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tensorflow.keras.src.engine.functional.Functional.b0a9ba7e

tensorflow.keras.src.engine.functional.Functional.b0a9ba7e

Visibility: public Uploaded 15-04-2024 by Hidden tensorflow==2.15.0 numpy>=1.6.1 scipy>=0.9 2 runs
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  • openml-python python tensorflow tensorflow_2.15.0
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Parameters

backenddefault: "tensorflow"
class_namedefault: "Functional"
configdefault: {"input_layers": [["input_1", 0, 0]], "name": "model", "output_layers": [["dense_6", 0, 0]], "trainable": true}
layer000_input_1default: {"class_name": "InputLayer", "config": {"batch_input_shape": [null, 128, 128, 3], "dtype": "float32", "name": "input_1", "ragged": false, "sparse": false}, "inbound_nodes": [], "module": "keras.layers", "name": "input_1", "registered_name": null}
layer001_preprocess_input_layerdefault: {"build_config": {"input_shape": [null, 128, 128, 3]}, "class_name": "PreprocessInputLayer", "config": {"dtype": "float32", "name": "preprocess_input_layer", "trainable": false}, "inbound_nodes": [[["input_1", 0, 0, {}]]], "module": null, "name": "preprocess_input_layer", "registered_name": "Custom>PreprocessInputLayer"}
layer002_block1_conv1default: {"build_config": {"input_shape": [null, 128, 128, 3]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["preprocess_input_layer", 0, 0, {}]]], "module": "keras.layers", "name": "block1_conv1", "registered_name": null}
layer003_block1_conv1_bndefault: {"build_config": {"input_shape": [null, 63, 63, 32]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block1_conv1", 0, 0, {}]]], "module": "keras.layers", "name": "block1_conv1_bn", "registered_name": null}
layer004_block1_conv1_actdefault: {"build_config": {"input_shape": [null, 63, 63, 32]}, "class_name": "Activation", "config": {"activation": "relu", "dtype": "float32", "name": "block1_conv1_act", "trainable": false}, "inbound_nodes": [[["block1_conv1_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block1_conv1_act", "registered_name": null}
layer005_block1_conv2default: {"build_config": {"input_shape": [null, 63, 63, 32]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block1_conv1_act", 0, 0, {}]]], "module": "keras.layers", "name": "block1_conv2", "registered_name": null}
layer006_block1_conv2_bndefault: {"build_config": {"input_shape": [null, 61, 61, 64]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block1_conv2", 0, 0, {}]]], "module": "keras.layers", "name": "block1_conv2_bn", "registered_name": null}
layer007_block1_conv2_actdefault: {"build_config": {"input_shape": [null, 61, 61, 64]}, "class_name": "Activation", "config": {"activation": "relu", "dtype": "float32", "name": "block1_conv2_act", "trainable": false}, "inbound_nodes": [[["block1_conv2_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block1_conv2_act", "registered_name": null}
layer008_block2_sepconv1default: {"build_config": {"input_shape": [null, 61, 61, 64]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block1_conv2_act", 0, 0, {}]]], "module": "keras.layers", "name": "block2_sepconv1", "registered_name": null}
layer009_block2_sepconv1_bndefault: {"build_config": {"input_shape": [null, 61, 61, 128]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2_sepconv1", 0, 0, {}]]], "module": "keras.layers", "name": "block2_sepconv1_bn", "registered_name": null}
layer010_block2_sepconv2_actdefault: {"build_config": {"input_shape": [null, 61, 61, 128]}, "class_name": "Activation", "config": {"activation": "relu", "dtype": "float32", "name": "block2_sepconv2_act", "trainable": false}, "inbound_nodes": [[["block2_sepconv1_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2_sepconv2_act", "registered_name": null}
layer011_block2_sepconv2default: {"build_config": {"input_shape": [null, 61, 61, 128]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block2_sepconv2_act", 0, 0, {}]]], "module": "keras.layers", "name": "block2_sepconv2", "registered_name": null}
layer012_block2_sepconv2_bndefault: {"build_config": {"input_shape": [null, 61, 61, 128]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2_sepconv2", 0, 0, {}]]], "module": "keras.layers", "name": "block2_sepconv2_bn", "registered_name": null}
