Keras
ONNX
English
captcha
ocr
tensorflow
tensorflowjs
luogu-captcha-model / tfjs /model.json
langningchen's picture
Release validated best 94.26% model: rename FP16, add INT8 (1.74MB, 94.34% acc), and restore clean assets
7604603 verified
Raw History Blame Contribute Delete
58.3 kB
{"format":"layers-model","generatedBy":"keras v3.13.2","convertedBy":"TensorFlow.js Converter v4.22.0","modelTopology":{"keras_version":"3.13.2","backend":"tensorflow","model_config":{"class_name":"Model","config":{"name":"luogu_captcha","trainable":true,"layers":[{"class_name":"InputLayer","config":{"dtype":"float32","sparse":false,"ragged":false,"name":"captcha","batchInputShape":[null,35,90,3]},"name":"captcha","inbound_nodes":[]},{"class_name":"Conv2D","config":{"name":"conv2d_30","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":32,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_30","inbound_nodes":[[["captcha",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_36","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_36","inbound_nodes":[[["conv2d_30",0,0,{}]]]},{"class_name":"ReLU","config":{"name":"re_lu_25","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_25","inbound_nodes":[[["batch_normalization_36",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_31","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":32,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_31","inbound_nodes":[[["re_lu_25",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_37","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_37","inbound_nodes":[[["conv2d_31",0,0,{}]]]},{"class_name":"ReLU","config":{"name":"re_lu_26","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_26","inbound_nodes":[[["batch_normalization_37",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_32","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":32,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_32","inbound_nodes":[[["re_lu_26",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_38","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_38","inbound_nodes":[[["conv2d_32",0,0,{}]]]},{"class_name":"GlobalAveragePooling2D","config":{"name":"global_average_pooling2d_1","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"data_format":"channels_last","keepdims":true},"name":"global_average_pooling2d_1","inbound_nodes":[[["batch_normalization_38",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_10","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":2,"activation":"relu","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_10","inbound_nodes":[[["global_average_pooling2d_1",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_11","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":32,"activation":"sigmoid","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_11","inbound_nodes":[[["dense_10",0,0,{}]]]},{"class_name":"Multiply","config":{"name":"multiply","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"multiply","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,35,90,32],"dtype":"float16","keras_history":["batch_normalization_38",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,1,1,32],"dtype":"float16","keras_history":["dense_11",0,0]}}]],"kwargs":{}}]},{"class_name":"Add","config":{"name":"add_8","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"add_8","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,35,90,32],"dtype":"float16","keras_history":["re_lu_25",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,35,90,32],"dtype":"float16","keras_history":["multiply",0,0]}}]],"kwargs":{}}]},{"class_name":"ReLU","config":{"name":"re_lu_27","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_27","inbound_nodes":[[["add_8",0,0,{}]]]},{"class_name":"MaxPooling2D","config":{"name":"max_pooling2d_10","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"pool_size":[2,2],"padding":"valid","strides":[2,2],"data_format":"channels_last"},"name":"max_pooling2d_10","inbound_nodes":[[["re_lu_27",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_34","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":64,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_34","inbound_nodes":[[["max_pooling2d_10",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_40","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_40","inbound_nodes":[[["conv2d_34",0,0,{}]]]},{"class_name":"ReLU","config":{"name":"re_lu_28","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_28","inbound_nodes":[[["batch_normalization_40",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_35","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":64,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_35","inbound_nodes":[[["re_lu_28",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_41","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_41","inbound_nodes":[[["conv2d_35",0,0,{}]]]},{"class_name":"GlobalAveragePooling2D","config":{"name":"global_average_pooling2d_2","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"data_format":"channels_last","keepdims":true},"name":"global_average_pooling2d_2","inbound_nodes":[[["batch_normalization_41",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_12","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":4,"activation":"relu","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_12","inbound_nodes":[[["global_average_pooling2d_2",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_33","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":64,"kernel_size":[1,1],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_33","inbound_nodes":[[["max_pooling2d_10",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_13","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":64,"activation":"sigmoid","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_13","inbound_nodes":[[["dense_12",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_39","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_39","inbound_nodes":[[["conv2d_33",0,0,{}]]]},{"class_name":"Multiply","config":{"name":"multiply_1","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"multiply_1","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,17,45,64],"dtype":"float16","keras_history":["batch_normalization_41",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,1,1,64],"dtype":"float16","keras_history":["dense_13",0,0]}}]],"kwargs":{}}]},{"class_name":"Add","config":{"name":"add_9","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"add_9","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,17,45,64],"dtype":"float16","keras_history":["batch_normalization_39",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,17,45,64],"dtype":"float16","keras_history":["multiply_1",0,0]}}]],"kwargs":{}}]},{"class_name":"ReLU","config":{"name":"re_lu_29","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_29","inbound_nodes":[[["add_9",0,0,{}]]]},{"class_name":"MaxPooling2D","config":{"name":"max_pooling2d_11","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"pool_size":[2,2],"padding":"valid","strides":[2,2],"data_format":"channels_last"},"name":"max_pooling2d_11","inbound_nodes":[[["re_lu_29",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_37","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":128,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_37","inbound_nodes":[[["max_pooling2d_11",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_43","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_43","inbound_nodes":[[["conv2d_37",0,0,{}]]]},{"class_name":"ReLU","config":{"name":"re_lu_30","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_30","inbound_nodes":[[["batch_normalization_43",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_38","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":128,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_38","inbound_nodes":[[["re_lu_30",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_44","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_44","inbound_nodes":[[["conv2d_38",0,0,{}]]]},{"class_name":"GlobalAveragePooling2D","config":{"name":"global_average_pooling2d_3","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"data_format":"channels_last","keepdims":true},"name":"global_average_pooling2d_3","inbound_nodes":[[["batch_normalization_44",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_14","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":8,"activation":"relu","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_14","inbound_nodes":[[["global_average_pooling2d_3",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_36","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":128,"kernel_size":[1,1],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_36","inbound_nodes":[[["max_pooling2d_11",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_15","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":128,"activation":"sigmoid","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_15","inbound_nodes":[[["dense_14",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_42","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_42","inbound_nodes":[[["conv2d_36",0,0,{}]]]},{"class_name":"Multiply","config":{"name":"multiply_2","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"multiply_2","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,8,22,128],"dtype":"float16","keras_history":["batch_normalization_44",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,1,1,128],"dtype":"float16","keras_history":["dense_15",0,0]}}]],"kwargs":{}}]},{"class_name":"Add","config":{"name":"add_10","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"add_10","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,8,22,128],"dtype":"float16","keras_history":["batch_normalization_42",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,8,22,128],"dtype":"float16","keras_history":["multiply_2",0,0]}}]],"kwargs":{}}]},{"class_name":"ReLU","config":{"name":"re_lu_31","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_31","inbound_nodes":[[["add_10",0,0,{}]]]},{"class_name":"MaxPooling2D","config":{"name":"max_pooling2d_12","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"pool_size":[2,1],"padding":"valid","strides":[2,1],"data_format":"channels_last"},"name":"max_pooling2d_12","inbound_nodes":[[["re_lu_31",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_40","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":256,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_40","inbound_nodes":[[["max_pooling2d_12",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_46","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_46","inbound_nodes":[[["conv2d_40",0,0,{}]]]},{"class_name":"ReLU","config":{"name":"re_lu_32","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_32","inbound_nodes":[[["batch_normalization_46",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_41","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":256,"kernel_size":[3,3],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_41","inbound_nodes":[[["re_lu_32",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_47","