{
    "model": "ResNet50",
    "pretrained": true,

    "input_info": {
      "sample_size": [1, 224, 224, 3]
    },
    "batch_size" : 256,
    "epochs": 32,
    "optimizer": {
        "type": "Adam",
        "schedule_type": "piecewise_constant",
        "schedule_params": {
            "boundaries": [17, 22, 27],
            "values": [1e-3, 1e-4, 1e-5, 1e-6]
        }
    },

    "dataset": "imagenet2012",
    "dataset_type": "tfds",

    "compression": [
        {
            "algorithm": "rb_sparsity",
            "sparsity_init": 0.02,
            "params": {
                "sparsity_target": 0.65,
                "sparsity_target_epoch": 7,
                "sparsity_freeze_epoch": 13
            }
        },
        {
            "algorithm": "quantization",
            "weights": {
                "per_channel": false
            },
            "activations": {
                "per_channel": false
            }
        }
    ]
}