{"agg_test_acc": 0.011025200452677547, "agg_val_acc": 0.007428767415348535, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.009268795056642637, "env0_out_acc": 0.004123711340206186, "env1_in_acc": 0.011741122565864834, "env1_out_acc": 0.010309278350515464, "env2_in_acc": 0.012105855855855855, "env2_out_acc": 0.011273957158962795, "env3_in_acc": 0.00889271371199082, "env3_out_acc": 0.006888633754305396, "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": 0.5, "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": 8.323418617248535, "mem_gb": 2.335310459136963, "step": 0, "step_time": 1.5775649547576904}
{"agg_test_acc": 0.5263459332992554, "agg_val_acc": 0.8194209800940474, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9145211122554068, "env0_out_acc": 0.7711340206185567, "env1_in_acc": 0.5349369988545246, "env1_out_acc": 0.5177548682703322, "env2_in_acc": 0.9180743243243243, "env2_out_acc": 0.8444193912063134, "env3_in_acc": 0.9036144578313253, "env3_out_acc": 0.8427095292766934, "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": 0.5, "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": 4.185180853605271, "mem_gb": 2.5970582962036133, "step": 300, "step_time": 0.3080166888236999}
{"agg_test_acc": 0.5505441005265608, "agg_val_acc": 0.8690773941778712, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9783728115345005, "env0_out_acc": 0.8350515463917526, "env1_in_acc": 0.5684421534936999, "env1_out_acc": 0.5326460481099656, "env2_in_acc": 0.9704391891891891, "env2_out_acc": 0.9019165727170236, "env3_in_acc": 0.9601262191623637, "env3_out_acc": 0.870264064293915, "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": 0.5, "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": 1.8656240141391753, "mem_gb": 2.5970582962036133, "step": 600, "step_time": 0.29819893519083657}
{"agg_test_acc": 0.5591351658143614, "agg_val_acc": 0.8738479583772529, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9907312049433573, "env0_out_acc": 0.8391752577319588, "env1_in_acc": 0.5730240549828178, "env1_out_acc": 0.54524627720504, "env2_in_acc": 0.9822635135135135, "env2_out_acc": 0.9098083427282976, "env3_in_acc": 0.9741824440619621, "env3_out_acc": 0.8725602755453502, "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": 0.5, "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": 1.4233081769943237, "mem_gb": 2.5970582962036133, "step": 900, "step_time": 0.2984095327059428}
{"agg_test_acc": 0.562714776350945, "agg_val_acc": 0.8696530318146081, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9927909371781668, "env0_out_acc": 0.8288659793814434, "env1_in_acc": 0.5813287514318443, "env1_out_acc": 0.5441008018327605, "env2_in_acc": 0.986204954954955, "env2_out_acc": 0.9086809470124013, "env3_in_acc": 0.9822145725760184, "env3_out_acc": 0.8714121699196326, "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": 0.5, "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": 1.2636474601427714, "mem_gb": 2.5970582962036133, "step": 1200, "step_time": 0.30608860095342}
{"agg_test_acc": 0.5652920959372852, "agg_val_acc": 0.8815169972200866, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9969104016477858, "env0_out_acc": 0.8474226804123711, "env1_in_acc": 0.584192439862543, "env1_out_acc": 0.5463917525773195, "env2_in_acc": 0.9898648648648649, "env2_out_acc": 0.9188275084554679, "env3_in_acc": 0.98938611589214, "env3_out_acc": 0.878300803673938, "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": 0.5, "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": 1.1750326943397522, "mem_gb": 2.5970582962036133, "step": 1500, "step_time": 0.29002883195877077}
{"agg_test_acc": 0.5657216492016752, "agg_val_acc": 0.8819916242288257, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9948506694129763, "env0_out_acc": 0.845360824742268, "env1_in_acc": 0.5873424971363116, "env1_out_acc": 0.5441008018327605, "env2_in_acc": 0.9912725225225225, "env2_out_acc": 0.9165727170236753, "env3_in_acc": 0.9919678714859438, "env3_out_acc": 0.8840413318025259, "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": 0.5, "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": 1.1084298684199652, "mem_gb": 2.5970582962036133, "step": 1800, "step_time": 0.30588483651479087}
{"agg_test_acc": 0.5734536079606958, "agg_val_acc": 0.8799802738734088, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9969104016477858, "env0_out_acc": 0.8371134020618557, "env1_in_acc": 0.5890607101947308, "env1_out_acc": 0.5578465063001146, "env2_in_acc": 0.9921171171171171, "env2_out_acc": 0.9210822998872604, "env3_in_acc": 0.9934021801491681, "env3_out_acc": 0.8817451205510907, "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": 0.5, "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": 1.047091719508171, "mem_gb": 2.5970582962036133, "step": 2100, "step_time": 0.303293039004008}
{"agg_test_acc": 0.5737399768036225, "agg_val_acc": 0.8791734503035568, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.995880535530381, "env0_out_acc": 0.8371134020618557, "env1_in_acc": 0.5907789232531501, "env1_out_acc": 0.5567010309278351, "env2_in_acc": 0.9949324324324325, "env2_out_acc": 0.9278466741826381, "env3_in_acc": 0.9931153184165232, "env3_out_acc": 0.8725602755453502, "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": 0.5, "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": 1.0139934219916662, "mem_gb": 2.5970582962036133, "step": 2400, "step_time": 0.2958027720451355}