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_47","inbound_nodes":[[["conv2d_41",0,0,{}]]]},{"class_name":"GlobalAveragePooling2D","config":{"name":"global_average_pooling2d_4","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"data_format":"channels_last","keepdims":true},"name":"global_average_pooling2d_4","inbound_nodes":[[["batch_normalization_47",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_16","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":16,"activation":"relu","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_16","inbound_nodes":[[["global_average_pooling2d_4",0,0,{}]]]},{"class_name":"Conv2D","config":{"name":"conv2d_39","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":256,"kernel_size":[1,1],"strides":[1,1],"padding":"same","data_format":"channels_last","dilation_rate":[1,1],"groups":1,"activation":"linear","use_bias":false,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv2d_39","inbound_nodes":[[["max_pooling2d_12",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_17","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":256,"activation":"sigmoid","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_17","inbound_nodes":[[["dense_16",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_45","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_45","inbound_nodes":[[["conv2d_39",0,0,{}]]]},{"class_name":"Multiply","config":{"name":"multiply_3","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"multiply_3","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,4,22,256],"dtype":"float16","keras_history":["batch_normalization_47",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,1,1,256],"dtype":"float16","keras_history":["dense_17",0,0]}}]],"kwargs":{}}]},{"class_name":"Add","config":{"name":"add_11","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"add_11","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,4,22,256],"dtype":"float16","keras_history":["batch_normalization_45",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,4,22,256],"dtype":"float16","keras_history":["multiply_3",0,0]}}]],"kwargs":{}}]},{"class_name":"ReLU","config":{"name":"re_lu_33","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"max_value":null,"negative_slope":0.0,"threshold":0.0},"name":"re_lu_33","inbound_nodes":[[["add_11",0,0,{}]]]},{"class_name":"MaxPooling2D","config":{"name":"max_pooling2d_13","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"pool_size":[4,1],"padding":"valid","strides":[4,1],"data_format":"channels_last"},"name":"max_pooling2d_13","inbound_nodes":[[["re_lu_33",0,0,{}]]]},{"class_name":"Dropout","config":{"name":"dropout_13","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"rate":0.2,"seed":null,"noise_shape":null},"name":"dropout_13","inbound_nodes":[[["max_pooling2d_13",0,0,{}]]]},{"class_name":"Reshape","config":{"name":"reshape_9","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"target_shape":[22,256]},"name":"reshape_9","inbound_nodes":[[["dropout_13",0,0,{}]]]},{"class_name":"Conv1D","config":{"name":"conv1d","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"filters":256,"kernel_size":[5],"strides":[1],"padding":"same","data_format":"channels_last","dilation_rate":[1],"groups":1,"activation":"relu","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null},"name":"conv1d","inbound_nodes":[[["reshape_9",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_48","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_48","inbound_nodes":[[["conv1d",0,0,{}]]]},{"class_name":"AveragePooling1D","config":{"name":"average_pooling1d","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"pool_size":[5],"padding":"valid","strides":[5],"data_format":"channels_last"},"name":"average_pooling1d","inbound_nodes":[[["batch_normalization_48",0,0,{}]]]},{"class_name":"MaxPooling1D","config":{"name":"max_pooling1d","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"pool_size":[5],"padding":"valid","strides":[5],"data_format":"channels_last"},"name":"max_pooling1d","inbound_nodes":[[["batch_normalization_48",0,0,{}]]]},{"class_name":"Add","config":{"name":"add_12","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null}},"name":"add_12","inbound_nodes":[{"args":[[{"class_name":"__keras_tensor__","config":{"shape":[null,4,256],"dtype":"float16","keras_history":["average_pooling1d",0,0]}},{"class_name":"__keras_tensor__","config":{"shape":[null,4,256],"dtype":"float16","keras_history":["max_pooling1d",0,0]}}]],"kwargs":{}}]},{"class_name":"Dropout","config":{"name":"dropout_14","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"rate":0.3,"seed":null,"noise_shape":null},"name":"dropout_14","inbound_nodes":[[["add_12",0,0,{}]]]},{"class_name":"Dense","config":{"name":"dense_18","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"units":192,"activation":"relu","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"dense_18","inbound_nodes":[[["dropout_14",0,0,{}]]]},{"class_name":"BatchNormalization","config":{"name":"batch_normalization_49","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"axis":-1,"momentum":0.99,"epsilon":0.001,"center":true,"scale":true,"beta_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"gamma_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"moving_mean_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"moving_variance_initializer":{"module":"keras.initializers","class_name":"Ones","config":{},"registered_name":null},"beta_regularizer":null,"gamma_regularizer":null,"beta_constraint":null,"gamma_constraint":null,"synchronized":false},"name":"batch_normalization_49