-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathModel-94.json
1 lines (1 loc) · 98.7 KB
/
Model-94.json
1
{"class_name": "Model", "config": {"name": "ElNet", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": [null, 32, 32, 3], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_1"}, "name": "input_1", "inbound_nodes": []}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization", "inbound_nodes": [[["input_1", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d", "inbound_nodes": [[["batch_normalization", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_1", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_1", "inbound_nodes": [[["conv2d", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_1", "trainable": true, "dtype": "float32", "filters": 24, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_1", "inbound_nodes": [[["batch_normalization_1", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_2", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_2", "inbound_nodes": [[["conv2d_1", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_3", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_3", "inbound_nodes": [[["conv2d_1", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_2", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_2", "inbound_nodes": [[["batch_normalization_2", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_3", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_3", "inbound_nodes": [[["batch_normalization_3", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate", "inbound_nodes": [[["conv2d_2", 0, 0, {}], ["conv2d_3", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation", "inbound_nodes": [[["concatenate", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d", "inbound_nodes": [[["activation", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense", "trainable": true, "dtype": "float32", "units": 12, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense", "inbound_nodes": [[["global_average_pooling2d", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_1", "trainable": true, "dtype": "float32", "units": 192, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_1", "inbound_nodes": [[["dense", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply", "trainable": true, "dtype": "float32"}, "name": "multiply", "inbound_nodes": [[["activation", 0, 0, {}], ["dense_1", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_1", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_1", "inbound_nodes": [[["multiply", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_4", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_4", "inbound_nodes": [[["activation_1", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_4", "trainable": true, "dtype": "float32", "filters": 24, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_4", "inbound_nodes": [[["batch_normalization_4", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_5", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_5", "inbound_nodes": [[["conv2d_4", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_6", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_6", "inbound_nodes": [[["conv2d_4", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_5", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_5", "inbound_nodes": [[["batch_normalization_5", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_6", "trainable": true, "dtype": "float32", "filters": 96, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_6", "inbound_nodes": [[["batch_normalization_6", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_1", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_1", "inbound_nodes": [[["conv2d_5", 0, 0, {}], ["conv2d_6", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add", "trainable": true, "dtype": "float32"}, "name": "add", "inbound_nodes": [[["activation_1", 0, 0, {}], ["concatenate_1", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_2", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_2", "inbound_nodes": [[["add", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_1", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_1", "inbound_nodes": [[["activation_2", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "dtype": "float32", "units": 12, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_2", "inbound_nodes": [[["global_average_pooling2d_1", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_3", "trainable": true, "dtype": "float32", "units": 192, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_3", "inbound_nodes": [[["dense_2", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_1", "trainable": true, "dtype": "float32"}, "name": "multiply_1", "inbound_nodes": [[["activation_2", 0, 0, {}], ["dense_3", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_1", "trainable": true, "dtype": "float32"}, "name": "add_1", "inbound_nodes": [[["activation_2", 0, 0, {}], ["multiply_1", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_3", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_3", "inbound_nodes": [[["add_1", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_7", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_7", "inbound_nodes": [[["activation_3", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_7", "trainable": true, "dtype": "float32", "filters": 36, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_7", "inbound_nodes": [[["batch_normalization_7", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_8", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_8", "inbound_nodes": [[["conv2d_7", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_9", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_9", "inbound_nodes": [[["conv2d_7", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_8", "trainable": true, "dtype": "float32", "filters": 144, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_8", "inbound_nodes": [[["batch_normalization_8", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_9", "trainable": true, "dtype": "float32", "filters": 144, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_9", "inbound_nodes": [[["batch_normalization_9", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_2", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_2", "inbound_nodes": [[["conv2d_8", 0, 0, {}], ["conv2d_9", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_4", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_4", "inbound_nodes": [[["concatenate_2", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_2", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_2", "inbound_nodes": [[["activation_4", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_4", "trainable": true, "dtype": "float32", "units": 18, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_4", "inbound_nodes": [[["global_average_pooling2d_2", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_5", "trainable": true, "dtype": "float32", "units": 288, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_5", "inbound_nodes": [[["dense_4", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_2", "trainable": true, "dtype": "float32"}, "name": "multiply_2", "inbound_nodes": [[["activation_4", 0, 0, {}], ["dense_5", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_5", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_5", "inbound_nodes": [[["multiply_2", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_10", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_10", "inbound_nodes": [[["activation_5", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_10", "trainable": true, "dtype": "float32", "filters": 36, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_10", "inbound_nodes": [[["batch_normalization_10", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_11", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_11", "inbound_nodes": [[["conv2d_10", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_12", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_12", "inbound_nodes": [[["conv2d_10", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_11", "trainable": true, "dtype": "float32", "filters": 144, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_11", "inbound_nodes": [[["batch_normalization_11", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_12", "trainable": true, "dtype": "float32", "filters": 144, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_12", "inbound_nodes": [[["batch_normalization_12", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_3", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_3", "inbound_nodes": [[["conv2d_11", 0, 0, {}], ["conv2d_12", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_2", "trainable": true, "dtype": "float32"}, "name": "add_2", "inbound_nodes": [[["activation_5", 0, 0, {}], ["concatenate_3", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_6", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_6", "inbound_nodes": [[["add_2", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_3", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_3", "inbound_nodes": [[["activation_6", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_6", "trainable": true, "dtype": "float32", "units": 18, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_6", "inbound_nodes": [[["global_average_pooling2d_3", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_7", "trainable": true, "dtype": "float32", "units": 288, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_7", "inbound_nodes": [[["dense_6", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_3", "trainable": true, "dtype": "float32"}, "name": "multiply_3", "inbound_nodes": [[["activation_6", 0, 0, {}], ["dense_7", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_3", "trainable": true, "dtype": "float32"}, "name": "add_3", "inbound_nodes": [[["activation_6", 0, 0, {}], ["multiply_3", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_7", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_7", "inbound_nodes": [[["add_3", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_13", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_13", "inbound_nodes": [[["activation_7", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_13", "trainable": true, "dtype": "float32", "filters": 48, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_13", "inbound_nodes": [[["batch_normalization_13", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_14", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_14", "inbound_nodes": [[["conv2d_13", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_15", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_15", "inbound_nodes": [[["conv2d_13", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_14", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_14", "inbound_nodes": [[["batch_normalization_14", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_15", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_15", "inbound_nodes": [[["batch_normalization_15", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_4", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_4", "inbound_nodes": [[["conv2d_14", 0, 0, {}], ["conv2d_15", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_8", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_8", "inbound_nodes": [[["concatenate_4", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_4", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_4", "inbound_nodes": [[["activation_8", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_8", "trainable": true, "dtype": "float32", "units": 24, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_8", "inbound_nodes": [[["global_average_pooling2d_4", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_9", "trainable": true, "dtype": "float32", "units": 384, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_9", "inbound_nodes": [[["dense_8", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_4", "trainable": true, "dtype": "float32"}, "name": "multiply_4", "inbound_nodes": [[["activation_8", 0, 0, {}], ["dense_9", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_9", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_9", "inbound_nodes": [[["multiply_4", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_16", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_16", "inbound_nodes": [[["activation_9", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_16", "trainable": true, "dtype": "float32", "filters": 48, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_16", "inbound_nodes": [[["batch_normalization_16", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_17", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_17", "inbound_nodes": [[["conv2d_16", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_18", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_18", "inbound_nodes": [[["conv2d_16", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_17", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_17", "inbound_nodes": [[["batch_normalization_17", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_18", "trainable": true, "dtype": "float32", "filters": 192, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_18", "inbound_nodes": [[["batch_normalization_18", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_5", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_5", "inbound_nodes": [[["conv2d_17", 0, 0, {}], ["conv2d_18", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_4", "trainable": true, "dtype": "float32"}, "name": "add_4", "inbound_nodes": [[["activation_9", 0, 0, {}], ["concatenate_5", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_10", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_10", "inbound_nodes": [[["add_4", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_5", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_5", "inbound_nodes": [[["activation_10", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_10", "trainable": true, "dtype": "float32", "units": 24, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_10", "inbound_nodes": [[["global_average_pooling2d_5", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_11", "trainable": true, "dtype": "float32", "units": 384, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_11", "inbound_nodes": [[["dense_10", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_5", "trainable": true, "dtype": "float32"}, "name": "multiply_5", "inbound_nodes": [[["activation_10", 0, 0, {}], ["dense_11", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_5", "trainable": true, "dtype": "float32"}, "name": "add_5", "inbound_nodes": [[["activation_10", 0, 0, {}], ["multiply_5", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_11", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_11", "inbound_nodes": [[["add_5", 0, 0, {}]]]}, {"class_name": "MaxPooling2D", "config": {"name": "max_pooling2d", "trainable": true, "dtype": "float32", "pool_size": [2, 2], "padding": "valid", "strides": [2, 2], "data_format": "channels_last"}, "name": "max_pooling2d", "inbound_nodes": [[["activation_11", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout", "trainable": true, "dtype": "float32", "rate": 0.2, "noise_shape": null, "seed": null}, "name": "dropout", "inbound_nodes": [[["max_pooling2d", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_19", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_19", "inbound_nodes": [[["dropout", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_19", "trainable": true, "dtype": "float32", "filters": 60, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_19", "inbound_nodes": [[["batch_normalization_19", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_20", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_20", "inbound_nodes": [[["conv2d_19", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_21", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_21", "inbound_nodes": [[["conv2d_19", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_20", "trainable": true, "dtype": "float32", "filters": 240, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_20", "inbound_nodes": [[["batch_normalization_20", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_21", "trainable": true, "dtype": "float32", "filters": 240, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_21", "inbound_nodes": [[["batch_normalization_21", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_6", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_6", "inbound_nodes": [[["conv2d_20", 0, 0, {}], ["conv2d_21", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_12", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_12", "inbound_nodes": [[["concatenate_6", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_6", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_6", "inbound_nodes": [[["activation_12", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_12", "trainable": true, "dtype": "float32", "units": 30, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_12", "inbound_nodes": [[["global_average_pooling2d_6", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_13", "trainable": true, "dtype": "float32", "units": 480, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_13", "inbound_nodes": [[["dense_12", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_6", "trainable": true, "dtype": "float32"}, "name": "multiply_6", "inbound_nodes": [[["activation_12", 0, 0, {}], ["dense_13", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_13", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_13", "inbound_nodes": [[["multiply_6", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_22", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_22", "inbound_nodes": [[["activation_13", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_22", "trainable": true, "dtype": "float32", "filters": 60, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_22", "inbound_nodes": [[["batch_normalization_22", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_23", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_23", "inbound_nodes": [[["conv2d_22", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_24", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_24", "inbound_nodes": [[["conv2d_22", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_23", "trainable": true, "dtype": "float32", "filters": 240, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_23", "inbound_nodes": [[["batch_normalization_23", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_24", "trainable": true, "dtype": "float32", "filters": 240, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_24", "inbound_nodes": [[["batch_normalization_24", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_7", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_7", "inbound_nodes": [[["conv2d_23", 0, 0, {}], ["conv2d_24", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_6", "trainable": true, "dtype": "float32"}, "name": "add_6", "inbound_nodes": [[["activation_13", 0, 0, {}], ["concatenate_7", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_14", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_14", "inbound_nodes": [[["add_6", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_7", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_7", "inbound_nodes": [[["activation_14", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_14", "trainable": true, "dtype": "float32", "units": 30, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_14", "inbound_nodes": [[["global_average_pooling2d_7", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_15", "trainable": true, "dtype": "float32", "units": 480, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_15", "inbound_nodes": [[["dense_14", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_7", "trainable": true, "dtype": "float32"}, "name": "multiply_7", "inbound_nodes": [[["activation_14", 0, 0, {}], ["dense_15", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_7", "trainable": true, "dtype": "float32"}, "name": "add_7", "inbound_nodes": [[["activation_14", 0, 0, {}], ["multiply_7", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_15", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_15", "inbound_nodes": [[["add_7", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_25", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_25", "inbound_nodes": [[["activation_15", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_25", "trainable": true, "dtype": "float32", "filters": 72, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_25", "inbound_nodes": [[["batch_normalization_25", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_26", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_26", "inbound_nodes": [[["conv2d_25", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_27", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_27", "inbound_nodes": [[["conv2d_25", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_26", "trainable": true, "dtype": "float32", "filters": 288, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_26", "inbound_nodes": [[["batch_normalization_26", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_27", "trainable": true, "dtype": "float32", "filters": 288, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_27", "inbound_nodes": [[["batch_normalization_27", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_8", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_8", "inbound_nodes": [[["conv2d_26", 0, 0, {}], ["conv2d_27", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_16", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_16", "inbound_nodes": [[["concatenate_8", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_8", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_8", "inbound_nodes": [[["activation_16", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_16", "trainable": true, "dtype": "float32", "units": 36, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_16", "inbound_nodes": [[["global_average_pooling2d_8", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_17", "trainable": true, "dtype": "float32", "units": 576, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_17", "inbound_nodes": [[["dense_16", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_8", "trainable": true, "dtype": "float32"}, "name": "multiply_8", "inbound_nodes": [[["activation_16", 0, 0, {}], ["dense_17", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_17", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_17", "inbound_nodes": [[["multiply_8", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_28", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_28", "inbound_nodes": [[["activation_17", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_28", "trainable": true, "dtype": "float32", "filters": 72, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_28", "inbound_nodes": [[["batch_normalization_28", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_29", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_29", "inbound_nodes": [[["conv2d_28", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_30", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_30", "inbound_nodes": [[["conv2d_28", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_29", "trainable": true, "dtype": "float32", "filters": 288, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_29", "inbound_nodes": [[["batch_normalization_29", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_30", "trainable": true, "dtype": "float32", "filters": 288, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_30", "inbound_nodes": [[["batch_normalization_30", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_9", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_9", "inbound_nodes": [[["conv2d_29", 0, 0, {}], ["conv2d_30", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_8", "trainable": true, "dtype": "float32"}, "name": "add_8", "inbound_nodes": [[["activation_17", 0, 0, {}], ["concatenate_9", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_18", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_18", "inbound_nodes": [[["add_8", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_9", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_9", "inbound_nodes": [[["activation_18", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_18", "trainable": true, "dtype": "float32", "units": 36, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_18", "inbound_nodes": [[["global_average_pooling2d_9", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_19", "trainable": true, "dtype": "float32", "units": 576, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_19", "inbound_nodes": [[["dense_18", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_9", "trainable": true, "dtype": "float32"}, "name": "multiply_9", "inbound_nodes": [[["activation_18", 0, 0, {}], ["dense_19", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_9", "trainable": true, "dtype": "float32"}, "name": "add_9", "inbound_nodes": [[["activation_18", 0, 0, {}], ["multiply_9", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_19", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_19", "inbound_nodes": [[["add_9", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_31", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_31", "inbound_nodes": [[["activation_19", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_31", "trainable": true, "dtype": "float32", "filters": 84, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_31", "inbound_nodes": [[["batch_normalization_31", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_32", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_32", "inbound_nodes": [[["conv2d_31", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_33", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_33", "inbound_nodes": [[["conv2d_31", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_32", "trainable": true, "dtype": "float32", "filters": 336, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_32", "inbound_nodes": [[["batch_normalization_32", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_33", "trainable": true, "dtype": "float32", "filters": 336, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_33", "inbound_nodes": [[["batch_normalization_33", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_10", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_10", "inbound_nodes": [[["conv2d_32", 