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tensorflow.keras.src.engine.functional.Functional.e0cb5cff

tensorflow.keras.src.engine.functional.Functional.e0cb5cff

Visibility: public Uploaded 13-04-2024 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: "Functional"
configdefault: {"input_layers": [["input_1", 0, 0]], "name": "EfficientNet", "output_layers": [["pred", 0, 0]], "trainable": true}
layer000_input_1default: {"class_name": "InputLayer", "config": {"batch_input_shape": [null, 300, 300, 3], "dtype": "float32", "name": "input_1", "ragged": false, "sparse": false}, "inbound_nodes": [], "module": "keras.layers", "name": "input_1", "registered_name": null}
layer001_rescalingdefault: {"build_config": {"input_shape": [null, 300, 300, 3]}, "class_name": "Rescaling", "config": {"dtype": "float32", "name": "rescaling", "offset": 0.0, "scale": 0.00392156862745098, "trainable": false}, "inbound_nodes": [[["input_1", 0, 0, {}]]], "module": "keras.layers", "name": "rescaling", "registered_name": null}
layer002_normalizationdefault: {"build_config": {"input_shape": [null, 300, 300, 3]}, "class_name": "Normalization", "config": {"axis": [3], "dtype": "float32", "invert": false, "mean": null, "name": "normalization", "trainable": false, "variance": null}, "inbound_nodes": [[["rescaling", 0, 0, {}]]], "module": "keras.layers", "name": "normalization", "registered_name": null}
layer003_rescaling_1default: {"build_config": {"input_shape": [null, 300, 300, 3]}, "class_name": "Rescaling", "config": {"dtype": "float32", "name": "rescaling_1", "offset": 0.0, "scale": [2.0896918976428642, 2.1128856368212916, 2.1081851067789197], "trainable": false}, "inbound_nodes": [[["normalization", 0, 0, {}]]], "module": "keras.layers", "name": "rescaling_1", "registered_name": null}
layer004_stem_conv_paddefault: {"build_config": {"input_shape": [null, 300, 300, 3]}, "class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "stem_conv_pad", "padding": [[0, 1], [0, 1]], "trainable": false}, "inbound_nodes": [[["rescaling_1", 0, 0, {}]]], "module": "keras.layers", "name": "stem_conv_pad", "registered_name": null}
layer005_stem_convdefault: {"build_config": {"input_shape": [null, 301, 301, 3]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["stem_conv_pad", 0, 0, {}]]], "module": "keras.layers", "name": "stem_conv", "registered_name": null}
layer006_stem_bndefault: {"build_config": {"input_shape": [null, 150, 150, 40]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["stem_conv", 0, 0, {}]]], "module": "keras.layers", "name": "stem_bn", "registered_name": null}
layer007_stem_activationdefault: {"build_config": {"input_shape": [null, 150, 150, 40]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "stem_activation", "trainable": false}, "inbound_nodes": [[["stem_bn", 0, 0, {}]]], "module": "keras.layers", "name": "stem_activation", "registered_name": null}
layer008_block1a_dwconvdefault: {"build_config": {"input_shape": [null, 150, 150, 40]}, "class_name": "DepthwiseConv2D", "config": "linear", "inbound_nodes": [[["stem_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_dwconv", "registered_name": null}
layer009_block1a_bndefault: {"build_config": {"input_shape": [null, 150, 150, 40]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block1a_dwconv", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_bn", "registered_name": null}
layer010_block1a_activationdefault: {"build_config": {"input_shape": [null, 150, 150, 40]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block1a_activation", "trainable": false}, "inbound_nodes": [[["block1a_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_activation", "registered_name": null}
layer011_block1a_se_squeezedefault: {"build_config": {"input_shape": [null, 150, 150, 40]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "block1a_se_squeeze", "trainable": false}, "inbound_nodes": [[["block1a_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_se_squeeze", "registered_name": null}
layer012_block1a_se_reshapedefault: {"build_config": {"input_shape": [null, 40]}, "class_name": "Reshape", "config": {"dtype": "float32", "name": "block1a_se_reshape", "target_shape": [1, 1, 40], "trainable": false}, "inbound_nodes": [[["block1a_se_squeeze", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_se_reshape", "registered_name": null}
layer013_block1a_se_reducedefault: {"build_config": {"input_shape": [null, 1, 1, 40]}, "class_name": "Conv2D", "config": "swish", "inbound_nodes": [[["block1a_se_reshape", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_se_reduce", "registered_name": null}