layer013_conv2ddefault: {"build_config": {"input_shape": [null, 61, 61, 64]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block1_conv2_act", 0, 0, {}]]], "module": "keras.layers", "name": "conv2d", "registered_name": null}
layer014_block2_pooldefault: {"build_config": {"input_shape": [null, 61, 61, 128]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "block2_pool", "padding": "same", "pool_size": [3, 3], "strides": [2, 2], "trainable": false}, "inbound_nodes": [[["block2_sepconv2_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2_pool", "registered_name": null}
layer015_batch_normalizationdefault: {"build_config": {"input_shape": [null, 31, 31, 128]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["conv2d", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization", "registered_name": null}
layer016_adddefault: {"build_config": {"input_shape": [[null, 31, 31, 128], [null, 31, 31, 128]]}, "class_name": "Add", "config": {"dtype": "float32", "name": "add", "trainable": false}, "inbound_nodes": [[["block2_pool", 0, 0, {}], ["batch_normalization", 0, 0, {}]]], "module": "keras.layers", "name": "add", "registered_name": null}
layer017_block3_sepconv1_actdefault: {"build_config": {"input_shape": [null, 31, 31, 128]}, "class_name": "Activation", "config": {"activation": "relu", "dtype": "float32", "name": "block3_sepconv1_act", "trainable": false}, "inbound_nodes": [[["add", 0, 0, {}]]], "module": "keras.layers", "name": "block3_sepconv1_act", "registered_name": null}
layer018_block3_sepconv1default: {"build_config": {"input_shape": [null, 31, 31, 128]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block3_sepconv1_act", 0, 0, {}]]], "module": "keras.layers", "name": "block3_sepconv1", "registered_name": null}
layer019_block3_sepconv1_bndefault: {"build_config": {"input_shape": [null, 31, 31, 256]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block3_sepconv1", 0, 0, {}]]], "module": "keras.layers", "name": "block3_sepconv1_bn", "registered_name": null}
layer020_block3_sepconv2_actdefault: {"build_config": {"input_shape": [null, 31, 31, 256]}, "class_name": "Activation", "config": {"activation": "relu", "dtype": "float32", "name": "block3_sepconv2_act", "trainable": false}, "inbound_nodes": [[["block3_sepconv1_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block3_sepconv2_act", "registered_name": null}
layer021_block3_sepconv2default: {"build_config": {"input_shape": [null, 31, 31, 256]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block3_sepconv2_act", 0, 0, {}]]], "module": "keras.layers", "name": "block3_sepconv2", "registered_name": null}
layer022_block3_sepconv2_bndefault: {"build_config": {"input_shape": [null, 31, 31, 256]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block3_sepconv2", 0, 0, {}]]], "module": "keras.layers", "name": "block3_sepconv2_bn", "registered_name": null}
layer023_conv2d_1default: {"build_config": {"input_shape": [null, 31, 31, 128]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["add", 0, 0, {}]]], "module": "keras.layers", "name": "conv2d_1", "registered_name": null}
layer024_block3_pooldefault: {"build_config": {"input_shape": [null, 31, 31, 256]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "block3_pool", "padding": "same", "pool_size": [3, 3], "strides": [2, 2], "trainable": false}, "inbound_nodes": [[["block3_sepconv2_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block3_pool", "registered_name": null}
layer025_batch_normalization_1default: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["conv2d_1", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization_1", "registered_name": null}
layer026_add_1default: {"build_config": {"input_shape": [[null, 16, 16, 256], [null, 16, 16, 256]]}, "class_name": "Add", "config": {"dtype": "float32", "name": "add_1", "trainable": false}, "inbound_nodes": [[["block3_pool", 0, 0, {}], ["batch_normalization_1", 0, 0, {}]]], "module": "keras.layers", "name": "add_1", "registered_name": null}
layer027_block4_sepconv1_actdefault: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "Activation", "config": {"activation": "relu", "dtype": "float32", "name": "block4_sepconv1_act", "trainable": false}, "inbound_nodes": [[["add_1", 0, 0, {}]]], "module": "keras.layers", "name": "block4_sepconv1_act", "registered_name": null}
