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exp_params.py
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exp_params.py
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"""Experiment parameters."""
from __future__ import annotations
RESULT_PATH = "./results/"
DATASETS: list[str] = ["cifar10", "cifar100", "imagenet"]
ATTACKS: list[str] = [
"pgd",
"mpgd",
"pregradient",
"di",
"ti",
"admix",
"naa",
"ni-si-ti-dim",
"ni-admix-ti-dim",
"auto-pgd-dlr",
"auto-pgd-ce",
]
PUBLIC_MODELS: dict[str, dict[str, list[str]]] = {
"cifar10": {
"normal": [
"cifar10_huggingface-vit-base",
"cifar10_huggingface-beit",
"cifar10_huggingface-convnext",
"cifar10_chenyaofo-resnet20",
"cifar10_chenyaofo-vgg11-bn",
"cifar10_chenyaofo-mobilenetv2-x0-5",
"cifar10_chenyaofo-shufflenetv2-x0-5",
"cifar10_chenyaofo-repvgg-a0",
"cifar10_huyvnphan-densenet121",
"cifar10_huyvnphan-inception-v3",
"cifar10_convmixer_none_ce_seed0_lr0.05_wd0.005_adamw",
"cifar10_clip-RN50-laion",
],
"linf": [
"cifar10_robustbench-wang23-wrn-70-16",
"cifar10_robustbench-xu23-wrn-28-10",
"cifar10_robustbench-debenedetti22-xcit-l12",
"cifar10_robustbench-sehwag20-wrn-28-10",
],
"l2": [
"cifar10_robustbench-wang23-wrn-70-16-l2",
"cifar10_robustbench-rebuffi21-wrn-70-16-l2",
"cifar10_robustbench-augustin20-wrn-34-10-l2",
"cifar10_robustbench-rony19-wrn-28-10-l2",
],
"corruption": [
"cifar10_robustbench-diffenderfer21-wrn-18-2",
"cifar10_robustbench-kireev21-rn-18",
"cifar10_robustbench-hendrycks20-resnext-29-32x4d",
"cifar10_robustbench-modas21-rn-18",
],
},
"cifar100": {
"normal": [
"cifar100_chenyaofo-resnet20",
"cifar100_chenyaofo-vgg11-bn",
"cifar100_chenyaofo-mobilenetv2-x0-5",
"cifar100_chenyaofo-shufflenetv2-x0-5",
"cifar100_chenyaofo-repvgg-a0",
"cifar100_huggingface-vit-base",
"cifar100_huggingface-swin-tiny",
"cifar100_densenet121_local",
"cifar100_senet18_local",
"cifar100_inception-v3_local",
"cifar100_convmixer_local",
"cifar100_clip-RN50-laion",
],
"linf": [
"cifar100_robustbench-wang23-wrn-70-16",
"cifar100_robustbench-cui23-wrn-28-10",
"cifar100_robustbench-bai23-mix",
"cifar100_robustbench-debenedetti22-xcit",
"cifar100_robustbench-jia22-wrn-34-20",
"cifar100_robustbench-rade21-rn-18",
],
"corruption": [
"cifar100_robustbench-diffenderfer21-wrn-18-2",
"cifar100_robustbench-modas21-rn-18",
"cifar100_robustbench-hendrycks20-resnext-29-32x4d",
"cifar100_robustbench-addepalli22-wrn-34-10",
"cifar100_robustbench-gowal20-wrn-70-16",
"cifar100_robustbench-diffenderfer21-bin-wrn-18-2",
],
},
"imagenet": {
"normal": [
"imagenet_huggingface-rn-50",
"imagenet_huggingface-vit-b",
"imagenet_huggingface-swin-t",
"imagenet_huggingface-convnext-t",
"imagenet_timm-efficientnet-b3",
"imagenet_timm-inception-v3",
"imagenet_timm-mnasnet-100",
"imagenet_timm-mixer-b16",
"imagenet_timm-rexnet-100",
"imagenet_timm-hrnet-w18",
"imagenet_timm-mobilenet-v3-l",
"imagenet_timm-vgg-11",
],
"linf": [
"imagenet_robustbench-liu23-swin-b",
"imagenet_robustbench-singh23-convnext-t",
"imagenet_robustbench-singh23-vit-s",
"imagenet_robustbench-debenedetti22-xcit-s12",
"imagenet_robustbench-salman20-wrn-50-2",
"imagenet_robustbench-salman20-rn-50",
],
"corruption": [
"imagenet_robustbench-tian22-deit-b",
"imagenet_robustbench-tian22-deit-s",
"imagenet_robustbench-erichson22-rn-50",
"imagenet_robustbench-hendrycks20many-rn-50",
"imagenet_robustbench-hendrycks20augmix-rn-50",
"imagenet_robustbench-geirhos18-rn-50",
],
},
}
class ExpManager:
"""Experiment manager for getting metadata."""