0, 0, {}], ["conv2d_33", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_20", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_20", "inbound_nodes": [[["concatenate_10", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_10", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_10", "inbound_nodes": [[["activation_20", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_20", "trainable": true, "dtype": "float32", "units": 42, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_20", "inbound_nodes": [[["global_average_pooling2d_10", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_21", "trainable": true, "dtype": "float32", "units": 672, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_21", "inbound_nodes": [[["dense_20", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_10", "trainable": true, "dtype": "float32"}, "name": "multiply_10", "inbound_nodes": [[["activation_20", 0, 0, {}], ["dense_21", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_21", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_21", "inbound_nodes": [[["multiply_10", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_34", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_34", "inbound_nodes": [[["activation_21", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_34", "trainable": true, "dtype": "float32", "filters": 84, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_34", "inbound_nodes": [[["batch_normalization_34", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_35", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_35", "inbound_nodes": [[["conv2d_34", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_36", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_36", "inbound_nodes": [[["conv2d_34", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_35", "trainable": true, "dtype": "float32", "filters": 336, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_35", "inbound_nodes": [[["batch_normalization_35", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_36", "trainable": true, "dtype": "float32", "filters": 336, "kernel_size": [3, 3], "strides": [1, 1], "padding": "same", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_36", "inbound_nodes": [[["batch_normalization_36", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_11", "trainable": true, "dtype": "float32", "axis": 3}, "name": "concatenate_11", "inbound_nodes": [[["conv2d_35", 0, 0, {}], ["conv2d_36", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_10", "trainable": true, "dtype": "float32"}, "name": "add_10", "inbound_nodes": [[["activation_21", 0, 0, {}], ["concatenate_11", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_22", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_22", "inbound_nodes": [[["add_10", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_11", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_11", "inbound_nodes": [[["activation_22", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_22", "trainable": true, "dtype": "float32", "units": 42, "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_22", "inbound_nodes": [[["global_average_pooling2d_11", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_23", "trainable": true, "dtype": "float32", "units": 672, "activation": "sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_23", "inbound_nodes": [[["dense_22", 0, 0, {}]]]}, {"class_name": "Multiply", "config": {"name": "multiply_11", "trainable": true, "dtype": "float32"}, "name": "multiply_11", "inbound_nodes": [[["activation_22", 0, 0, {}], ["dense_23", 0, 0, {}]]]}, {"class_name": "Add", "config": {"name": "add_11", "trainable": true, "dtype": "float32"}, "name": "add_11", "inbound_nodes": [[["activation_22", 0, 0, {}], ["multiply_11", 0, 0, {}]]]}, {"class_name": "Activation", "config": {"name": "activation_23", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}}, "name": "activation_23", "inbound_nodes": [[["add_11", 0, 0, {}]]]}, {"class_name": "MaxPooling2D", "config": {"name": "max_pooling2d_1", "trainable": true, "dtype": "float32", "pool_size": [2, 2], "padding": "valid", "strides": [2, 2], "data_format": "channels_last"}, "name": "max_pooling2d_1", "inbound_nodes": [[["activation_23", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_1", "trainable": true, "dtype": "float32", "rate": 0.3, "noise_shape": null, "seed": null}, "name": "dropout_1", "inbound_nodes": [[["max_pooling2d_1", 0, 0, {}]]]}, {"class_name": "BatchNormalization", "config": {"name": "batch_normalization_37", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.99, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {}}, "gamma_initializer": {"class_name": "Ones", "config": {}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {}}, "moving_variance_initializer": {"class_name": "Ones", "config": {}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "name": "batch_normalization_37", "inbound_nodes": [[["dropout_1", 0, 0, {}]]]}, {"class_name": "Conv2D", "config": {"name": "conv2d_37", "trainable": true, "dtype": "float32", "filters": 816, "kernel_size": [1, 1], "strides": [1, 1], "padding": "valid", "data_format": "channels_last", "dilation_rate": [1, 1], "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": {"class_name": "Mish", "config": {"name": "mish", "trainable": true, "dtype": "float32", "activation": "mish"}}}}, "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 2.0, "mode": "fan_in", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": {"class_name": "L1L2", "config": {"l1": 0.0, "l2": 0.0010000000474974513}}, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "conv2d_37", "inbound_nodes": [[["batch_normalization_37", 0, 0, {}]]]}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_12", "trainable": true, "dtype": "float32", "data_format": "channels_last"}, "name": "global_average_pooling2d_12", "inbound_nodes": [[["conv2d_37", 0, 0, {}]]]}, {"class_name": "Dropout", "config": {"name": "dropout_2", "trainable": true, "dtype": "float32", "rate": 0.4, "noise_shape": null, "seed": null}, "name": "dropout_2", "inbound_nodes": [[["global_average_pooling2d_12", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_24", "trainable": true, "dtype": "float32", "units": 10, "activation": "softmax", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_24", "inbound_nodes": [[["dropout_2", 0, 0, {}]]]}], "input_layers": [["input_1", 0, 0]], "output_layers": [["dense_24", 0, 0]]}, "keras_version": "2.3.0-tf", "backend": "tensorflow"}