{"agg_test_acc": 0.35608330546059797, "agg_val_acc": 0.4006014726656465, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 0.5167844522968198, "env0_out_acc": 0.5053003533568905, "env1_in_acc": 0.35811764705882354, "env1_out_acc": 0.3540489642184557, "env2_in_acc": 0.30845392231530844, "env2_out_acc": 0.3231707317073171, "env3_in_acc": 0.3335801554979637, "env3_out_acc": 0.37333333333333335, "epoch": 0.0, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 3.9346375465393066, "mem_gb": 1.7945408821105957, "step": 0, "step_time": 1.4872591495513916}
{"agg_test_acc": 0.6698025918884286, "agg_val_acc": 0.9026385121953566, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6785882352941176, "env1_out_acc": 0.6610169491525424, "env2_in_acc": 0.8796648895658796, "env2_out_acc": 0.8338414634146342, "env3_in_acc": 0.9285449833395039, "env3_out_acc": 0.8740740740740741, "epoch": 8.480565371024735, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.6155315659443537, "mem_gb": 2.0919981002807617, "step": 300, "step_time": 0.14800321420033774}
{"agg_test_acc": 0.6521533174982281, "agg_val_acc": 0.9151372593223601, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6527058823529411, "env1_out_acc": 0.6516007532956686, "env2_in_acc": 0.9188880426504189, "env2_out_acc": 0.8704268292682927, "env3_in_acc": 0.9581636430951499, "env3_out_acc": 0.8785185185185185, "epoch": 16.96113074204947, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 1.1696124056975046, "mem_gb": 2.0919981002807617, "step": 600, "step_time": 0.1664166593551636}
{"agg_test_acc": 0.6486230195050892, "agg_val_acc": 0.910853410851224, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9929328621908127, "env1_in_acc": 0.6494117647058824, "env1_out_acc": 0.647834274952919, "env2_in_acc": 0.945925361766946, "env2_out_acc": 0.8551829268292683, "env3_in_acc": 0.9696408737504628, "env3_out_acc": 0.8844444444444445, "epoch": 25.441696113074205, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.958154548406601, "mem_gb": 2.0919981002807617, "step": 900, "step_time": 0.17135568221410116}
{"agg_test_acc": 0.6483881685026587, "agg_val_acc": 0.9163999329812632, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9929328621908127, "env1_in_acc": 0.6470588235294118, "env1_out_acc": 0.6497175141242938, "env2_in_acc": 0.9619192688499619, "env2_out_acc": 0.8673780487804879, "env3_in_acc": 0.9766753054424288, "env3_out_acc": 0.8888888888888888, "epoch": 33.92226148409894, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.8429572759071986, "mem_gb": 2.0919981002807617, "step": 1200, "step_time": 0.17183291673660278}
{"agg_test_acc": 0.6479180233826987, "agg_val_acc": 0.9153417642236426, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.644235294117647, "env1_out_acc": 0.6516007532956686, "env2_in_acc": 0.9699162223914699, "env2_out_acc": 0.8719512195121951, "env3_in_acc": 0.9855609033691225, "env3_out_acc": 0.8740740740740741, "epoch": 42.40282685512368, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.8065320038795472, "mem_gb": 2.0919981002807617, "step": 1500, "step_time": 0.17050589084625245}
{"agg_test_acc": 0.6465058155624233, "agg_val_acc": 0.9157354709383562, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6432941176470588, "env1_out_acc": 0.6497175141242938, "env2_in_acc": 0.9786747905559787, "env2_out_acc": 0.8612804878048781, "env3_in_acc": 0.987782302850796, "env3_out_acc": 0.8859259259259259, "epoch": 50.88339222614841, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.7730487060546875, "mem_gb": 2.0919981002807617, "step": 1800, "step_time": 0.16803988059361777}
{"agg_test_acc": 0.6467415527950517, "agg_val_acc": 0.9081092557113333, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6418823529411765, "env1_out_acc": 0.6516007532956686, "env2_in_acc": 0.9828636709824828, "env2_out_acc": 0.8582317073170732, "env3_in_acc": 0.9929655683080341, "env3_out_acc": 0.8696296296296296, "epoch": 59.36395759717315, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.7698834580183029, "mem_gb": 2.0919981002807617, "step": 2100, "step_time": 0.17265138864517213}
{"agg_test_acc": 0.6467415527950517, "agg_val_acc": 0.9103033721747347, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6418823529411765, "env1_out_acc": 0.6516007532956686, "env2_in_acc": 0.9859101294744859, "env2_out_acc": 0.8612804878048781, "env3_in_acc": 0.9925953350610884, "env3_out_acc": 0.8696296296296296, "epoch": 67.84452296819788, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.790970343152682, "mem_gb": 2.0919981002807617, "step": 2400, "step_time": 0.1705734928448995}
{"agg_test_acc": 0.6453289018596774, "agg_val_acc": 0.9117133390517113, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6428235294117647, "env1_out_acc": 0.647834274952919, "env2_in_acc": 0.9904798172124905, "env2_out_acc": 0.8536585365853658, "env3_in_acc": 0.9944465012958164, "env3_out_acc": 0.8814814814814815, "epoch": 76.32508833922262, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.7518918802340825, "mem_gb": 2.0919981002807617, "step": 2700, "step_time": 0.16699496587117513}