def __init__(self) -> None:
"""Initialize ExpManager."""
self._model_ids = {}
for dataset, models in PUBLIC_MODELS.items():
models_list = []
for names in models.values():
models_list.extend(names)
self._model_ids[dataset] = models_list
self._model_groups = {}
for dataset, models in PUBLIC_MODELS.items():
self._model_groups[dataset] = {}
for group, names in models.items():
for name in names:
self._model_groups[dataset][name] = group
def _parse_model_name(self, dataset: str, model_name: str) -> str:
if not model_name.startswith(dataset):
model_name = f"{dataset}_{model_name}"
if model_name not in self._model_ids[dataset]:
raise KeyError(f"Given model_name ({model_name}) not found!")
return model_name
def get_model_id(self, dataset: str, model_name: str) -> int:
"""Get model id from model name."""
model_name = self._parse_model_name(dataset, model_name)
return self._model_ids[dataset].index(model_name)
def get_model_group(self, dataset: str, model_name: str) -> str:
"""Get model group from model name.""" ""
model_name = self._parse_model_name(dataset, model_name)
return self._model_groups[dataset][model_name]
def get_all_models(self, dataset: str) -> list[str]:
"""Get all model names."""
return self._model_ids[dataset]
def get_model_names(
self, dataset: str, model_group: str | None = None
) -> list[str] | tuple[str, list[str]]:
"""Get model names from model group."""
if model_group is None:
return PUBLIC_MODELS[dataset]
return PUBLIC_MODELS[dataset][model_group]
EXP_MANAGER = ExpManager()
HASH_TO_MODEL = {
"7bf6": [
"results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step",
"results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step",
],
"b105": [
"results/cifar10_huyvnphan-inception-v3/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step",
],
"a696": [
"results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"b125": [
"results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"d6df": [
"results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step",
"results/cifar10_huggingface-beit/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
],
"0e02": [
"results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step",
],
"8973": [
"results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step",
"results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step",
"results/cifar10_convmixer_none_ce_seed0_lr0.05_wd0.005_adamw/saved_pgd_train_temp1.0_10step",
"results/cifar10_huggingface-convnext/saved_pgd_train_temp1.0_10step",
],
"4002": [
"results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step"
],
"4262": [
"results/cifar10_chenyaofo-repvgg-a0/saved_pgd_train_temp1.0_10step",
"results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step",
],
"7834": [
"results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
],
"f82e": [
"results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"b8f5": [
"results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step",
],
"c7c7": [
"results/cifar10_huggingface-convnext/saved_pgd_train_temp1.0_10step",
"results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"ae03": [
"results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"50cc": [
"results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step",
"results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step",
],
"7f06": [
"results/cifar10_chenyaofo-shufflenetv2-x0-5/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"656b": [
"results/cifar10_huggingface-convnext/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
],
"e295": [
"results/cifar10_huggingface-beit/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
],
"2947": [
"results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step"
],
"a7f5": [
"results/cifar10_chenyaofo-resnet20/saved_pgd_train_temp1.0_10step",
"results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step",
