{
    "model": "ResNet50",
    "pretrained": true,
    "input_info": {
        "sample_size": [1, 224, 224, 3]
    },
    "batch_size": 320,
    "epochs": 65,
    "optimizer": {
        "type": "sgd",
        "schedule_type": "multistep",
        "schedule_params": {
            "base_lr": 0.01,
            "steps": [20, 40, 60],
            "gamma": 0.1
        },
        "optimizer_params": {
            "momentum": 0.9,
            "nesterov": true
        }
    },
    "dataset": "imagenet2012",
    "dataset_type": "tfds",

    "accuracy_aware_training": {
        "mode": "adaptive_compression_level",
        "params": {
            "maximal_relative_accuracy_degradation": 1.0,
            "initial_training_phase_epochs": 100,
            "patience_epochs": 40
        }
    },
    "compression": {
        "algorithm": "magnitude_sparsity",
        "sparsity_init": 0.1,
        "params": {
            "schedule": "multistep",
            "multistep_steps": [
                5,
                10,
                15,
                20,
                25
            ],
            "multistep_sparsity_levels": [
                0.1,
                0.15,
                0.20,
                0.25,
                0.30,
                0.35
            ]
        }
    }
}