inception_v3_model.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU","gpuClass":"standard"},"cells":[{"cell_type":"code","source":["# Import dependencies\n","import os\n","import tensorflow as tf\n","from tensorflow.keras import layers\n","from tensorflow.keras import Model\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","from tensorflow.keras.utils import img_to_array, load_img\n","\n","print(tf.__version__)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"aSRP08_MpP6a","executionInfo":{"status":"ok","timestamp":1684826690398,"user_tz":-180,"elapsed":6008,"user":{"displayName":"MUHAMMET HAKAN TAŞTAN","userId":"02717307810296945775"}},"outputId":"7aa24a97-f5e3-46f5-ad12-f26a863173ca"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["2.12.0\n"]}]},{"cell_type":"code","source":["# Connect to the drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2OUnC1L30L5U","executionInfo":{"status":"ok","timestamp":1684826709167,"user_tz":-180,"elapsed":17836,"user":{"displayName":"MUHAMMET HAKAN TAŞTAN","userId":"02717307810296945775"}},"outputId":"9fdbb506-7255-4011-8d6e-3faaf58cb5c3"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["# extract the data from drive to the collab local\n","from google.colab.output import eval_js\n","eval_js('google.colab.output.setIframeHeight(\"100\")')\n","\n","!unzip \"/content/drive/MyDrive/EE468 Project/data_splits.zip\" -d \"/content/\""],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":100},"id":"px5Ihb8Q6akQ","executionInfo":{"status":"ok","timestamp":1684826736477,"user_tz":-180,"elapsed":27315,"user":{"displayName":"MUHAMMET HAKAN TAŞTAN","userId":"02717307810296945775"}},"outputId":"71afef76-9846-43ca-8bed-7bedd61d5496"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mGörüntülenen çıkış son 5000 satıra kısaltıldı.\u001b[0m\n","  inflating: /content/data_splits/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/image (1333).JPG  \n","  inflating: /content/data_splits/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/image (5221).JPG  \n","  inflating: /content/data_splits/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/image (1534).JPG  \n","  inflating: /content/data_splits/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/image (3682).JPG  \n","  inflating: /content/data_splits/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/image (2466).JPG  \n","  inflating: /content/data_splits/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/image (1730).JPG  \n","  inflating: /content/data_splits/train/Tomato___Tomato_Yellow_Leaf_Curl_Virus/image (4602).JPG  \n","  inflating: 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\n"]}]},{"cell_type":"markdown","source":["# Start Training From Scratch"],"metadata":{"id":"4ScT0jP-0P0V"}},{"cell_type":"code","source":["# Download the inception v3 weights\n","!wget --no-check-certificate \\\n","    https://storage.googleapis.com/mledu-datasets/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5 \\\n","    -O /tmp/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e-ze80co0NKw","executionInfo":{"status":"ok","timestamp":1684591595242,"user_tz":-180,"elapsed":1070,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"b7c9ddeb-36ea-450c-de47-2ceb45826055"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--2023-05-20 14:06:31--  https://storage.googleapis.com/mledu-datasets/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n","Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.199.128, 142.250.107.128, 74.125.20.128, ...\n","Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.199.128|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 87910968 (84M) [application/x-hdf]\n","Saving to: ‘/tmp/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5’\n","\n","/tmp/inception_v3_w 100%[===================>]  83.84M   139MB/s    in 0.6s    \n","\n","2023-05-20 14:06:32 (139 MB/s) - ‘/tmp/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5’ saved [87910968/87910968]\n","\n"]}]},{"cell_type":"code","source":["# Import the inception model  \n","from tensorflow.keras.applications.inception_v3 import InceptionV3\n","\n","# Set the path for pre-trained weights\n","local_weights_file = '/tmp/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5'"],"metadata":{"id":"_NWquUZt0So6"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Define the train, validation, and test base directories\n","train_dir = '/content/data_splits/train/'\n","val_dir = '/content/data_splits/validation/'\n","test_dir = '/content/data_splits/test/'"],"metadata":{"id":"VKfnJ7-v0VIP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Instantiate the ImageDataGenerator for train, validation, and test\n","train_datagen = ImageDataGenerator(rescale=1.0/255.0,\n","                                     rotation_range=50,\n","                                     width_shift_range=0.25,\n","                                     height_shift_range=0.25,\n","                                     shear_range=0.2,\n","                                     zoom_range=0.2,\n","                                     horizontal_flip=True,\n","                                     fill_mode='nearest')\n","  \n","val_datagen = ImageDataGenerator(rescale=1.0/255.0,)\n","\n","test_datagen = ImageDataGenerator(rescale=1.0/255.0,)"],"metadata":{"id":"nPGW5hzc1rLr"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["train_gen = train_datagen.flow_from_directory(directory=train_dir,\n","                                              batch_size=32,\n","                                              class_mode='categorical',\n","                                              target_size=(256, 256))\n","\n","val_gen = val_datagen.flow_from_directory(directory=val_dir, \n","                                                 batch_size=32, \n","                                                 class_mode='categorical',\n","                                                 target_size=(256, 256))\n","\n","test_gen = test_datagen.flow_from_directory(directory=test_dir,\n","                                            batch_size=32,\n","                                            class_mode='categorical',\n","                                            target_size=(256, 256))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DtnJs50U1tWj","executionInfo":{"status":"ok","timestamp":1684591601094,"user_tz":-180,"elapsed":1070,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"01e888f3-9580-4ec6-f74d-2948703edeb2"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Found 31231 images belonging to 39 classes.\n","Found 10407 images belonging to 39 classes.\n","Found 10407 images belonging to 39 classes.\n"]}]},{"cell_type":"code","source":["def create_pre_trained_model(local_weights_file):\n","  \"\"\"\n","  Initializes an InceptionV3 model.\n","  \n","  Args:\n","    local_weights_file (string): path pointing to a pretrained weights H5 file\n","    \n","  Returns:\n","    pre_trained_model: the initialized InceptionV3 model\n","  \"\"\"\n","\n","  pre_trained_model = InceptionV3(input_shape = (256, 256, 3),\n","                                  include_top = False, \n","                                  weights = None) \n","\n","  pre_trained_model.load_weights(local_weights_file)\n","\n","  # Make all the layers in the pre-trained model non-trainable\n","  for layer in pre_trained_model.layers:\n","    layer.trainable = False\n","\n","  return pre_trained_model"],"metadata":{"id":"AXGqAjXj1vOt"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["pre_trained_model = create_pre_trained_model(local_weights_file)\n","\n","# Print the model summary\n","pre_trained_model.summary()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"44Gufstt1yBx","executionInfo":{"status":"ok","timestamp":1684591615132,"user_tz":-180,"elapsed":9588,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"ed910a1e-2289-4ddf-8c4f-d4840f6f9579"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"inception_v3\"\n","__________________________________________________________________________________________________\n"," Layer (type)                   Output Shape         Param #     Connected to                     \n","==================================================================================================\n"," input_1 (InputLayer)           [(None, 256, 256, 3  0           []                               \n","                                )]                                                                \n","                                                                                                  \n"," conv2d (Conv2D)                (None, 127, 127, 32  864         ['input_1[0][0]']                \n","                                )                                                                 \n","                                                                                                  \n"," batch_normalization (BatchNorm  (None, 127, 127, 32  96         ['conv2d[0][0]']                 \n"," alization)                     )                                                                 \n","                                                                                                  \n"," activation (Activation)        (None, 127, 127, 32  0           ['batch_normalization[0][0]']    \n","                                )                                                                 \n","                                                                                                  \n"," conv2d_1 (Conv2D)              (None, 125, 125, 32  9216        ['activation[0][0]']             \n","                                )                                                                 \n","                                                                                                  \n"," batch_normalization_1 (BatchNo  (None, 125, 125, 32  96         ['conv2d_1[0][0]']               \n"," rmalization)                   )                                                                 \n","                                                                                                  \n"," activation_1 (Activation)      (None, 125, 125, 32  0           ['batch_normalization_1[0][0]']  \n","                                )                                                                 \n","                                                                                                  \n"," conv2d_2 (Conv2D)              (None, 125, 125, 64  18432       ['activation_1[0][0]']           \n","                                )                                                                 \n","                                                                                                  \n"," batch_normalization_2 (BatchNo  (None, 125, 125, 64  192        ['conv2d_2[0][0]']               \n"," rmalization)                   )                                                                 \n","                                                                                                  \n"," activation_2 (Activation)      (None, 125, 125, 64  0           ['batch_normalization_2[0][0]']  \n","                                )                                                                 \n","                                                                                                  \n"," max_pooling2d (MaxPooling2D)   (None, 62, 62, 64)   0           ['activation_2[0][0]']           \n","                                                                                                  \n"," conv2d_3 (Conv2D)              (None, 62, 62, 80)   5120        ['max_pooling2d[0][0]']          \n","                                                                                                  \n"," batch_normalization_3 (BatchNo  (None, 62, 62, 80)  240         ['conv2d_3[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_3 (Activation)      (None, 62, 62, 80)   0           ['batch_normalization_3[0][0]']  \n","                                                                                                  \n"," conv2d_4 (Conv2D)              (None, 60, 60, 192)  138240      ['activation_3[0][0]']           \n","                                                                                                  \n"," batch_normalization_4 (BatchNo  (None, 60, 60, 192)  576        ['conv2d_4[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_4 (Activation)      (None, 60, 60, 192)  0           ['batch_normalization_4[0][0]']  \n","                                                                                                  \n"," max_pooling2d_1 (MaxPooling2D)  (None, 29, 29, 192)  0          ['activation_4[0][0]']           \n","                                                                                                  \n"," conv2d_8 (Conv2D)              (None, 29, 29, 64)   12288       ['max_pooling2d_1[0][0]']        \n","                                                                                                  \n"," batch_normalization_8 (BatchNo  (None, 29, 29, 64)  192         ['conv2d_8[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_8 (Activation)      (None, 29, 29, 64)   0           ['batch_normalization_8[0][0]']  \n","                                                                                                  \n"," conv2d_6 (Conv2D)              (None, 29, 29, 48)   9216        ['max_pooling2d_1[0][0]']        \n","                                                                                                  \n"," conv2d_9 (Conv2D)              (None, 29, 29, 96)   55296       ['activation_8[0][0]']           \n","                                                                                                  \n"," batch_normalization_6 (BatchNo  (None, 29, 29, 48)  144         ['conv2d_6[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," batch_normalization_9 (BatchNo  (None, 29, 29, 96)  288         ['conv2d_9[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_6 (Activation)      (None, 29, 29, 48)   0           ['batch_normalization_6[0][0]']  \n","                                                                                                  \n"," activation_9 (Activation)      (None, 29, 29, 96)   0           ['batch_normalization_9[0][0]']  \n","                                                                                                  \n"," average_pooling2d (AveragePool  (None, 29, 29, 192)  0          ['max_pooling2d_1[0][0]']        \n"," ing2D)                                                                                           \n","                                                                                                  \n"," conv2d_5 (Conv2D)              (None, 29, 29, 64)   12288       ['max_pooling2d_1[0][0]']        \n","                                                                                                  \n"," conv2d_7 (Conv2D)              (None, 29, 29, 64)   76800       ['activation_6[0][0]']           \n","                                                                                                  \n"," conv2d_10 (Conv2D)             (None, 29, 29, 96)   82944       ['activation_9[0][0]']           \n","                                                                                                  \n"," conv2d_11 (Conv2D)             (None, 29, 29, 32)   6144        ['average_pooling2d[0][0]']      \n","                                                                                                  \n"," batch_normalization_5 (BatchNo  (None, 29, 29, 64)  192         ['conv2d_5[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," batch_normalization_7 (BatchNo  (None, 29, 29, 64)  192         ['conv2d_7[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," batch_normalization_10 (BatchN  (None, 29, 29, 96)  288         ['conv2d_10[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_11 (BatchN  (None, 29, 29, 32)  96          ['conv2d_11[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_5 (Activation)      (None, 29, 29, 64)   0           ['batch_normalization_5[0][0]']  \n","                                                                                                  \n"," activation_7 (Activation)      (None, 29, 29, 64)   0           ['batch_normalization_7[0][0]']  \n","                                                                                                  \n"," activation_10 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_10[0][0]'] \n","                                                                                                  \n"," activation_11 (Activation)     (None, 29, 29, 32)   0           ['batch_normalization_11[0][0]'] \n","                                                                                                  \n"," mixed0 (Concatenate)           (None, 29, 29, 256)  0           ['activation_5[0][0]',           \n","                                                                  'activation_7[0][0]',           \n","                                                                  'activation_10[0][0]',          \n","                                                                  'activation_11[0][0]']          \n","                                                                                                  \n"," conv2d_15 (Conv2D)             (None, 29, 29, 64)   16384       ['mixed0[0][0]']                 \n","                                                                                                  \n"," batch_normalization_15 (BatchN  (None, 29, 29, 64)  192         ['conv2d_15[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_15 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_15[0][0]'] \n","                                                                                                  \n"," conv2d_13 (Conv2D)             (None, 29, 29, 48)   12288       ['mixed0[0][0]']                 \n","                                                                                                  \n"," conv2d_16 (Conv2D)             (None, 29, 29, 96)   55296       ['activation_15[0][0]']          \n","                                                                                                  \n"," batch_normalization_13 (BatchN  (None, 29, 29, 48)  144         ['conv2d_13[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_16 (BatchN  (None, 29, 29, 96)  288         ['conv2d_16[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_13 (Activation)     (None, 29, 29, 48)   0           ['batch_normalization_13[0][0]'] \n","                                                                                                  \n"," activation_16 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_16[0][0]'] \n","                                                                                                  \n"," average_pooling2d_1 (AveragePo  (None, 29, 29, 256)  0          ['mixed0[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_12 (Conv2D)             (None, 29, 29, 64)   16384       ['mixed0[0][0]']                 \n","                                                                                                  \n"," conv2d_14 (Conv2D)             (None, 29, 29, 64)   76800       ['activation_13[0][0]']          \n","                                                                                                  \n"," conv2d_17 (Conv2D)             (None, 29, 29, 96)   82944       ['activation_16[0][0]']          \n","                                                                                                  \n"," conv2d_18 (Conv2D)             (None, 29, 29, 64)   16384       ['average_pooling2d_1[0][0]']    \n","                                                                                                  \n"," batch_normalization_12 (BatchN  (None, 29, 29, 64)  192         ['conv2d_12[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_14 (BatchN  (None, 29, 29, 64)  192         ['conv2d_14[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_17 (BatchN  (None, 29, 29, 96)  288         ['conv2d_17[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_18 (BatchN  (None, 29, 29, 64)  192         ['conv2d_18[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_12 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_12[0][0]'] \n","                                                                                                  \n"," activation_14 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_14[0][0]'] \n","                                                                                                  \n"," activation_17 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_17[0][0]'] \n","                                                                                                  \n"," activation_18 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_18[0][0]'] \n","                                                                                                  \n"," mixed1 (Concatenate)           (None, 29, 29, 288)  0           ['activation_12[0][0]',          \n","                                                                  'activation_14[0][0]',          \n","                                                                  'activation_17[0][0]',          \n","                                                                  'activation_18[0][0]']          \n","                                                                                                  \n"," conv2d_22 (Conv2D)             (None, 29, 29, 64)   18432       ['mixed1[0][0]']                 \n","                                                                                                  \n"," batch_normalization_22 (BatchN  (None, 29, 29, 64)  192         ['conv2d_22[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_22 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_22[0][0]'] \n","                                                                                                  \n"," conv2d_20 (Conv2D)             (None, 29, 29, 48)   13824       ['mixed1[0][0]']                 \n","                                                                                                  \n"," conv2d_23 (Conv2D)             (None, 29, 29, 96)   55296       ['activation_22[0][0]']          \n","                                                                                                  \n"," batch_normalization_20 (BatchN  (None, 29, 29, 48)  144         ['conv2d_20[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_23 (BatchN  (None, 29, 29, 96)  288         ['conv2d_23[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_20 (Activation)     (None, 29, 29, 48)   0           ['batch_normalization_20[0][0]'] \n","                                                                                                  \n"," activation_23 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_23[0][0]'] \n","                                                                                                  \n"," average_pooling2d_2 (AveragePo  (None, 29, 29, 288)  0          ['mixed1[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_19 (Conv2D)             (None, 29, 29, 64)   18432       ['mixed1[0][0]']                 \n","                                                                                                  \n"," conv2d_21 (Conv2D)             (None, 29, 29, 64)   76800       ['activation_20[0][0]']          \n","                                                                                                  \n"," conv2d_24 (Conv2D)             (None, 29, 29, 96)   82944       ['activation_23[0][0]']          \n","                                                                                                  \n"," conv2d_25 (Conv2D)             (None, 29, 29, 64)   18432       ['average_pooling2d_2[0][0]']    \n","                                                                                                  \n"," batch_normalization_19 (BatchN  (None, 29, 29, 64)  192         ['conv2d_19[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_21 (BatchN  (None, 29, 29, 64)  192         ['conv2d_21[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_24 (BatchN  (None, 29, 29, 96)  288         ['conv2d_24[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_25 (BatchN  (None, 29, 29, 64)  192         ['conv2d_25[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_19 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_19[0][0]'] \n","                                                                                                  \n"," activation_21 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_21[0][0]'] \n","                                                                                                  \n"," activation_24 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_24[0][0]'] \n","                                                                                                  \n"," activation_25 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_25[0][0]'] \n","                                                                                                  \n"," mixed2 (Concatenate)           (None, 29, 29, 288)  0           ['activation_19[0][0]',          \n","                                                                  'activation_21[0][0]',          \n","                                                                  'activation_24[0][0]',          \n","                                                                  'activation_25[0][0]']          \n","                                                                                                  \n"," conv2d_27 (Conv2D)             (None, 29, 29, 64)   18432       ['mixed2[0][0]']                 \n","                                                                                                  \n"," batch_normalization_27 (BatchN  (None, 29, 29, 64)  192         ['conv2d_27[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_27 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_27[0][0]'] \n","                                                                                                  \n"," conv2d_28 (Conv2D)             (None, 29, 29, 96)   55296       ['activation_27[0][0]']          \n","                                                                                                  \n"," batch_normalization_28 (BatchN  (None, 29, 29, 96)  288         ['conv2d_28[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_28 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_28[0][0]'] \n","                                                                                                  \n"," conv2d_26 (Conv2D)             (None, 14, 14, 384)  995328      ['mixed2[0][0]']                 \n","                                                                                                  \n"," conv2d_29 (Conv2D)             (None, 14, 14, 96)   82944       ['activation_28[0][0]']          \n","                                                                                                  \n"," batch_normalization_26 (BatchN  (None, 14, 14, 384)  1152       ['conv2d_26[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_29 (BatchN  (None, 14, 14, 96)  288         ['conv2d_29[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_26 (Activation)     (None, 14, 14, 384)  0           ['batch_normalization_26[0][0]'] \n","                                                                                                  \n"," activation_29 (Activation)     (None, 14, 14, 96)   0           ['batch_normalization_29[0][0]'] \n","                                                                                                  \n"," max_pooling2d_2 (MaxPooling2D)  (None, 14, 14, 288)  0          ['mixed2[0][0]']                 \n","                                                                                                  \n"," mixed3 (Concatenate)           (None, 14, 14, 768)  0           ['activation_26[0][0]',          \n","                                                                  'activation_29[0][0]',          \n","                                                                  'max_pooling2d_2[0][0]']        \n","                                                                                                  \n"," conv2d_34 (Conv2D)             (None, 14, 14, 128)  98304       ['mixed3[0][0]']                 \n","                                                                                                  \n"," batch_normalization_34 (BatchN  (None, 14, 14, 128)  384        ['conv2d_34[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_34 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_34[0][0]'] \n","                                                                                                  \n"," conv2d_35 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_34[0][0]']          \n","                                                                                                  \n"," batch_normalization_35 (BatchN  (None, 14, 14, 128)  384        ['conv2d_35[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_35 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_35[0][0]'] \n","                                                                                                  \n"," conv2d_31 (Conv2D)             (None, 14, 14, 128)  98304       ['mixed3[0][0]']                 \n","                                                                                                  \n"," conv2d_36 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_35[0][0]']          \n","                                                                                                  \n"," batch_normalization_31 (BatchN  (None, 14, 14, 128)  384        ['conv2d_31[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_36 (BatchN  (None, 14, 14, 128)  384        ['conv2d_36[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_31 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_31[0][0]'] \n","                                                                                                  \n"," activation_36 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_36[0][0]'] \n","                                                                                                  \n"," conv2d_32 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_31[0][0]']          \n","                                                                                                  \n"," conv2d_37 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_36[0][0]']          \n","                                                                                                  \n"," batch_normalization_32 (BatchN  (None, 14, 14, 128)  384        ['conv2d_32[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_37 (BatchN  (None, 14, 14, 128)  384        ['conv2d_37[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_32 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_32[0][0]'] \n","                                                                                                  \n"," activation_37 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_37[0][0]'] \n","                                                                                                  \n"," average_pooling2d_3 (AveragePo  (None, 14, 14, 768)  0          ['mixed3[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_30 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed3[0][0]']                 \n","                                                                                                  \n"," conv2d_33 (Conv2D)             (None, 14, 14, 192)  172032      ['activation_32[0][0]']          \n","                                                                                                  \n"," conv2d_38 (Conv2D)             (None, 14, 14, 192)  172032      ['activation_37[0][0]']          \n","                                                                                                  \n"," conv2d_39 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_3[0][0]']    \n","                                                                                                  \n"," batch_normalization_30 (BatchN  (None, 14, 14, 192)  576        ['conv2d_30[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_33 (BatchN  (None, 14, 14, 192)  576        ['conv2d_33[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_38 (BatchN  (None, 14, 14, 192)  576        ['conv2d_38[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_39 (BatchN  (None, 14, 14, 192)  576        ['conv2d_39[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_30 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_30[0][0]'] \n","                                                                                                  \n"," activation_33 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_33[0][0]'] \n","                                                                                                  \n"," activation_38 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_38[0][0]'] \n","                                                                                                  \n"," activation_39 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_39[0][0]'] \n","                                                                                                  \n"," mixed4 (Concatenate)           (None, 14, 14, 768)  0           ['activation_30[0][0]',          \n","                                                                  'activation_33[0][0]',          \n","                                                                  'activation_38[0][0]',          \n","                                                                  'activation_39[0][0]']          \n","                                                                                                  \n"," conv2d_44 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed4[0][0]']                 \n","                                                                                                  \n"," batch_normalization_44 (BatchN  (None, 14, 14, 160)  480        ['conv2d_44[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_44 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_44[0][0]'] \n","                                                                                                  \n"," conv2d_45 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_44[0][0]']          \n","                                                                                                  \n"," batch_normalization_45 (BatchN  (None, 14, 14, 160)  480        ['conv2d_45[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_45 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_45[0][0]'] \n","                                                                                                  \n"," conv2d_41 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed4[0][0]']                 \n","                                                                                                  \n"," conv2d_46 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_45[0][0]']          \n","                                                                                                  \n"," batch_normalization_41 (BatchN  (None, 14, 14, 160)  480        ['conv2d_41[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_46 (BatchN  (None, 14, 14, 160)  480        ['conv2d_46[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_41 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_41[0][0]'] \n","                                                                                                  \n"," activation_46 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_46[0][0]'] \n","                                                                                                  \n"," conv2d_42 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_41[0][0]']          \n","                                                                                                  \n"," conv2d_47 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_46[0][0]']          \n","                                                                                                  \n"," batch_normalization_42 (BatchN  (None, 14, 14, 160)  480        ['conv2d_42[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_47 (BatchN  (None, 14, 14, 160)  480        ['conv2d_47[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_42 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_42[0][0]'] \n","                                                                                                  \n"," activation_47 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_47[0][0]'] \n","                                                                                                  \n"," average_pooling2d_4 (AveragePo  (None, 14, 14, 768)  0          ['mixed4[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_40 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed4[0][0]']                 \n","                                                                                                  \n"," conv2d_43 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_42[0][0]']          \n","                                                                                                  \n"," conv2d_48 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_47[0][0]']          \n","                                                                                                  \n"," conv2d_49 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_4[0][0]']    \n","                                                                                                  \n"," batch_normalization_40 (BatchN  (None, 14, 14, 192)  576        ['conv2d_40[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_43 (BatchN  (None, 14, 14, 192)  576        ['conv2d_43[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_48 (BatchN  (None, 14, 14, 192)  576        ['conv2d_48[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_49 (BatchN  (None, 14, 14, 192)  576        ['conv2d_49[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_40 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_40[0][0]'] \n","                                                                                                  \n"," activation_43 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_43[0][0]'] \n","                                                                                                  \n"," activation_48 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_48[0][0]'] \n","                                                                                                  \n"," activation_49 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_49[0][0]'] \n","                                                                                                  \n"," mixed5 (Concatenate)           (None, 14, 14, 768)  0           ['activation_40[0][0]',          \n","                                                                  'activation_43[0][0]',          \n","                                                                  'activation_48[0][0]',          \n","                                                                  'activation_49[0][0]']          \n","                                                                                                  \n"," conv2d_54 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed5[0][0]']                 \n","                                                                                                  \n"," batch_normalization_54 (BatchN  (None, 14, 14, 160)  480        ['conv2d_54[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_54 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_54[0][0]'] \n","                                                                                                  \n"," conv2d_55 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_54[0][0]']          \n","                                                                                                  \n"," batch_normalization_55 (BatchN  (None, 14, 14, 160)  480        ['conv2d_55[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_55 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_55[0][0]'] \n","                                                                                                  \n"," conv2d_51 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed5[0][0]']                 \n","                                                                                                  \n"," conv2d_56 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_55[0][0]']          \n","                                                                                                  \n"," batch_normalization_51 (BatchN  (None, 14, 14, 160)  480        ['conv2d_51[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_56 (BatchN  (None, 14, 14, 160)  480        ['conv2d_56[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_51 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_51[0][0]'] \n","                                                                                                  \n"," activation_56 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_56[0][0]'] \n","                                                                                                  \n"," conv2d_52 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_51[0][0]']          \n","                                                                                                  \n"," conv2d_57 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_56[0][0]']          \n","                                                                                                  \n"," batch_normalization_52 (BatchN  (None, 14, 14, 160)  480        ['conv2d_52[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_57 (BatchN  (None, 14, 14, 160)  480        ['conv2d_57[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_52 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_52[0][0]'] \n","                                                                                                  \n"," activation_57 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_57[0][0]'] \n","                                                                                                  \n"," average_pooling2d_5 (AveragePo  (None, 14, 14, 768)  0          ['mixed5[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_50 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed5[0][0]']                 \n","                                                                                                  \n"," conv2d_53 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_52[0][0]']          \n","                                                                                                  \n"," conv2d_58 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_57[0][0]']          \n","                                                                                                  \n"," conv2d_59 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_5[0][0]']    \n","                                                                                                  \n"," batch_normalization_50 (BatchN  (None, 14, 14, 192)  576        ['conv2d_50[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_53 (BatchN  (None, 14, 14, 192)  576        ['conv2d_53[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_58 (BatchN  (None, 14, 14, 192)  576        ['conv2d_58[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_59 (BatchN  (None, 14, 14, 192)  576        ['conv2d_59[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_50 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_50[0][0]'] \n","                                                                                                  \n"," activation_53 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_53[0][0]'] \n","                                                                                                  \n"," activation_58 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_58[0][0]'] \n","                                                                                                  \n"," activation_59 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_59[0][0]'] \n","                                                                                                  \n"," mixed6 (Concatenate)           (None, 14, 14, 768)  0           ['activation_50[0][0]',          \n","                                                                  'activation_53[0][0]',          \n","                                                                  'activation_58[0][0]',          \n","                                                                  'activation_59[0][0]']          \n","                                                                                                  \n"," conv2d_64 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed6[0][0]']                 \n","                                                                                                  \n"," batch_normalization_64 (BatchN  (None, 14, 14, 192)  576        ['conv2d_64[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_64 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_64[0][0]'] \n","                                                                                                  \n"," conv2d_65 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_64[0][0]']          \n","                                                                                                  \n"," batch_normalization_65 (BatchN  (None, 14, 14, 192)  576        ['conv2d_65[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_65 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_65[0][0]'] \n","                                                                                                  \n"," conv2d_61 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed6[0][0]']                 \n","                                                                                                  \n"," conv2d_66 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_65[0][0]']          \n","                                                                                                  \n"," batch_normalization_61 (BatchN  (None, 14, 14, 192)  576        ['conv2d_61[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_66 (BatchN  (None, 14, 14, 192)  576        ['conv2d_66[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_61 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_61[0][0]'] \n","                                                                                                  \n"," activation_66 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_66[0][0]'] \n","                                                                                                  \n"," conv2d_62 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_61[0][0]']          \n","                                                                                                  \n"," conv2d_67 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_66[0][0]']          \n","                                                                                                  \n"," batch_normalization_62 (BatchN  (None, 14, 14, 192)  576        ['conv2d_62[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_67 (BatchN  (None, 14, 14, 192)  576        ['conv2d_67[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_62 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_62[0][0]'] \n","                                                                                                  \n"," activation_67 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_67[0][0]'] \n","                                                                                                  \n"," average_pooling2d_6 (AveragePo  (None, 14, 14, 768)  0          ['mixed6[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_60 