layer028_block4_sepconv1default: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block4_sepconv1_act", 0, 0, {}]]], "module": "keras.layers", "name": "block4_sepconv1", "registered_name": null}
layer029_block4_sepconv1_bndefault: {"build_config": {"input_shape": [null, 16, 16, 728]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block4_sepconv1", 0, 0, {}]]], "module": "keras.layers", "name": "block4_sepconv1_bn", "registered_name": null}
layer030_block4_sepconv2_actdefault: {"build_config": {"input_shape": [null, 16, 16, 728]}, "class_name": "Activation", "config": {"activation": "relu", "dtype": "float32", "name": "block4_sepconv2_act", "trainable": false}, "inbound_nodes": [[["block4_sepconv1_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block4_sepconv2_act", "registered_name": null}
layer031_block4_sepconv2default: {"build_config": {"input_shape": [null, 16, 16, 728]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block4_sepconv2_act", 0, 0, {}]]], "module": "keras.layers", "name": "block4_sepconv2", "registered_name": null}
layer032_block4_sepconv2_bndefault: {"build_config": {"input_shape": [null, 16, 16, 728]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block4_sepconv2", 0, 0, {}]]], "module": "keras.layers", "name": "block4_sepconv2_bn", "registered_name": null}
layer033_conv2d_2default: {"build_config": {"input_shape": [null, 16, 16, 256]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["add_1", 0, 0, {}]]], "module": "keras.layers", "name": "conv2d_2", "registered_name": null}
layer034_block4_pooldefault: {"build_config": {"input_shape": [null, 16, 16, 728]}, "class_name": "MaxPooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "block4_pool", "padding": "same", "pool_size": [3, 3], "strides": [2, 2], "trainable": false}, "inbound_nodes": [[["block4_sepconv2_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block4_pool", "registered_name": null}
layer035_batch_normalization_2default: {"build_config": {"input_shape": [null, 8, 8, 728]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["conv2d_2", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization_2", "registered_name": null}
layer036_add_2default: {"build_config": {"input_shape": [[null, 8, 8, 728], [null, 8, 8, 728]]}, "class_name": "Add", "config": {"dtype": "float32", "name": "add_2", "trainable": false}, "inbound_nodes": [[["block4_pool", 0, 0, {}], ["batch_normalization_2", 0, 0, {}]]], "module": "keras.layers", "name": "add_2", "registered_name": null}
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layer038_block5_sepconv1default: {"build_config": {"input_shape": [null, 8, 8, 728]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block5_sepconv1_act", 0, 0, {}]]], "module": "keras.layers", "name": "block5_sepconv1", "registered_name": null}
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layer044_block5_sepconv3default: {"build_config": {"input_shape": [null, 8, 8, 728]}, "class_name": "SeparableConv2D", "config": "linear", "inbound_nodes": [[["block5_sepconv3_act", 0, 0, {}]]], "module": "keras.layers", "name": "block5_sepconv3", "registered_name": null}
layer045_block5_sepconv3_bndefault: {"build_config": {"input_shape": [null, 8, 8, 728]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block5_sepconv3", 0, 0, {}]]], "module": "keras.layers", "name": "block5_sepconv3_bn", "registered_name": null}
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layer137_dense_1default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dense", "config": {"activation": "leaky_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": null, "name": "dense_1", "trainable": true, "units": 512, "use_bias": true}, "inbound_nodes": [[["batch_normalization_4", 0, 0, {}]]], "module": "keras.layers", "name": "dense_1", "registered_name": null}
layer138_dropout_1default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_1", "noise_shape": null, "rate": 0.7, "seed": null, "trainable": true}, "inbound_nodes": [[["dense_1", 0, 0, {}]]], "module": "keras.layers", "name": "dropout_1", "registered_name": null}
layer139_batch_normalization_5default: {"build_config": {"input_shape": [null, 512]}, "class_name": "BatchNormalization", "config": [1], "inbound_nodes": [[["dropout_1", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization_5", "registered_name": null}
