0.8507462686567164, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 2.2305697294076285, "mem_gb": 2.094304084777832, "step": 900, "step_time": 0.29073490063349405}
{"agg_test_acc": 0.7104653504893637, "agg_val_acc": 0.8449919464897084, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.6972193614830072, "env0_out_acc": 0.7237113402061855, "env1_in_acc": 0.9533218785796106, "env1_out_acc": 0.7846506300114547, "env2_in_acc": 0.9819819819819819, "env2_out_acc": 0.9041713641488163, "env3_in_acc": 0.97877223178428, "env3_out_acc": 0.8461538461538461, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.834471978743871, "mem_gb": 2.094304084777832, "step": 1200, "step_time": 0.29895203908284507}
{"agg_test_acc": 0.718195716671915, "agg_val_acc": 0.8553239096606821, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7003089598352215, "env0_out_acc": 0.7360824742268042, "env1_in_acc": 0.9644902634593356, "env1_out_acc": 0.7949599083619702, "env2_in_acc": 0.9845157657657657, "env2_out_acc": 0.90304396843292, "env3_in_acc": 0.9853700516351118, "env3_out_acc": 0.8679678530424799, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.5655628943443298, "mem_gb": 2.094304084777832, "step": 1500, "step_time": 0.28668906529744465}
{"agg_test_acc": 0.7261835493836886, "agg_val_acc": 0.8591319720042754, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.703913491246138, "env0_out_acc": 0.7484536082474227, "env1_in_acc": 0.9733676975945017, "env1_out_acc": 0.7926689576174112, "env2_in_acc": 0.9887387387387387, "env2_out_acc": 0.9064261555806088, "env3_in_acc": 0.9902467010900746, "env3_out_acc": 0.878300803673938, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.4451163911819458, "mem_gb": 2.094304084777832, "step": 1800, "step_time": 0.29407418648401895}
{"agg_test_acc": 0.7308179469096927, "agg_val_acc": 0.8632613725387884, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7131822863027807, "env0_out_acc": 0.7484536082474227, "env1_in_acc": 0.9756586483390607, "env1_out_acc": 0.7983963344788088, "env2_in_acc": 0.9932432432432432, "env2_out_acc": 0.9188275084554679, "env3_in_acc": 0.9934021801491681, "env3_out_acc": 0.8725602755453502, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.3252914834022522, "mem_gb": 2.094304084777832, "step": 2100, "step_time": 0.2892349211374919}
{"agg_test_acc": 0.7290114343345504, "agg_val_acc": 0.8609823641933501, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.717816683831102, "env0_out_acc": 0.7402061855670103, "env1_in_acc": 0.9785223367697594, "env1_out_acc": 0.8029782359679267, "env2_in_acc": 0.9946509009009009, "env2_out_acc": 0.915445321307779, "env3_in_acc": 0.9934021801491681, "env3_out_acc": 0.8645235361653272, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.2538388653596242, "mem_gb": 2.094304084777832, "step": 2400, "step_time": 0.2893493835131327}
{"agg_test_acc": 0.7282379730292367, "agg_val_acc": 0.865576540196981, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7183316168898043, "env0_out_acc": 0.7381443298969073, "env1_in_acc": 0.9810996563573883, "env1_out_acc": 0.8006872852233677, "env2_in_acc": 0.9932432432432432, "env2_out_acc": 0.915445321307779, "env3_in_acc": 0.9925415949512335, "env3_out_acc": 0.8805970149253731, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.2335124927759171, "mem_gb": 2.094304084777832, "step": 2700, "step_time": 0.3093937635421753}
{"agg_test_acc": 0.731586099626775, "agg_val_acc": 0.8648059866457779, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7229660144181257, "env0_out_acc": 0.7402061855670103, "env1_in_acc": 0.9848224513172967, "env1_out_acc": 0.7983963344788088, "env2_in_acc": 0.995213963963964, "env2_out_acc": 0.9165727170236753, "env3_in_acc": 0.9951233505450373, "env3_out_acc": 0.8794489092996556, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.1673997994263967, "mem_gb": 2.094304084777832, "step": 3000, "step_time": 0.2946903785069784}