","inbound_nodes":[[["dense_18",0,0,{}]]]},{"class_name":"Dropout","config":{"name":"dropout_15","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"mixed_float16"},"registered_name":null},"rate":0.2,"seed":null,"noise_shape":null},"name":"dropout_15","inbound_nodes":[[["batch_normalization_49",0,0,{}]]]},{"class_name":"Dense","config":{"name":"characters","trainable":true,"dtype":{"module":"keras","class_name":"DTypePolicy","config":{"name":"float32"},"registered_name":null},"units":35,"activation":"linear","use_bias":true,"kernel_initializer":{"module":"keras.initializers","class_name":"GlorotUniform","config":{"seed":null},"registered_name":null},"bias_initializer":{"module":"keras.initializers","class_name":"Zeros","config":{},"registered_name":null},"kernel_regularizer":null,"bias_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"quantization_config":null},"name":"characters","inbound_nodes":[[["dropout_15",0,0,{}]]]}],"input_layers":[["captcha",0,0]],"output_layers":[["characters",0,0]]}}},"weightsManifest":[{"paths":["group1-shard1of1.bin"],"weights":[{"name":"batch_normalization_36/gamma","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":0.6269329190254211,"scale":0.0019667852158639946,"original_dtype":"float32"}},{"name":"batch_normalization_36/beta","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.3015001822920406,"scale":0.002250001360388363,"original_dtype":"float32"}},{"name":"batch_normalization_36/moving_mean","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.6294946513923944,"scale":0.0040095200725630215,"original_dtype":"float32"}},{"name":"batch_normalization_36/moving_variance","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":0.01020352728664875,"scale":0.0010073698545787848,"original_dtype":"float32"}},{"name":"batch_normalization_37/gamma","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":0.8259879350662231,"scale":0.0019226167716232,"original_dtype":"float32"}},{"name":"batch_normalization_37/beta","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.26154204852440777,"scale":0.0014530113806911543,"original_dtype":"float32"}},{"name":"batch_normalization_37/moving_mean","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":-1.4900213176128911,"scale":0.006593014679703058,"original_dtype":"float32"}},{"name":"batch_normalization_37/moving_variance","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":0.8633632063865662,"scale":0.01015855494667502,"original_dtype":"float32"}},{"name":"batch_normalization_38/gamma","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":1.088733434677124,"scale":0.0011398722143734202,"original_dtype":"float32"}},{"name":"batch_normalization_38/beta","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.41563699829812145,"scale":0.002488844301186356,"original_dtype":"float32"}},{"name":"batch_normalization_38/moving_mean","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":-2.24369621370353,"scale":0.015800677561292463,"original_dtype":"float32"}},{"name":"batch_normalization_38/moving_variance","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":0.5045213103294373,"scale":0.00422891097910264,"original_dtype":"float32"}},{"name":"batch_normalization_39/gamma","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":0.5652092099189758,"scale":0.0014947839811736462,"original_dtype":"float32"}},{"name":"batch_normalization_39/beta","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.49890065362640457,"scale":0.0024218478331378863,"original_dtype":"float32"}},{"name":"batch_normalization_39/moving_mean","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":-1.7908464020373775,"scale":0.013990987515917012,"original_dtype":"float32"}},{"name":"batch_normalization_39/moving_variance","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":0.7720727324485779,"scale":0.008616934804355396,"original_dtype":"float32"}},{"name":"batch_normalization_40/gamma","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":0.8290372490882874,"scale":0.0012944677296806784,"original_dtype":"float32"}},{"name":"batch_normalization_40/beta","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.3547819891396691,"scale":0.0017918282279781267,"original_dtype":"float32"}},{"name":"batch_normalization_40/moving_mean","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":-3.052360072790407,"scale":0.018387711281869924,"original_dtype":"float32"}},{"name":"batch_normalization_40/moving_variance","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":2.6826140880584717,"scale":0.05168316878524481,"original_dtype":"float32"}},{"name":"batch_normalization_41/gamma","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":1.0835914611816406,"scale":0.001335301586225921,"original_dtype":"float32"}},{"name":"batch_normalization_41/beta","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.4972281858032825,"scale":0.0022197686866217967,"original_dtype":"float32"}},{"name":"batch_normalization_41/moving_mean","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":-4.077520322799683,"scale":0.023845148086547852,"original_dtype":"float32"}},{"name":"batch_normalization_41/moving_variance","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":1.4997037649154663,"scale":0.009385262751111798,"original_dtype":"float32"}},{"name":"batch_normalization_42/gamma","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":0.5676408410072327,"scale":0.0013981293229495778,"original_dtype":"float32"}},{"name":"batch_normalization_42/beta","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.60334712266922,"scale":0.0016543