"results/cifar10_huyvnphan-inception-v3/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step",
],
"21e6": [
"results/cifar10_huggingface-beit/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step",
],
"b029": [
"results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step",
],
"c307": [
"results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"ee13": [
"results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step",
"results/cifar10_chenyaofo-resnet20/saved_pgd_train_temp1.0_10step",
"results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step",
],
"bd0b": [
"results/cifar10_chenyaofo-shufflenetv2-x0-5/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
],
"024a": [
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step",
],
"230f": [
"results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step",
],
"b320": [
"results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step",
],
"7c2b": [
"results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step"
],
"0dd1": [
"results/cifar10_convmixer_none_ce_seed0_lr0.05_wd0.005_adamw/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step",
],
"881f": [
"results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step",
],
"53a1": [
"results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step",
],
"ed72": [
"results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step",
"results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step",
],
"fcb6": [
"results/cifar10_huyvnphan-densenet121/saved_pgd_train_temp1.0_10step",
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}
HASH_TO_MODEL_ONE_EACH = {
# "2207": ["results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step", "results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step", "results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step", "results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step"],
# "1cc2": ["results/cifar10_huggingface-beit/saved_pgd_train_temp1.0_10step", "results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step", "results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step", "results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step"],
"e70b": ['results/cifar10_huyvnphan-inception-v3/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"507e": ['results/cifar10_chenyaofo-resnet20/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step'],
"182b": ['results/cifar10_chenyaofo-shufflenetv2-x0-5/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step'],
"e13c": ['results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step'],
"f1ba": ['results/cifar10_huggingface-convnext/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"ba42": ['results/cifar10_huyvnphan-densenet121/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"1f42": ['results/cifar10_chenyaofo-vgg11-bn/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"851a": ['results/cifar10_chenyaofo-vgg11-bn/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step'],
"2283": ['results/cifar10_huyvnphan-densenet121/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step'],
"2ee1": ['results/cifar10_chenyaofo-shufflenetv2-x0-5/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step'],
"5d88": ['results/cifar10_huggingface-beit/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"e822": ['results/cifar10_huggingface-convnext/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step'],
"c563": ['results/cifar10_chenyaofo-repvgg-a0/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step'],
"e62e": ['results/cifar10_huggingface-beit/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"6570": ['results/cifar10_convmixer_none_ce_seed0_lr0.05_wd0.005_adamw/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rony19-wrn-28-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step'],