layer014_block1a_se_expanddefault: {"build_config": {"input_shape": [null, 1, 1, 10]}, "class_name": "Conv2D", "config": "sigmoid", "inbound_nodes": [[["block1a_se_reduce", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_se_expand", "registered_name": null}
layer015_block1a_se_excitedefault: {"build_config": {"input_shape": [[null, 150, 150, 40], [null, 1, 1, 40]]}, "class_name": "Multiply", "config": {"dtype": "float32", "name": "block1a_se_excite", "trainable": false}, "inbound_nodes": [[["block1a_activation", 0, 0, {}], ["block1a_se_expand", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_se_excite", "registered_name": null}
layer016_block1a_project_convdefault: {"build_config": {"input_shape": [null, 150, 150, 40]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block1a_se_excite", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_project_conv", "registered_name": null}
layer017_block1a_project_bndefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block1a_project_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block1a_project_bn", "registered_name": null}
layer018_block1b_dwconvdefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "DepthwiseConv2D", "config": "linear", "inbound_nodes": [[["block1a_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_dwconv", "registered_name": null}
layer019_block1b_bndefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block1b_dwconv", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_bn", "registered_name": null}
layer020_block1b_activationdefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block1b_activation", "trainable": false}, "inbound_nodes": [[["block1b_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_activation", "registered_name": null}
layer021_block1b_se_squeezedefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "block1b_se_squeeze", "trainable": false}, "inbound_nodes": [[["block1b_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_se_squeeze", "registered_name": null}
layer022_block1b_se_reshapedefault: {"build_config": {"input_shape": [null, 24]}, "class_name": "Reshape", "config": {"dtype": "float32", "name": "block1b_se_reshape", "target_shape": [1, 1, 24], "trainable": false}, "inbound_nodes": [[["block1b_se_squeeze", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_se_reshape", "registered_name": null}
layer023_block1b_se_reducedefault: {"build_config": {"input_shape": [null, 1, 1, 24]}, "class_name": "Conv2D", "config": "swish", "inbound_nodes": [[["block1b_se_reshape", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_se_reduce", "registered_name": null}
layer024_block1b_se_expanddefault: {"build_config": {"input_shape": [null, 1, 1, 6]}, "class_name": "Conv2D", "config": "sigmoid", "inbound_nodes": [[["block1b_se_reduce", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_se_expand", "registered_name": null}
layer025_block1b_se_excitedefault: {"build_config": {"input_shape": [[null, 150, 150, 24], [null, 1, 1, 24]]}, "class_name": "Multiply", "config": {"dtype": "float32", "name": "block1b_se_excite", "trainable": false}, "inbound_nodes": [[["block1b_activation", 0, 0, {}], ["block1b_se_expand", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_se_excite", "registered_name": null}
layer026_block1b_project_convdefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block1b_se_excite", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_project_conv", "registered_name": null}
layer027_block1b_project_bndefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block1b_project_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_project_bn", "registered_name": null}
layer028_block1b_dropdefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "block1b_drop", "noise_shape": [null, 1, 1, 1], "rate": 0.007692307692307693, "seed": null, "trainable": false}, "inbound_nodes": [[["block1b_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_drop", "registered_name": null}
layer029_block1b_adddefault: {"build_config": {"input_shape": [[null, 150, 150, 24], [null, 150, 150, 24]]}, "class_name": "Add", "config": {"dtype": "float32", "name": "block1b_add", "trainable": false}, "inbound_nodes": [[["block1b_drop", 0, 0, {}], ["block1a_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block1b_add", "registered_name": null}
layer030_block2a_expand_convdefault: {"build_config": {"input_shape": [null, 150, 150, 24]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block1b_add", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_expand_conv", "registered_name": null}
layer031_block2a_expand_bndefault: {"build_config": {"input_shape": [null, 150, 150, 144]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2a_expand_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_expand_bn", "registered_name": null}