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed6[0][0]']                 \n","                                                                                                  \n"," conv2d_63 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_62[0][0]']          \n","                                                                                                  \n"," conv2d_68 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_67[0][0]']          \n","                                                                                                  \n"," conv2d_69 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_6[0][0]']    \n","                                                                                                  \n"," batch_normalization_60 (BatchN  (None, 14, 14, 192)  576        ['conv2d_60[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_63 (BatchN  (None, 14, 14, 192)  576        ['conv2d_63[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_68 (BatchN  (None, 14, 14, 192)  576        ['conv2d_68[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_69 (BatchN  (None, 14, 14, 192)  576        ['conv2d_69[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_60 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_60[0][0]'] \n","                                                                                                  \n"," activation_63 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_63[0][0]'] \n","                                                                                                  \n"," activation_68 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_68[0][0]'] \n","                                                                                                  \n"," activation_69 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_69[0][0]'] \n","                                                                                                  \n"," mixed7 (Concatenate)           (None, 14, 14, 768)  0           ['activation_60[0][0]',          \n","                                                                  'activation_63[0][0]',          \n","                                                                  'activation_68[0][0]',          \n","                                                                  'activation_69[0][0]']          \n","                                                                                                  \n"," conv2d_72 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed7[0][0]']                 \n","                                                                                                  \n"," batch_normalization_72 (BatchN  (None, 14, 14, 192)  576        ['conv2d_72[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_72 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_72[0][0]'] \n","                                                                                                  \n"," conv2d_73 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_72[0][0]']          \n","                                                                                                  \n"," batch_normalization_73 (BatchN  (None, 14, 14, 192)  576        ['conv2d_73[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_73 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_73[0][0]'] \n","                                                                                                  \n"," conv2d_70 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed7[0][0]']                 \n","                                                                                                  \n"," conv2d_74 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_73[0][0]']          \n","                                                                                                  \n"," batch_normalization_70 (BatchN  (None, 14, 14, 192)  576        ['conv2d_70[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_74 (BatchN  (None, 14, 14, 192)  576        ['conv2d_74[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_70 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_70[0][0]'] \n","                                                                                                  \n"," activation_74 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_74[0][0]'] \n","                                                                                                  \n"," conv2d_71 (Conv2D)             (None, 6, 6, 320)    552960      ['activation_70[0][0]']          \n","                                                                                                  \n"," conv2d_75 (Conv2D)             (None, 6, 6, 192)    331776      ['activation_74[0][0]']          \n","                                                                                                  \n"," batch_normalization_71 (BatchN  (None, 6, 6, 320)   960         ['conv2d_71[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_75 (BatchN  (None, 6, 6, 192)   576         ['conv2d_75[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_71 (Activation)     (None, 6, 6, 320)    0           ['batch_normalization_71[0][0]'] \n","                                                                                                  \n"," activation_75 (Activation)     (None, 6, 6, 192)    0           ['batch_normalization_75[0][0]'] \n","                                                                                                  \n"," max_pooling2d_3 (MaxPooling2D)  (None, 6, 6, 768)   0           ['mixed7[0][0]']                 \n","                                                                                                  \n"," mixed8 (Concatenate)           (None, 6, 6, 1280)   0           ['activation_71[0][0]',          \n","                                                                  'activation_75[0][0]',          \n","                                                                  'max_pooling2d_3[0][0]']        \n","                                                                                                  \n"," conv2d_80 (Conv2D)             (None, 6, 6, 448)    573440      ['mixed8[0][0]']                 \n","                                                                                                  \n"," batch_normalization_80 (BatchN  (None, 6, 6, 448)   1344        ['conv2d_80[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_80 (Activation)     (None, 6, 6, 448)    0           ['batch_normalization_80[0][0]'] \n","                                                                                                  \n"," conv2d_77 (Conv2D)             (None, 6, 6, 384)    491520      ['mixed8[0][0]']                 \n","                                                                                                  \n"," conv2d_81 (Conv2D)             (None, 6, 6, 384)    1548288     ['activation_80[0][0]']          \n","                                                                                                  \n"," batch_normalization_77 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_77[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_81 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_81[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_77 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_77[0][0]'] \n","                                                                                                  \n"," activation_81 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_81[0][0]'] \n","                                                                                                  \n"," conv2d_78 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_77[0][0]']          \n","                                                                                                  \n"," conv2d_79 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_77[0][0]']          \n","                                                                                                  \n"," conv2d_82 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_81[0][0]']          \n","                                                                                                  \n"," conv2d_83 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_81[0][0]']          \n","                                                                                                  \n"," average_pooling2d_7 (AveragePo  (None, 6, 6, 1280)  0           ['mixed8[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_76 (Conv2D)             (None, 6, 6, 320)    409600      ['mixed8[0][0]']                 \n","                                                                                                  \n"," batch_normalization_78 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_78[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_79 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_79[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_82 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_82[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_83 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_83[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," conv2d_84 (Conv2D)             (None, 6, 6, 192)    245760      ['average_pooling2d_7[0][0]']    \n","                                                                                                  \n"," batch_normalization_76 (BatchN  (None, 6, 6, 320)   960         ['conv2d_76[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_78 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_78[0][0]'] \n","                                                                                                  \n"," activation_79 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_79[0][0]'] \n","                                                                                                  \n"," activation_82 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_82[0][0]'] \n","                                                                                                  \n"," activation_83 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_83[0][0]'] \n","                                                                                                  \n"," batch_normalization_84 (BatchN  (None, 6, 6, 192)   576         ['conv2d_84[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_76 (Activation)     (None, 6, 6, 320)    0           ['batch_normalization_76[0][0]'] \n","                                                                                                  \n"," mixed9_0 (Concatenate)         (None, 6, 6, 768)    0           ['activation_78[0][0]',          \n","                                                                  'activation_79[0][0]']          \n","                                                                                                  \n"," concatenate (Concatenate)      (None, 6, 6, 768)    0           ['activation_82[0][0]',          \n","                                                                  'activation_83[0][0]']          \n","                                                                                                  \n"," activation_84 (Activation)     (None, 6, 6, 192)    0           ['batch_normalization_84[0][0]'] \n","                                                                                                  \n"," mixed9 (Concatenate)           (None, 6, 6, 2048)   0           ['activation_76[0][0]',          \n","                                                                  'mixed9_0[0][0]',               \n","                                                                  'concatenate[0][0]',            \n","                                                                  'activation_84[0][0]']          \n","                                                                                                  \n"," conv2d_89 (Conv2D)             (None, 6, 6, 448)    917504      ['mixed9[0][0]']                 \n","                                                                                                  \n"," batch_normalization_89 (BatchN  (None, 6, 6, 448)   1344        ['conv2d_89[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_89 (Activation)     (None, 6, 6, 448)    0           ['batch_normalization_89[0][0]'] \n","                                                                                                  \n"," conv2d_86 (Conv2D)             (None, 6, 6, 384)    786432      ['mixed9[0][0]']                 \n","                                                                                                  \n"," conv2d_90 (Conv2D)             (None, 6, 6, 384)    1548288     ['activation_89[0][0]']          \n","                                                                                                  \n"," batch_normalization_86 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_86[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_90 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_90[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_86 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_86[0][0]'] \n","                                                                                                  \n"," activation_90 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_90[0][0]'] \n","                                                                                                  \n"," conv2d_87 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_86[0][0]']          \n","                                                                                                  \n"," conv2d_88 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_86[0][0]']          \n","                                                                                                  \n"," conv2d_91 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_90[0][0]']          \n","                                                                                                  \n"," conv2d_92 (Conv2D)             (None, 6, 6, 384)    442368      ['activation_90[0][0]']          \n","                                                                                                  \n"," average_pooling2d_8 (AveragePo  (None, 6, 6, 2048)  0           ['mixed9[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_85 (Conv2D)             (None, 6, 6, 320)    655360      ['mixed9[0][0]']                 \n","                                                                                                  \n"," batch_normalization_87 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_87[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_88 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_88[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_91 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_91[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_92 (BatchN  (None, 6, 6, 384)   1152        ['conv2d_92[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," conv2d_93 (Conv2D)             (None, 6, 6, 192)    393216      ['average_pooling2d_8[0][0]']    \n","                                                                                                  \n"," batch_normalization_85 (BatchN  (None, 6, 6, 320)   960         ['conv2d_85[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_87 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_87[0][0]'] \n","                                                                                                  \n"," activation_88 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_88[0][0]'] \n","                                                                                                  \n"," activation_91 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_91[0][0]'] \n","                                                                                                  \n"," activation_92 (Activation)     (None, 6, 6, 384)    0           ['batch_normalization_92[0][0]'] \n","                                                                                                  \n"," batch_normalization_93 (BatchN  (None, 6, 6, 192)   576         ['conv2d_93[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_85 (Activation)     (None, 6, 6, 320)    0           ['batch_normalization_85[0][0]'] \n","                                                                                                  \n"," mixed9_1 (Concatenate)         (None, 6, 6, 768)    0           ['activation_87[0][0]',          \n","                                                                  'activation_88[0][0]']          \n","                                                                                                  \n"," concatenate_1 (Concatenate)    (None, 6, 6, 768)    0           ['activation_91[0][0]',          \n","                                                                  'activation_92[0][0]']          \n","                                                                                                  \n"," activation_93 (Activation)     (None, 6, 6, 192)    0           ['batch_normalization_93[0][0]'] \n","                                                                                                  \n"," mixed10 (Concatenate)          (None, 6, 6, 2048)   0           ['activation_85[0][0]',          \n","                                                                  'mixed9_1[0][0]',               \n","                                                                  'concatenate_1[0][0]',          \n","                                                                  'activation_93[0][0]']          \n","                                                                                                  \n","==================================================================================================\n","Total params: 21,802,784\n","Trainable params: 0\n","Non-trainable params: 21,802,784\n","__________________________________________________________________________________________________\n"]}]},{"cell_type":"code","source":["def output_of_last_layer(pre_trained_model):\n","  \"\"\"\n","  Gets the last layer output of a model\n","  \n","  Args:\n","    pre_trained_model (tf.keras Model): model to get the last layer output from\n","    \n","  Returns:\n","    last_output: output of the model's last layer \n","  \"\"\"\n","\n","  last_desired_layer = pre_trained_model.get_layer('mixed7')\n","  print('last layer output shape: ', last_desired_layer.output_shape)\n","  last_output = last_desired_layer.output\n","  print('last layer output: ', last_output)\n","\n","  return last_output"],"metadata":{"id":"DOAyeYSx1z4R"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["last_output = output_of_last_layer(pre_trained_model)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V-z16Cpo12kv","executionInfo":{"status":"ok","timestamp":1684591619372,"user_tz":-180,"elapsed":424,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"4d2a0520-bfde-4abd-f77f-ba7d7712dee2"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["last layer output shape:  (None, 14, 14, 768)\n","last layer output:  KerasTensor(type_spec=TensorSpec(shape=(None, 14, 14, 