"f561": ['results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"a55f": ['results/cifar10_huggingface-vit-base/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"d6f2": ['results/cifar10_clip-RN50-laion/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step'],
"ae98": ['results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"e713": ['results/cifar10_chenyaofo-shufflenetv2-x0-5/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step'],
"0854": ['results/cifar10_convmixer_none_ce_seed0_lr0.05_wd0.005_adamw/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step'],
"bb88": ['results/cifar10_chenyaofo-shufflenetv2-x0-5/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-sehwag20-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step'],
"d35a": ['results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-augustin20-wrn-34-10-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-kireev21-rn-18/saved_pgd_train_temp1.0_10step'],
"47b8": ['results/cifar10_chenyaofo-vgg11-bn/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd_train_temp1.0_10step'],
"2bf8": ['results/cifar10_huggingface-convnext/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-debenedetti22-xcit-l12/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step'],
"99d9": ['results/cifar10_huggingface-convnext/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-xu23-wrn-28-10/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-modas21-rn-18/saved_pgd_train_temp1.0_10step'],
"f337": ['results/cifar10_chenyaofo-mobilenetv2-x0-5/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-wang23-wrn-70-16/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd_train_temp1.0_10step', 'results/cifar10_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd_train_temp1.0_10step'],
}
HASH_TO_MODEL_ONE_EACH_RND_CIFAR100 = {
"5478": ['cifar100_chenyaofo-vgg11-bn/saved_pgd', 'cifar100_robustbench-cui23-wrn-28-10/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"44e1": ['cifar100_chenyaofo-mobilenetv2-x0-5/saved_pgd', 'cifar100_robustbench-jia22-wrn-34-20/saved_pgd', 'cifar100_robustbench-gowal20-wrn-70-16/saved_pgd'],
"5c1e": ['cifar100_chenyaofo-mobilenetv2-x0-5/saved_pgd', 'cifar100_robustbench-jia22-wrn-34-20/saved_pgd', 'cifar100_robustbench-diffenderfer21-wrn-18-2/saved_pgd'],
"1701": ['cifar100_inception-v3_local/saved_pgd', 'cifar100_robustbench-cui23-wrn-28-10/saved_pgd', 'cifar100_robustbench-gowal20-wrn-70-16/saved_pgd'],
"0752": ['cifar100_chenyaofo-resnet20/saved_pgd', 'cifar100_robustbench-jia22-wrn-34-20/saved_pgd', 'cifar100_robustbench-addepalli22-wrn-34-10/saved_pgd'],
"cb91": ['cifar100_densenet121_local/saved_pgd', 'cifar100_robustbench-jia22-wrn-34-20/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"5648": ['cifar100_convmixer_local/saved_pgd', 'cifar100_robustbench-rade21-rn-18/saved_pgd', 'cifar100_robustbench-diffenderfer21-bin-wrn-18-2/saved_pgd'],
"3a10": ['cifar100_chenyaofo-repvgg-a0/saved_pgd', 'cifar100_robustbench-debenedetti22-xcit/saved_pgd', 'cifar100_robustbench-addepalli22-wrn-34-10/saved_pgd'],
"387f": ['cifar100_chenyaofo-resnet20/saved_pgd', 'cifar100_robustbench-bai23-mix/saved_pgd', 'cifar100_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd'],
"0874": ['cifar100_chenyaofo-shufflenetv2-x0-5/saved_pgd', 'cifar100_robustbench-jia22-wrn-34-20/saved_pgd', 'cifar100_robustbench-gowal20-wrn-70-16/saved_pgd'],
"795e": ['cifar100_chenyaofo-resnet20/saved_pgd', 'cifar100_robustbench-debenedetti22-xcit/saved_pgd', 'cifar100_robustbench-diffenderfer21-wrn-18-2/saved_pgd'],
"5b39": ['cifar100_clip-RN50-laion/saved_pgd', 'cifar100_robustbench-jia22-wrn-34-20/saved_pgd', 'cifar100_robustbench-addepalli22-wrn-34-10/saved_pgd'],
"92fd": ['cifar100_densenet121_local/saved_pgd', 'cifar100_robustbench-cui23-wrn-28-10/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"5fde": ['cifar100_chenyaofo-mobilenetv2-x0-5/saved_pgd', 'cifar100_robustbench-rade21-rn-18/saved_pgd', 'cifar100_robustbench-diffenderfer21-wrn-18-2/saved_pgd'],