594645518883,"original_dtype":"float32"}},{"name":"batch_normalization_42/moving_mean","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":-2.334294636109296,"scale":0.01809530725666121,"original_dtype":"float32"}},{"name":"batch_normalization_42/moving_variance","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":1.0772281885147095,"scale":0.02521685385236553,"original_dtype":"float32"}},{"name":"batch_normalization_43/gamma","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":0.7301992774009705,"scale":0.0015372531086790796,"original_dtype":"float32"}},{"name":"batch_normalization_43/beta","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.6230160593986511,"scale":0.002348292962301011,"original_dtype":"float32"}},{"name":"batch_normalization_43/moving_mean","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":-4.958242259306067,"scale":0.0434933531518076,"original_dtype":"float32"}},{"name":"batch_normalization_43/moving_variance","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":5.056670665740967,"scale":0.07565126793057311,"original_dtype":"float32"}},{"name":"batch_normalization_44/gamma","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":1.0157699584960938,"scale":0.002311384444143258,"original_dtype":"float32"}},{"name":"batch_normalization_44/beta","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.6673659340423697,"scale":0.003320228527573978,"original_dtype":"float32"}},{"name":"batch_normalization_44/moving_mean","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":-3.97410000258801,"scale":0.027219863031424728,"original_dtype":"float32"}},{"name":"batch_normalization_44/moving_variance","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":1.7515392303466797,"scale":0.015793022454953662,"original_dtype":"float32"}},{"name":"batch_normalization_45/gamma","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":0.48602989315986633,"scale":0.0016380624443876977,"original_dtype":"float32"}},{"name":"batch_normalization_45/beta","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.673968493938446,"scale":0.0019066119895261877,"original_dtype":"float32"}},{"name":"batch_normalization_45/moving_mean","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-1.6879737166797413,"scale":0.011641198046067181,"original_dtype":"float32"}},{"name":"batch_normalization_45/moving_variance","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":0.740556538105011,"scale":0.02806485190111048,"original_dtype":"float32"}},{"name":"batch_normalization_46/gamma","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":0.6633425951004028,"scale":0.0017713313009224687,"original_dtype":"float32"}},{"name":"batch_normalization_46/beta","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.8762471675872803,"scale":0.002031598839105344,"original_dtype":"float32"}},{"name":"batch_normalization_46/moving_mean","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-5.704502610599293,"scale":0.03169168116999607,"original_dtype":"float32"}},{"name":"batch_normalization_46/moving_variance","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":4.031234264373779,"scale":0.05873815686094994,"original_dtype":"float32"}},{"name":"batch_normalization_47/gamma","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":0.9139365553855896,"scale":0.002855387154747458,"original_dtype":"float32"}},{"name":"batch_normalization_47/beta","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.6786742806434631,"scale":0.002515708596683016,"original_dtype":"float32"}},{"name":"batch_normalization_47/moving_mean","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-2.3937576247196573,"scale":0.01639560016931272,"original_dtype":"float32"}},{"name":"batch_normalization_47/moving_variance","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":1.2381693124771118,"scale":0.01027524377785477,"original_dtype":"float32"}},{"name":"batch_normalization_48/gamma","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":0.5268550515174866,"scale":0.0024498843679241107,"original_dtype":"float32"}},{"name":"batch_normalization_48/beta","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.4682021617889404,"scale":0.0033205827077229817,"original_dtype":"float32"}},{"name":"batch_normalization_48/moving_mean","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":1.2208797974066774e-34,"scale":0.0036120987405963974,"original_dtype":"float32"}},{"name":"batch_normalization_48/moving_variance","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":2.795859475789543e-31,"scale":0.009073240616742303,"original_dtype":"float32"}},{"name":"batch_normalization_49/gamma","shape":[192],"dtype":"float32","quantization":{"dtype":"uint8","min":0.9917016625404358,"scale":0.0011043737916385426,"original_dtype":"float32"}},{"name":"batch_normalization_49/beta","shape":[192],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.15959590889659583,"scale":0.0019228422758626003,"original_dtype":"float32"}},{"name":"batch_normalization_49/moving_mean","shape":[192],"dtype":"float32","quantization":{"dtype":"uint8","min":2.06036114692688,"scale":0.009176272036982517,"original_dtype":"float32"}},{"name":"batch_normalization_49/moving_variance","shape":[192],"dtype":"float32","quantization":{"dtype":"uint8","min":10.543790817260742,"scale":0.06342686671836703,"original_dtype":"float32"}},{"name":"characters/kernel","shape":[192,35],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.30761055806103876,"scale":0.00233038301561393,"original_dtype":"float32"}},{"name":"characters/bias","shape":[35],