{"agg_test_acc": 0.5713058416387456, "agg_val_acc": 0.8826007909248796, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.995880535530381, "env0_out_acc": 0.8494845360824742, "env1_in_acc": 0.5904925544100802, "env1_out_acc": 0.5521191294387171, "env2_in_acc": 0.9946509009009009, "env2_out_acc": 0.9165727170236753, "env3_in_acc": 0.9959839357429718, "env3_out_acc": 0.8817451205510907, "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": 0.5, "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": 0.9876248061656951, "mem_gb": 2.5970582962036133, "step": 2700, "step_time": 0.29926419496536255}
{"agg_test_acc": 0.5718785793245991, "agg_val_acc": 0.879746905749195, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9948506694129763, "env0_out_acc": 0.8329896907216495, "env1_in_acc": 0.5904925544100802, "env1_out_acc": 0.5532646048109966, "env2_in_acc": 0.9960585585585585, "env2_out_acc": 0.9222096956031567, "env3_in_acc": 0.995697074010327, "env3_out_acc": 0.8840413318025259, "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": 0.5, "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": 0.9554658089081446, "mem_gb": 2.5970582962036133, "step": 3000, "step_time": 0.3016411765416463}
{"agg_test_acc": 0.5717353949031356, "agg_val_acc": 0.8829558795869056, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.995880535530381, "env0_out_acc": 0.8494845360824742, "env1_in_acc": 0.5902061855670103, "env1_out_acc": 0.5532646048109966, "env2_in_acc": 0.995777027027027, "env2_out_acc": 0.9210822998872604, "env3_in_acc": 0.9962707974756168, "env3_out_acc": 0.878300803673938, "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": 0.5, "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": 0.9298360298077265, "mem_gb": 2.5970582962036133, "step": 3300, "step_time": 0.31321838855743406}
{"agg_test_acc": 0.5727376858533791, "agg_val_acc": 0.8770887025332281, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9948506694129763, "env0_out_acc": 0.8329896907216495, "env1_in_acc": 0.5922107674684994, "env1_out_acc": 0.5532646048109966, "env2_in_acc": 0.9966216216216216, "env2_out_acc": 0.9188275084554679, "env3_in_acc": 0.9977051061388411, "env3_out_acc": 0.8794489092996556, "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": 0.5, "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": 0.9040624998013178, "mem_gb": 2.5970582962036133, "step": 3600, "step_time": 0.2953096000353495}
{"agg_test_acc": 0.5717353949031356, "agg_val_acc": 0.8835177106170995, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9963954685890835, "env0_out_acc": 0.843298969072165, "env1_in_acc": 0.5913516609392898, "env1_out_acc": 0.5521191294387171, "env2_in_acc": 0.9966216216216216, "env2_out_acc": 0.9301014656144306, "env3_in_acc": 0.9974182444061962, "env3_out_acc": 0.8771526980482205, "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": 0.5, "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": 0.8408671853939692, "mem_gb": 5.394455432891846, "step": 3900, "step_time": 0.3097071623802185}
{"agg_test_acc": 0.5733104235392324, "agg_val_acc": 0.8798745421332385, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9963954685890835, "env0_out_acc": 0.8391752577319588, "env1_in_acc": 0.5922107674684994, "env1_out_acc": 0.5544100801832761, "env2_in_acc": 0.995213963963964, "env2_out_acc": 0.9255918827508456, "env3_in_acc": 0.9977051061388411, "env3_out_acc": 0.8748564867967853, "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": 0.5, "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": 0.7236333658297857, "mem_gb": 5.394455432891846, "step": 4200, "step_time": 0.2921478295326233}
{"agg_test_acc": 0.571449026060209, "agg_val_acc": 0.8828925551234039, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9969104016477858, "env0_out_acc": 0.8412371134020619, "env1_in_acc": 0.593069873997709, "env1_out_acc": 0.5498281786941581, "env2_in_acc": 0.9971846846846847, "env2_out_acc": 0.9199549041713642, "env3_in_acc": 0.9965576592082617, "env3_out_acc": 0.8874856486796785, "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": 0.5, "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": 0.6840064764022827, "mem_gb": 5.394455432891846, "step": 4500, "step_time": 0.2985293499628703}
{"agg_test_acc": 0.571449026060209, "agg_val_acc": 0.8804065777592477, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9969104016477858, "env0_out_acc": 0.8350515463917526, "env1_in_acc": 0.5942153493699885, "env1_out_acc": 0.5486827033218786, "env2_in_acc": 0.9963400900900901, "env2_out_acc": 0.9267192784667418, "env3_in_acc": 0.9968445209409065, "env3_out_acc": 0.8794489092996556, "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": 0.5, "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": 0.6516019960244497, "mem_gb": 5.394455432891846, "step": 4800, "step_time": 0.29822946548461915}
{"agg_test_acc": 0.5717353949031356, "agg_val_acc": 0.883390074233056, "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": 0, "output_dir": "sweep/ablation3/outputs/c02610304b080d17eed3356f8003c375", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 328916664, "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": 0.9963954685890835, "env0_out_acc": 0.8371134020618557, "env1_in_acc": 0.5947880870561283, "env1_out_acc": 0.5486827033218786, "env2_in_acc": 0.9963400900900901, "env2_out_acc": 0.9267192784667418, "env3_in_acc": 0.9968445209409065, "env3_out_acc": 0.886337543053961, "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": 0.5, "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": 0.6331873381137848, "mem_gb": 5.394455432891846, "step": 5000, "step_time": 0.3058931601047516}