{"agg_test_acc": 0.6486243488503859, "agg_val_acc": 0.9147907253801043, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6437647058823529, "env1_out_acc": 0.6534839924670434, "env2_in_acc": 0.9923838537699924, "env2_out_acc": 0.8658536585365854, "env3_in_acc": 0.994816734542762, "env3_out_acc": 0.8785185185185185, "epoch": 84.80565371024736, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.7312210073073705, "mem_gb": 2.0919981002807617, "step": 3000, "step_time": 0.16953651746114096}
{"agg_test_acc": 0.6486243488503859, "agg_val_acc": 0.913569960316559, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6437647058823529, "env1_out_acc": 0.6534839924670434, "env2_in_acc": 0.9923838537699924, "env2_out_acc": 0.8612804878048781, "env3_in_acc": 0.9962976675305443, "env3_out_acc": 0.882962962962963, "epoch": 93.28621908127208, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.7345948841174443, "mem_gb": 2.0919981002807617, "step": 3300, "step_time": 0.16910225947697957}
{"agg_test_acc": 0.6498012625531319, "agg_val_acc": 0.9077341159274732, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.644235294117647, "env1_out_acc": 0.655367231638418, "env2_in_acc": 0.9965727341964966, "env2_out_acc": 0.850609756097561, "env3_in_acc": 0.9962976675305443, "env3_out_acc": 0.8725925925925926, "epoch": 101.76678445229682, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.5448716306686401, "mem_gb": 5.399029731750488, "step": 3600, "step_time": 0.1918641471862793}
{"agg_test_acc": 0.6505071449057201, "agg_val_acc": 0.9139164942588148, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9929328621908127, "env1_in_acc": 0.6456470588235295, "env1_out_acc": 0.655367231638418, "env2_in_acc": 0.9958111195734958, "env2_out_acc": 0.8658536585365854, "env3_in_acc": 0.9959274342835986, "env3_out_acc": 0.882962962962963, "epoch": 110.24734982332156, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.3363975751399994, "mem_gb": 5.399029731750488, "step": 3900, "step_time": 0.2122106631596883}
{"agg_test_acc": 0.6514487644909367, "agg_val_acc": 0.9100416555902434, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6456470588235295, "env1_out_acc": 0.6572504708097928, "env2_in_acc": 0.9935262757044935, "env2_out_acc": 0.8536585365853658, "env3_in_acc": 0.9966679007774898, "env3_out_acc": 0.88, "epoch": 118.7279151943463, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.3218401910861333, "mem_gb": 5.399029731750488, "step": 4200, "step_time": 0.21544007062911988}
{"agg_test_acc": 0.6519193527259955, "agg_val_acc": 0.9115946516752422, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 0.9964664310954063, "env1_in_acc": 0.6465882352941177, "env1_out_acc": 0.6572504708097928, "env2_in_acc": 0.995049504950495, "env2_out_acc": 0.8612804878048781, "env3_in_acc": 0.9988893002591632, "env3_out_acc": 0.8770370370370371, "epoch": 127.20848056537102, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.3129361083606879, "mem_gb": 5.399029731750488, "step": 4500, "step_time": 0.21411545356114706}
{"agg_test_acc": 0.6519189096108966, "agg_val_acc": 0.9197146940625943, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6484705882352941, "env1_out_acc": 0.655367231638418, "env2_in_acc": 0.9973343488194973, "env2_out_acc": 0.864329268292683, "env3_in_acc": 0.9966679007774898, "env3_out_acc": 0.8948148148148148, "epoch": 135.68904593639576, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.30863523443539936, "mem_gb": 5.399029731750488, "step": 4800, "step_time": 0.21888986905415853}
{"agg_test_acc": 0.652154203728426, "agg_val_acc": 0.912786810897183, "args": {"algorithm": "Selective_KD", "checkpoint_freq": 300, "data_dir": "./domainbed/data", "dataset": "VLCS", "holdout_fraction": 0.2, "hparams": "{\r\n    \"resnet18\": false,\r\n    \"resnet_dropout\": 0,\r\n    \"nonlinear_classifier\": false,\r\n    \"data_augmentation\": true,\r\n    \"clip_backbone\": \"ViT-B/32\",\r\n    \"student_model\": \"resnet\",\r\n    \"SMA\": true,\r\n    \"batch_size\": 32\r\n}", "hparams_seed": 4, "output_dir": "sweep/ablation3/outputs/6f9607d4edd2681c223a7d7fda80c3c2", "save_linear_probed_clip": false, "save_model_every_checkpoint": false, "seed": 1748988132, "skip_model_save": false, "steps": 5001, "sweep": true, "task": "domain_generalization", "test_envs": [1], "trial_seed": 1, "uda_holdout_fraction": 0, "visualize": false}, "env0_in_acc": 1.0, "env0_out_acc": 1.0, "env1_in_acc": 0.6489411764705882, "env1_out_acc": 0.655367231638418, "env2_in_acc": 0.9977151561309977, "env2_out_acc": 0.8628048780487805, "env3_in_acc": 0.9981488337652721, "env3_out_acc": 0.8755555555555555, "epoch": 141.3427561837456, "hparams": {"SMA": true, "batch_size": 32, "class_balanced": false, "class_names": ["bird", "car", "chair", "dog", "person"], "clip_backbone": "ViT-B/32", "data_augmentation": true, "domain_names": ["Caltech101", "LabelMe", "SUN09", "VOC2007"], "lambda1": 0.6171767606394463, "lambda2": 0.5293911814442921, "last_k_epoch": 0.3102645027326114, "lr": 5e-05, "nonlinear_classifier": false, "resnet18": false, "resnet_dropout": 0, "student_model": "resnet", "temperature": 2.022572617872769, "weight_decay": 0.0001, "worst_case_p": 0.2}, "loss": 0.30116295292973516, "mem_gb": 5.399029731750488, "step": 5000, "step_time": 0.21739365100860597}