layer032_block2a_expand_activationdefault: {"build_config": {"input_shape": [null, 150, 150, 144]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block2a_expand_activation", "trainable": false}, "inbound_nodes": [[["block2a_expand_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_expand_activation", "registered_name": null}
layer033_block2a_dwconv_paddefault: {"build_config": {"input_shape": [null, 150, 150, 144]}, "class_name": "ZeroPadding2D", "config": {"data_format": "channels_last", "dtype": "float32", "name": "block2a_dwconv_pad", "padding": [[0, 1], [0, 1]], "trainable": false}, "inbound_nodes": [[["block2a_expand_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_dwconv_pad", "registered_name": null}
layer034_block2a_dwconvdefault: {"build_config": {"input_shape": [null, 151, 151, 144]}, "class_name": "DepthwiseConv2D", "config": "linear", "inbound_nodes": [[["block2a_dwconv_pad", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_dwconv", "registered_name": null}
layer035_block2a_bndefault: {"build_config": {"input_shape": [null, 75, 75, 144]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2a_dwconv", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_bn", "registered_name": null}
layer036_block2a_activationdefault: {"build_config": {"input_shape": [null, 75, 75, 144]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block2a_activation", "trainable": false}, "inbound_nodes": [[["block2a_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_activation", "registered_name": null}
layer037_block2a_se_squeezedefault: {"build_config": {"input_shape": [null, 75, 75, 144]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "block2a_se_squeeze", "trainable": false}, "inbound_nodes": [[["block2a_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_se_squeeze", "registered_name": null}
layer038_block2a_se_reshapedefault: {"build_config": {"input_shape": [null, 144]}, "class_name": "Reshape", "config": {"dtype": "float32", "name": "block2a_se_reshape", "target_shape": [1, 1, 144], "trainable": false}, "inbound_nodes": [[["block2a_se_squeeze", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_se_reshape", "registered_name": null}
layer039_block2a_se_reducedefault: {"build_config": {"input_shape": [null, 1, 1, 144]}, "class_name": "Conv2D", "config": "swish", "inbound_nodes": [[["block2a_se_reshape", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_se_reduce", "registered_name": null}
layer040_block2a_se_expanddefault: {"build_config": {"input_shape": [null, 1, 1, 6]}, "class_name": "Conv2D", "config": "sigmoid", "inbound_nodes": [[["block2a_se_reduce", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_se_expand", "registered_name": null}
layer041_block2a_se_excitedefault: {"build_config": {"input_shape": [[null, 75, 75, 144], [null, 1, 1, 144]]}, "class_name": "Multiply", "config": {"dtype": "float32", "name": "block2a_se_excite", "trainable": false}, "inbound_nodes": [[["block2a_activation", 0, 0, {}], ["block2a_se_expand", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_se_excite", "registered_name": null}
layer042_block2a_project_convdefault: {"build_config": {"input_shape": [null, 75, 75, 144]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block2a_se_excite", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_project_conv", "registered_name": null}
layer043_block2a_project_bndefault: {"build_config": {"input_shape": [null, 75, 75, 32]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2a_project_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block2a_project_bn", "registered_name": null}
layer044_block2b_expand_convdefault: {"build_config": {"input_shape": [null, 75, 75, 32]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block2a_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_expand_conv", "registered_name": null}
layer045_block2b_expand_bndefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2b_expand_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_expand_bn", "registered_name": null}
layer046_block2b_expand_activationdefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block2b_expand_activation", "trainable": false}, "inbound_nodes": [[["block2b_expand_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_expand_activation", "registered_name": null}
layer047_block2b_dwconvdefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "DepthwiseConv2D", "config": "linear", "inbound_nodes": [[["block2b_expand_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_dwconv", "registered_name": null}
layer048_block2b_bndefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2b_dwconv", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_bn", "registered_name": null}