{"agg_test_acc": 0.7331330222374022, "agg_val_acc": 0.8605928697208616, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.721936148300721, "env0_out_acc": 0.7443298969072165, "env1_in_acc": 0.981672394043528, "env1_out_acc": 0.7938144329896907, "env2_in_acc": 0.9969031531531531, "env2_out_acc": 0.9177001127395716, "env3_in_acc": 0.9965576592082617, "env3_out_acc": 0.870264064293915, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.133158921400706, "mem_gb": 2.094304084777832, "step": 3300, "step_time": 0.298793138662974}
{"agg_test_acc": 0.737770604916345, "agg_val_acc": 0.8678002114103532, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7250257466529351, "env0_out_acc": 0.7505154639175258, "env1_in_acc": 0.9831042382588774, "env1_out_acc": 0.8052691867124857, "env2_in_acc": 0.9940878378378378, "env2_out_acc": 0.9267192784667418, "env3_in_acc": 0.9971313826735514, "env3_out_acc": 0.8714121699196326, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.152931764324506, "mem_gb": 2.094304084777832, "step": 3600, "step_time": 0.29290164629618326}
{"agg_test_acc": 0.7416357880076206, "agg_val_acc": 0.8663159735305156, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7265705458290422, "env0_out_acc": 0.756701030927835, "env1_in_acc": 0.9833906071019473, "env1_out_acc": 0.8075601374570447, "env2_in_acc": 0.9954954954954955, "env2_out_acc": 0.9188275084554679, "env3_in_acc": 0.9977051061388411, "env3_out_acc": 0.8725602755453502, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.0575939885775247, "mem_gb": 2.094304084777832, "step": 3900, "step_time": 0.29740047216415405}
{"agg_test_acc": 0.7442115150174915, "agg_val_acc": 0.8686396872883768, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7296601441812565, "env0_out_acc": 0.7587628865979381, "env1_in_acc": 0.9848224513172967, "env1_out_acc": 0.8167239404352806, "env2_in_acc": 0.9960585585585585, "env2_out_acc": 0.9131905298759865, "env3_in_acc": 0.9968445209409065, "env3_out_acc": 0.8760045924225028, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.9673085296154023, "mem_gb": 5.4025750160217285, "step": 4200, "step_time": 0.31186502933502197}
{"agg_test_acc": 0.7416347262899745, "agg_val_acc": 0.8632561120319141, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7286302780638517, "env0_out_acc": 0.7546391752577319, "env1_in_acc": 0.9848224513172967, "env1_out_acc": 0.8052691867124857, "env2_in_acc": 0.9963400900900901, "env2_out_acc": 0.9188275084554679, "env3_in_acc": 0.9974182444061962, "env3_out_acc": 0.8656716417910447, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.8333507223924002, "mem_gb": 5.4025750160217285, "step": 4500, "step_time": 0.29151911576588946}
{"agg_test_acc": 0.7442115150174915, "agg_val_acc": 0.864793822835632, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7296601441812565, "env0_out_acc": 0.7587628865979381, "env1_in_acc": 0.9885452462772051, "env1_out_acc": 0.8052691867124857, "env2_in_acc": 0.995213963963964, "env2_out_acc": 0.9177001127395716, "env3_in_acc": 0.9971313826735514, "env3_out_acc": 0.8714121699196326, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.7835012378295263, "mem_gb": 5.4025750160217285, "step": 4800, "step_time": 0.3022826568285624}
{"agg_test_acc": 0.7452424428520276, "agg_val_acc": 0.8636646736178201, "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": 3, "output_dir": "sweep/ablation3/outputs/1f94e7aceb5607db13f59ca1f8bb6a38", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 2147007459, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [0], "trial_seed": 2, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.7296601441812565, "env0_out_acc": 0.7608247422680412, "env1_in_acc": 0.9868270332187858, "env1_out_acc": 0.8075601374570447, "env2_in_acc": 0.9960585585585585, "env2_out_acc": 0.9143179255918827, "env3_in_acc": 0.9971313826735514, "env3_out_acc": 0.8691159586681975, "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": 0.5694511041907044, "lambda2": 0.6621108818243455, "last_k_epoch": 0.20248994529588413, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 4.502579147595572, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.7529307776689529, "mem_gb": 5.4025750160217285, "step": 5000, "step_time": 0.31712269425392153}
