clbd_config_mixup.json

{
    "_description": "GTSRB poison image classification, contributed by MITRE Corporation",
    "adhoc": {
        "detection_kwargs": {
            "nb_clusters": 2,
            "nb_dims": 43,
            "reduce": "PCA"
        },
        "experiment_id": 0,
        "poison_dataset": true,
        "source_class": 1,
        "split_id": 0,
        "target_class": 2,
        "train_epochs": 20,
        "use_poison_filtering_defense": false
    },
    "attack": {
        "knowledge": "black",
        "kwargs": {
            "backdoor_kwargs": {
                "poison_module": "art.attacks.poisoning.perturbations",
                "poison_type": "pattern"
            },
            "eps": 2.6,
            "eps_step": 0.1,
            "max_iter": 100,
            "n_classes": 43,
            "norm": 2,
            "num_random_init": 0,
            "pp_poison": 0.1,
            "target": 2
        },
        "module": "armory.art_experimental.attacks.poison_loader_clbd",
        "name": "poison_loader_clbd",
        "type": "clbd",
        "use_adversarial_trainer": false
    },
    "dataset": {
        "batch_size": 512,
        "framework": "numpy",
        "module": "armory.data.datasets",
        "name": "german_traffic_sign"
    },
    "defense": {
        "kwargs": {
            "method": "mixup"
        },
        "module": "my_defenses.augmentation",
        "name": "Augmentation",
        "type": "Preprocessor"
    },
    "metric": null,
    "model": {
        "fit": true,
        "fit_kwargs": {},
        "model_kwargs": {},
        "module": "my_models.cnn_poison_pytorch_r2",
        "name": "get_art_model",
        "weights_file": null,
        "wrapper_kwargs": {}
    },
    "scenario": {
        "kwargs": {},
        "module": "example_scenarios.poisoning_gtsrb_clbd_compat",
        "name": "GTSRB_CLBD"
    },
    "sysconfig": {
        "docker_image": "twosixarmory/pytorch-poison:0.12.3",
        "external_github_repo": [
            "twosixlabs/armory-example@master",
            "devnkong/armory-submission@master"
        ],
        "gpus": "all",
        "output_dir": null,
        "output_filename": null,
        "set_pythonhashseed": true,
        "use_gpu": false
    }
}