layer049_block2b_activationdefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block2b_activation", "trainable": false}, "inbound_nodes": [[["block2b_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_activation", "registered_name": null}
layer050_block2b_se_squeezedefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "GlobalAveragePooling2D", "config": {"data_format": "channels_last", "dtype": "float32", "keepdims": false, "name": "block2b_se_squeeze", "trainable": false}, "inbound_nodes": [[["block2b_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_se_squeeze", "registered_name": null}
layer051_block2b_se_reshapedefault: {"build_config": {"input_shape": [null, 192]}, "class_name": "Reshape", "config": {"dtype": "float32", "name": "block2b_se_reshape", "target_shape": [1, 1, 192], "trainable": false}, "inbound_nodes": [[["block2b_se_squeeze", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_se_reshape", "registered_name": null}
layer052_block2b_se_reducedefault: {"build_config": {"input_shape": [null, 1, 1, 192]}, "class_name": "Conv2D", "config": "swish", "inbound_nodes": [[["block2b_se_reshape", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_se_reduce", "registered_name": null}
layer053_block2b_se_expanddefault: {"build_config": {"input_shape": [null, 1, 1, 8]}, "class_name": "Conv2D", "config": "sigmoid", "inbound_nodes": [[["block2b_se_reduce", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_se_expand", "registered_name": null}
layer054_block2b_se_excitedefault: {"build_config": {"input_shape": [[null, 75, 75, 192], [null, 1, 1, 192]]}, "class_name": "Multiply", "config": {"dtype": "float32", "name": "block2b_se_excite", "trainable": false}, "inbound_nodes": [[["block2b_activation", 0, 0, {}], ["block2b_se_expand", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_se_excite", "registered_name": null}
layer055_block2b_project_convdefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block2b_se_excite", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_project_conv", "registered_name": null}
layer056_block2b_project_bndefault: {"build_config": {"input_shape": [null, 75, 75, 32]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2b_project_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_project_bn", "registered_name": null}
layer057_block2b_dropdefault: {"build_config": {"input_shape": [null, 75, 75, 32]}, "class_name": "Dropout", "config": {"dtype": "float32", "name": "block2b_drop", "noise_shape": [null, 1, 1, 1], "rate": 0.02307692307692308, "seed": null, "trainable": false}, "inbound_nodes": [[["block2b_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_drop", "registered_name": null}
layer058_block2b_adddefault: {"build_config": {"input_shape": [[null, 75, 75, 32], [null, 75, 75, 32]]}, "class_name": "Add", "config": {"dtype": "float32", "name": "block2b_add", "trainable": false}, "inbound_nodes": [[["block2b_drop", 0, 0, {}], ["block2a_project_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2b_add", "registered_name": null}
layer059_block2c_expand_convdefault: {"build_config": {"input_shape": [null, 75, 75, 32]}, "class_name": "Conv2D", "config": "linear", "inbound_nodes": [[["block2b_add", 0, 0, {}]]], "module": "keras.layers", "name": "block2c_expand_conv", "registered_name": null}
layer060_block2c_expand_bndefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2c_expand_conv", 0, 0, {}]]], "module": "keras.layers", "name": "block2c_expand_bn", "registered_name": null}
layer061_block2c_expand_activationdefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block2c_expand_activation", "trainable": false}, "inbound_nodes": [[["block2c_expand_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2c_expand_activation", "registered_name": null}
layer062_block2c_dwconvdefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "DepthwiseConv2D", "config": "linear", "inbound_nodes": [[["block2c_expand_activation", 0, 0, {}]]], "module": "keras.layers", "name": "block2c_dwconv", "registered_name": null}
layer063_block2c_bndefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "BatchNormalization", "config": [3], "inbound_nodes": [[["block2c_dwconv", 0, 0, {}]]], "module": "keras.layers", "name": "block2c_bn", "registered_name": null}
layer064_block2c_activationdefault: {"build_config": {"input_shape": [null, 75, 75, 192]}, "class_name": "Activation", "config": {"activation": "swish", "dtype": "float32", "name": "block2c_activation", "trainable": false}, "inbound_nodes": [[["block2c_bn", 0, 0, {}]]], "module": "keras.layers", "name": "block2c_activation", "registered_name": null}
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tensorflow_versiondefault: "2.15.1"

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