layer140_dense_2default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dense", "config": {"activation": "leaky_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": null, "name": "dense_2", "trainable": true, "units": 512, "use_bias": true}, "inbound_nodes": [[["batch_normalization_5", 0, 0, {}]]], "module": "keras.layers", "name": "dense_2", "registered_name": null}
layer141_dropout_2default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_2", "noise_shape": null, "rate": 0.5, "seed": null, "trainable": true}, "inbound_nodes": [[["dense_2", 0, 0, {}]]], "module": "keras.layers", "name": "dropout_2", "registered_name": null}
layer142_batch_normalization_6default: {"build_config": {"input_shape": [null, 512]}, "class_name": "BatchNormalization", "config": [1], "inbound_nodes": [[["dropout_2", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization_6", "registered_name": null}
layer143_dense_3default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dense", "config": {"activation": "leaky_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": null, "name": "dense_3", "trainable": true, "units": 512, "use_bias": true}, "inbound_nodes": [[["batch_normalization_6", 0, 0, {}]]], "module": "keras.layers", "name": "dense_3", "registered_name": null}
layer144_dropout_3default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_3", "noise_shape": null, "rate": 0.4, "seed": null, "trainable": true}, "inbound_nodes": [[["dense_3", 0, 0, {}]]], "module": "keras.layers", "name": "dropout_3", "registered_name": null}
layer145_batch_normalization_7default: {"build_config": {"input_shape": [null, 512]}, "class_name": "BatchNormalization", "config": [1], "inbound_nodes": [[["dropout_3", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization_7", "registered_name": null}
layer146_dense_4default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dense", "config": {"activation": "leaky_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": null, "name": "dense_4", "trainable": true, "units": 512, "use_bias": true}, "inbound_nodes": [[["batch_normalization_7", 0, 0, {}]]], "module": "keras.layers", "name": "dense_4", "registered_name": null}
layer147_dropout_4default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_4", "noise_shape": null, "rate": 0.2, "seed": null, "trainable": true}, "inbound_nodes": [[["dense_4", 0, 0, {}]]], "module": "keras.layers", "name": "dropout_4", "registered_name": null}
layer148_batch_normalization_8default: {"build_config": {"input_shape": [null, 512]}, "class_name": "BatchNormalization", "config": [1], "inbound_nodes": [[["dropout_4", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization_8", "registered_name": null}
layer149_dense_5default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dense", "config": {"activation": "leaky_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": null, "name": "dense_5", "trainable": true, "units": 512, "use_bias": true}, "inbound_nodes": [[["batch_normalization_8", 0, 0, {}]]], "module": "keras.layers", "name": "dense_5", "registered_name": null}
layer150_dropout_5default: {"build_config": {"input_shape": [null, 512]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "dropout_5", "noise_shape": null, "rate": 0.1, "seed": null, "trainable": true}, "inbound_nodes": [[["dense_5", 0, 0, {}]]], "module": "keras.layers", "name": "dropout_5", "registered_name": null}
layer151_batch_normalization_9default: {"build_config": {"input_shape": [null, 512]}, "class_name": "BatchNormalization", "config": [1], "inbound_nodes": [[["dropout_5", 0, 0, {}]]], "module": "keras.layers", "name": "batch_normalization_9", "registered_name": null}
layer152_dense_6default: {"build_config": {"input_shape": [null, 512]}, "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_6", "trainable": true, "units": 67, "use_bias": true}, "inbound_nodes": [[["batch_normalization_9", 0, 0, {}]]], "module": "keras.layers", "name": "dense_6", "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": true, "learning_rate": 0.0010000000474974513, "name": "Adam", "use_ema": false, "weight_decay": null}}}
tensorflow_versiondefault: "2.15.0"

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