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.2410945676705417,"scale":0.0019601184363458673,"original_dtype":"float32"}},{"name":"conv1d/kernel","shape":[5,256,256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.47118362258462343,"scale":0.0031412241505641564,"original_dtype":"float32"}},{"name":"conv1d/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.15360857131434422,"scale":0.001477005493407156,"original_dtype":"float32"}},{"name":"conv2d_30/kernel","shape":[3,3,3,32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.36169746798627517,"scale":0.0024274997851427864,"original_dtype":"float32"}},{"name":"conv2d_31/kernel","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5409172291849174,"scale":0.0035586659814797195,"original_dtype":"float32"}},{"name":"conv2d_32/kernel","shape":[3,3,32,32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.3472384070648866,"scale":0.0028697389013626995,"original_dtype":"float32"}},{"name":"conv2d_33/kernel","shape":[1,1,32,64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5681662541978499,"scale":0.003918387959985172,"original_dtype":"float32"}},{"name":"conv2d_34/kernel","shape":[3,3,32,64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.3459218897071539,"scale":0.0028354253254684746,"original_dtype":"float32"}},{"name":"conv2d_35/kernel","shape":[3,3,64,64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.44538187980651855,"scale":0.003274866763283225,"original_dtype":"float32"}},{"name":"conv2d_36/kernel","shape":[1,1,64,128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.4055778260324515,"scale":0.0033518828597723267,"original_dtype":"float32"}},{"name":"conv2d_37/kernel","shape":[3,3,64,128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.42903489002994466,"scale":0.003275075496411791,"original_dtype":"float32"}},{"name":"conv2d_38/kernel","shape":[3,3,128,128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.39865735699148735,"scale":0.002953017459196203,"original_dtype":"float32"}},{"name":"conv2d_39/kernel","shape":[1,1,128,256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.38340426239312864,"scale":0.0028612258387546914,"original_dtype":"float32"}},{"name":"conv2d_40/kernel","shape":[3,3,128,256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5534914234105278,"scale":0.004010807416018318,"original_dtype":"float32"}},{"name":"conv2d_41/kernel","shape":[3,3,256,256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5707605950972613,"scale":0.0050066718868180815,"original_dtype":"float32"}},{"name":"dense_10/kernel","shape":[32,2],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.7856528183993171,"scale":0.006186242664561552,"original_dtype":"float32"}},{"name":"dense_10/bias","shape":[2],"dtype":"float32","quantization":{"dtype":"uint8","min":0.1619081348180771,"scale":0.0005838191392374974,"original_dtype":"float32"}},{"name":"dense_11/kernel","shape":[2,32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.6120857514587104,"scale":0.005564415922351912,"original_dtype":"float32"}},{"name":"dense_11/bias","shape":[32],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.12622851133346558,"scale":0.0018563016372568468,"original_dtype":"float32"}},{"name":"dense_12/kernel","shape":[64,4],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.7078594170364679,"scale":0.006320173366397035,"original_dtype":"float32"}},{"name":"dense_12/bias","shape":[4],"dtype":"float32","quantization":{"dtype":"uint8","min":0.11447317153215408,"scale":0.0007325409381997352,"original_dtype":"float32"}},{"name":"dense_13/kernel","shape":[4,64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5586105131635478,"scale":0.004504923493254418,"original_dtype":"float32"}},{"name":"dense_13/bias","shape":[64],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.2441833954231412,"scale":0.0030522924427892647,"original_dtype":"float32"}},{"name":"dense_14/kernel","shape":[128,8],"dtype":"float32","quantization":{"dtype":"uint8","min":-1.1456014876272165,"scale":0.007900699914670458,"original_dtype":"float32"}},{"name":"dense_14/bias","shape":[8],"dtype":"float32","quantization":{"dtype":"uint8","min":0.10594214498996735,"scale":0.0009690223371281344,"original_dtype":"float32"}},{"name":"dense_15/kernel","shape":[8,128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5499496506709679,"scale":0.004740945264404895,"original_dtype":"float32"}},{"name":"dense_15/bias","shape":[128],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.12328959282706767,"scale":0.0017123554559314953,"original_dtype":"float32"}},{"name":"dense_16/kernel","shape":[256,16],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5360790794970943,"scale":0.005642937678916782,"original_dtype":"float32"}},{"name":"dense_16/bias","shape":[16],"dtype":"float32","quantization":{"dtype":"uint8","min":0.04160890728235245,"scale":0.0009043865051924013,"original_dtype":"float32"}},{"name":"dense_17/kernel","shape":[16,256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.5642392747542437,"scale":0.004242400562061983,"original_dtype":"float32"}},{"name":"dense_17/bias","shape":[256],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.14171383544510488,"scale":0.0014171383544510487,"original_dtype":"float32"}},{"name":"dense_18/kernel","shape":[256,192],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.4187866449356079,"scale":0.003549039363861084,"original_dtype":"float32"}},{"name":"dense_18/bias","shape":[192],"dtype":"float32","quantization":{"dtype":"uint8","min":-0.07677297194798788,"scale":0.0022580285867055258,"original_dtype":"float32"}}]}]}