"8635": ['cifar100_chenyaofo-repvgg-a0/saved_pgd', 'cifar100_robustbench-rade21-rn-18/saved_pgd', 'cifar100_robustbench-diffenderfer21-wrn-18-2/saved_pgd'],
"fd6d": ['cifar100_chenyaofo-resnet20/saved_pgd', 'cifar100_robustbench-bai23-mix/saved_pgd', 'cifar100_robustbench-addepalli22-wrn-34-10/saved_pgd'],
"e34f": ['cifar100_chenyaofo-resnet20/saved_pgd', 'cifar100_robustbench-wang23-wrn-70-16/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"845d": ['cifar100_chenyaofo-repvgg-a0/saved_pgd', 'cifar100_robustbench-cui23-wrn-28-10/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"69af": ['cifar100_huggingface-vit-base/saved_pgd', 'cifar100_robustbench-bai23-mix/saved_pgd', 'cifar100_robustbench-diffenderfer21-bin-wrn-18-2/saved_pgd'],
"65fe": ['cifar100_senet18_local/saved_pgd', 'cifar100_robustbench-bai23-mix/saved_pgd', 'cifar100_robustbench-diffenderfer21-wrn-18-2/saved_pgd'],
"840b": ['cifar100_densenet121_local/saved_pgd', 'cifar100_robustbench-debenedetti22-xcit/saved_pgd', 'cifar100_robustbench-gowal20-wrn-70-16/saved_pgd'],
"d61b": ['cifar100_convmixer_local/saved_pgd', 'cifar100_robustbench-bai23-mix/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"3cb2": ['cifar100_chenyaofo-vgg11-bn/saved_pgd', 'cifar100_robustbench-jia22-wrn-34-20/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"d9db": ['cifar100_densenet121_local/saved_pgd', 'cifar100_robustbench-debenedetti22-xcit/saved_pgd', 'cifar100_robustbench-addepalli22-wrn-34-10/saved_pgd'],
"6693": ['cifar100_convmixer_local/saved_pgd', 'cifar100_robustbench-debenedetti22-xcit/saved_pgd', 'cifar100_robustbench-modas21-rn-18/saved_pgd'],
"e8a1": ['cifar100_densenet121_local/saved_pgd', 'cifar100_robustbench-bai23-mix/saved_pgd', 'cifar100_robustbench-addepalli22-wrn-34-10/saved_pgd'],
"0c03": ['cifar100_chenyaofo-mobilenetv2-x0-5/saved_pgd', 'cifar100_robustbench-cui23-wrn-28-10/saved_pgd', 'cifar100_robustbench-addepalli22-wrn-34-10/saved_pgd'],
"e7bd": ['cifar100_huggingface-swin-tiny/saved_pgd', 'cifar100_robustbench-wang23-wrn-70-16/saved_pgd', 'cifar100_robustbench-gowal20-wrn-70-16/saved_pgd'],
"873f": ['cifar100_clip-RN50-laion/saved_pgd', 'cifar100_robustbench-rade21-rn-18/saved_pgd', 'cifar100_robustbench-hendrycks20-resnext-29-32x4d/saved_pgd'],
"6cfd": ['cifar100_senet18_local/saved_pgd', 'cifar100_robustbench-rade21-rn-18/saved_pgd', 'cifar100_robustbench-diffenderfer21-wrn-18-2/saved_pgd'],
}
HASH_TO_MODEL_3GROUPS_CIFAR10 = {
"ba3a": ['cifar10_huggingface-beit/saved_pgd', 'cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd'],
"8c53": ['cifar10_huggingface-beit/saved_pgd', 'cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd'],
"4cdb": ['cifar10_huggingface-beit/saved_pgd', 'cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd'],
"e0d6": ['cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd', 'cifar10_robustbench-xu23-wrn-28-10/saved_pgd'],
"41c0": ['cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd', 'cifar10_robustbench-xu23-wrn-28-10/saved_pgd'],
"bdaa": ['cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd', 'cifar10_robustbench-xu23-wrn-28-10/saved_pgd'],
"49b1": ['cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd'],
"78af": ['cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd'],
"431a": ['cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-rebuffi21-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd'],
"6f63": ['cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-kireev21-rn-18/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd'],
"65b7": ['cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-kireev21-rn-18/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16-l2/saved_pgd'],
"4fcc": ['cifar10_huggingface-vit-base/saved_pgd', 'cifar10_robustbench-diffenderfer21-wrn-18-2/saved_pgd', 'cifar10_robustbench-kireev21-rn-18/saved_pgd', 'cifar10_robustbench-wang23-wrn-70-16/saved_pgd'],
}