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tensorflow.keras.src.engine.sequential.Sequential.ab990de8

tensorflow.keras.src.engine.sequential.Sequential.ab990de8

Visibility: public Uploaded 18-11-2024 by Hidden tensorflow==2.15.1 numpy>=1.6.1 scipy>=0.9 1 runs
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  • openml-python python tensorflow tensorflow_2.15.1
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Automatically created tensorflow flow.

Parameters

backenddefault: "tensorflow"
class_namedefault: "Sequential"
configdefault: {"name": "sequential"}
layer00_conv2d_inputdefault: {"class_name": "InputLayer", "config": {"batch_input_shape": [null, 128, 128, 3], "dtype": "float32", "name": "conv2d_input", "ragged": false, "sparse": false}, "module": "keras.layers", "registered_name": null}
layer01_conv2ddefault: {"build_config": {"input_shape": [null, 128, 128, 3]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "batch_input_shape": [null, 128, 128, 3], "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 32, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer02_batch_normalizationdefault: {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer03_conv2d_1default: {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 32, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_1", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer04_batch_normalization_1default: {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_1", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer05_max_pooling2ddefault: {"build_config": {"input_shape": [null, 128, 128, 32]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
layer06_dropoutdefault: {"build_config": {"input_shape": [null, 64, 64, 32]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout", "noise_shape": null, "rate": 0.2, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer07_conv2d_2default: {"build_config": {"input_shape": [null, 64, 64, 32]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 64, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_2", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer08_batch_normalization_2default: {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_2", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer09_conv2d_3default: {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 64, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_3", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer10_batch_normalization_3default: {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_3", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer11_max_pooling2d_1default: {"build_config": {"input_shape": [null, 64, 64, 64]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_1", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
layer12_dropout_1default: {"build_config": {"input_shape": [null, 32, 32, 64]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_1", "noise_shape": null, "rate": 0.3, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer13_conv2d_4default: {"build_config": {"input_shape": [null, 32, 32, 64]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 128, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_4", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer14_batch_normalization_4default: {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_4", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer15_conv2d_5default: {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 128, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_5", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer16_batch_normalization_5default: {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_5", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer17_max_pooling2d_2default: {"build_config": {"input_shape": [null, 32, 32, 128]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_2", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
layer18_dropout_2default: {"build_config": {"input_shape": [null, 16, 16, 128]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_2", "noise_shape": null, "rate": 0.4, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer19_conv2d_6default: {"build_config": {"input_shape": [null, 16, 16, 128]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 256, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_6", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer20_batch_normalization_6default: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_6", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer21_conv2d_7default: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "Conv2D", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "data_format": "channels_last", "dilation_rate": [1, 1], "dtype": "float32", "filters": 256, "groups": 1, "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "kernel_size": [3, 3], "name": "conv2d_7", "padding": "same", "strides": [1, 1], "trainable": true, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer22_batch_normalization_7default: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "BatchNormalization", "config": {"axis": [3], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_7", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer23_max_pooling2d_3default: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "max_pooling2d_3", "padding": "valid", "pool_size": [2, 2], "strides": [2, 2], "trainable": true}, "module": "keras.layers", "registered_name": null}
layer24_dropout_3default: {"build_config": {"input_shape": [null, 8, 8, 256]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_3", "noise_shape": null, "rate": 0.5, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer25_global_average_pooling2ddefault: {"build_config": {"input_shape": [null, 8, 8, 256]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "global_average_pooling2d", "trainable": true}, "module": "keras.layers", "registered_name": null}
layer26_densedefault: {"build_config": {"input_shape": [null, 256]}, "class_name": "Dense", "config": {"activation": "relu", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": {"class_name": "L2", "config": {"l2": 9.999999747378752e-05}, "module": "keras.regularizers", "registered_name": null}, "name": "dense", "trainable": true, "units": 192, "use_bias": true}, "module": "keras.layers", "registered_name": null}
layer27_batch_normalization_8default: {"build_config": {"input_shape": [null, 192]}, "class_name": "BatchNormalization", "config": {"axis": [1], "beta_constraint": null, "beta_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "beta_regularizer": null, "center": true, "dtype": "float32", "epsilon": 0.001, "gamma_constraint": null, "gamma_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "gamma_regularizer": null, "momentum": 0.99, "moving_mean_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "moving_variance_initializer": {"class_name": "Ones", "config": {}, "module": "keras.initializers", "registered_name": null}, "name": "batch_normalization_8", "scale": true, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer28_dropout_4default: {"build_config": {"input_shape": [null, 192]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_4", "noise_shape": null, "rate": 0.25, "seed": null, "trainable": true}, "module": "keras.layers", "registered_name": null}
layer29_dense_1default: {"build_config": {"input_shape": [null, 192]}, "class_name": "Dense", "config": {"activation": "softmax", "activity_regularizer": null, "bias_constraint": null, "bias_initializer": {"class_name": "Zeros", "config": {}, "module": "keras.initializers", "registered_name": null}, "bias_regularizer": null, "dtype": "float32", "kernel_constraint": null, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}, "module": "keras.initializers", "registered_name": null}, "kernel_regularizer": null, "name": "dense_1", "trainable": true, "units": 67, "use_bias": true}, "module": "keras.layers", "registered_name": null}
optimizerdefault: {"loss": "categorical_crossentropy", "metrics": [], "optimizer_config": {"class_name": "Adam", "config": {"amsgrad": false, "beta_1": 0.9, "beta_2": 0.999, "clipnorm": null, "clipvalue": null, "ema_momentum": 0.99, "ema_overwrite_frequency": null, "epsilon": 1e-07, "global_clipnorm": null, "is_legacy_optimizer": false, "jit_compile": false, "learning_rate": 0.0010000000474974513, "name": "Adam", "use_ema": false, "weight_decay": null}}}
tensorflow_versiondefault: "2.15.1"

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