768), dtype=tf.float32, name=None), name='mixed7/concat:0', description=\"created by layer 'mixed7'\")\n"]}]},{"cell_type":"code","source":["def create_final_model(pre_trained_model, last_output):\n","  \"\"\"\n","  Appends a custom model to a pre-trained model\n","  \n","  Args:\n","    pre_trained_model (tf.keras Model): model that will accept the train/test inputs\n","    last_output (tensor): last layer output of the pre-trained model\n","    \n","  Returns:\n","    model: the combined model\n","  \"\"\"\n","  # Flatten the output layer to 1 dimension\n","  x = layers.Flatten()(last_output)\n","  # Add a fully connected layer with 256 hidden units and ReLU activation\n","  x = layers.Dense(256, activation='relu')(x) \n","  # Add a final sigmoid layer for classification\n","  x = layers.Dense(39, activation='sigmoid')(x)        \n","\n","  # Create the complete model by using the Model class\n","  model = Model(inputs=pre_trained_model.input, outputs=x)\n","\n","  # Compile the model\n","  model.compile(optimizer = tf.keras.optimizers.Adam(learning_rate=0.0001), \n","                loss = 'categorical_crossentropy',\n","                metrics = ['accuracy'])\n","  \n","  return model"],"metadata":{"id":"eeU93UPn14N0"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Save the model in a variable\n","model = create_final_model(pre_trained_model, last_output)\n","\n","# Inspect parameters\n","total_params = model.count_params()\n","num_trainable_params = sum([w.shape.num_elements() for w in model.trainable_weights])\n","\n","print(f\"There are {total_params:,} total parameters in this model.\")\n","print(f\"There are {num_trainable_params:,} trainable parameters in this model.\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gJapNk4J16wz","executionInfo":{"status":"ok","timestamp":1684591622383,"user_tz":-180,"elapsed":2,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"f2132b13-b544-4cfc-b7f9-303f251a51a8"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["There are 47,520,711 total parameters in this model.\n","There are 38,545,447 trainable parameters in this model.\n"]}]},{"cell_type":"code","source":["# Define a Callback class that stops training once accuracy reaches 99.95%\n","class AccuracyCallback(tf.keras.callbacks.Callback):\n","    def on_epoch_end(self, epoch, logs={}):\n","        if(logs.get('accuracy')>0.9995):\n","            print(\"\\nReached 99.95% accuracy so cancelling training!\")\n","            self.model.stop_training = True"],"metadata":{"id":"4D3Mmm7n19Bf"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["cp_path ='/content/drive/My Drive/EE468 Project/model/hakan_test/checkpoints/epoch{epoch:02d}.h5'\n","\n","# Define callbacks\n","acc_callback = AccuracyCallback()\n","# Save model every 3 epoch in hdf5 format\n","cp_callback = tf.keras.callbacks.ModelCheckpoint(filepath=cp_path,\n","                                                 period=3,\n","                                                 monitor=\"accuracy\",\n","                                                 )"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jMmQiD_z1_er","executionInfo":{"status":"ok","timestamp":1684591625088,"user_tz":-180,"elapsed":2,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"7c0f20b3-ca03-49e4-df28-709870b3d7ea"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:`period` argument is deprecated. Please use `save_freq` to specify the frequency in number of batches seen.\n"]}]},{"cell_type":"code","source":["history = model.fit(train_gen,\n","                    validation_data = val_gen,\n","                    epochs = 21,\n","                    verbose = 1,\n","                    callbacks=[acc_callback, cp_callback],\n","                    )"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"InJmoOfs2QOl","executionInfo":{"status":"ok","timestamp":1684603137041,"user_tz":-180,"elapsed":11510739,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"536213bd-bef0-49d8-8af0-2980814c1f59"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/21\n","976/976 [==============================] - 557s 556ms/step - loss: 0.7255 - accuracy: 0.8060 - val_loss: 0.4202 - val_accuracy: 0.8729\n","Epoch 2/21\n","976/976 [==============================] - 535s 548ms/step - loss: 0.3045 - accuracy: 0.9058 - val_loss: 0.3031 - val_accuracy: 0.9059\n","Epoch 3/21\n","976/976 [==============================] - 545s 558ms/step - loss: 0.2478 - accuracy: 0.9207 - val_loss: 0.4094 - val_accuracy: 0.8712\n","Epoch 4/21\n","976/976 [==============================] - 537s 550ms/step - loss: 0.2151 - accuracy: 0.9298 - val_loss: 0.2115 - val_accuracy: 0.9301\n","Epoch 5/21\n","976/976 [==============================] - 536s 549ms/step - loss: 0.2016 - accuracy: 0.9342 - val_loss: 0.2520 - val_accuracy: 0.9239\n","Epoch 6/21\n","976/976 [==============================] - 540s 553ms/step - loss: 0.1824 - accuracy: 0.9397 - val_loss: 0.2545 - val_accuracy: 0.9243\n","Epoch 7/21\n","976/976 [==============================] - 540s 553ms/step - loss: 0.1673 - accuracy: 0.9457 - val_loss: 0.2202 - val_accuracy: 0.9351\n","Epoch 8/21\n","976/976 [==============================] - 540s 552ms/step - loss: 0.1657 - accuracy: 0.9452 - val_loss: 0.2024 - val_accuracy: 0.9353\n","Epoch 9/21\n","976/976 [==============================] - 542s 555ms/step - loss: 0.1513 - accuracy: 0.9504 - val_loss: 0.1972 - val_accuracy: 0.9422\n","Epoch 10/21\n","976/976 [==============================] - 542s 555ms/step - loss: 0.1498 - accuracy: 0.9513 - val_loss: 0.1923 - val_accuracy: 0.9381\n","Epoch 11/21\n","976/976 [==============================] - 544s 557ms/step - loss: 0.1435 - accuracy: 0.9528 - val_loss: 0.1715 - val_accuracy: 0.9446\n","Epoch 12/21\n","976/976 [==============================] - 538s 551ms/step - loss: 0.1334 - accuracy: 0.9549 - val_loss: 0.1685 - val_accuracy: 0.9466\n","Epoch 13/21\n","976/976 [==============================] - 548s 561ms/step - loss: 0.1279 - accuracy: 0.9570 - val_loss: 0.1197 - val_accuracy: 0.9619\n","Epoch 14/21\n","976/976 [==============================] - 548s 561ms/step - loss: 0.1191 - accuracy: 0.9590 - val_loss: 0.1584 - val_accuracy: 0.9483\n","Epoch 15/21\n","976/976 [==============================] - 547s 560ms/step - loss: 0.1209 - accuracy: 0.9594 - val_loss: 0.2074 - val_accuracy: 0.9371\n","Epoch 16/21\n","976/976 [==============================] - 535s 548ms/step - loss: 0.1162 - accuracy: 0.9609 - val_loss: 0.1424 - val_accuracy: 0.9538\n","Epoch 17/21\n","976/976 [==============================] - 552s 565ms/step - loss: 0.1142 - accuracy: 0.9618 - val_loss: 0.1735 - val_accuracy: 0.9461\n","Epoch 18/21\n","976/976 [==============================] - 546s 559ms/step - loss: 0.1133 - accuracy: 0.9625 - val_loss: 0.1526 - val_accuracy: 0.9498\n","Epoch 19/21\n","976/976 [==============================] - 547s 560ms/step - loss: 0.1028 - accuracy: 0.9656 - val_loss: 0.1655 - val_accuracy: 0.9490\n","Epoch 20/21\n","976/976 [==============================] - 540s 554ms/step - loss: 0.1045 - accuracy: 0.9660 - val_loss: 0.1476 - val_accuracy: 0.9539\n","Epoch 21/21\n","976/976 [==============================] - 539s 552ms/step - loss: 0.1035 - accuracy: 0.9649 - val_loss: 0.1122 - val_accuracy: 0.9618\n"]}]},{"cell_type":"code","source":["model.save('/content/drive/My Drive/EE468 Project/model/hakan_test/trained_models/inception_v3_mixed7.h5')"],"metadata":{"id":"TnO_Ygni2TcL"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Resume Training From Checkpoint"],"metadata":{"id":"zKLdWolb2bXu"}},{"cell_type":"code","source":["# Define the train, validation, and test base directories\n","train_dir = '/content/data_splits/train/'\n","val_dir = '/content/data_splits/validation/'\n","test_dir = '/content/data_splits/test/'"],"metadata":{"id":"mnwJTkUs2fQh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# Instantiate the ImageDataGenerator for train, validation, and test\n","train_datagen = ImageDataGenerator(rescale=1.0/255.0,\n","                                     rotation_range=50,\n","                                     width_shift_range=0.25,\n","                                     height_shift_range=0.25,\n","                                     shear_range=0.2,\n","                                     zoom_range=0.2,\n","                                     horizontal_flip=True,\n","                                     fill_mode='nearest')\n","  \n","val_datagen = ImageDataGenerator(rescale=1.0/255.0,)\n","\n","test_datagen = ImageDataGenerator(rescale=1.0/255.0,)"],"metadata":{"id":"tPIfs2EE2goh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["train_gen = train_datagen.flow_from_directory(directory=train_dir,\n","                                              batch_size=32,\n","                                              class_mode='categorical',\n","                                              target_size=(256, 256))\n","\n","val_gen = val_datagen.flow_from_directory(directory=val_dir, \n","                                                 batch_size=32, \n","                                                 class_mode='categorical',\n","                                                 target_size=(256, 256))\n","\n","test_gen = test_datagen.flow_from_directory(directory=test_dir,\n","                                            batch_size=32,\n","                                            class_mode='categorical',\n","                                            target_size=(256, 256))"],"metadata":{"id":"LELhK4Ro2itc","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1684761815768,"user_tz":-180,"elapsed":612,"user":{"displayName":"Hakan Taştan","userId":"05753896623759361619"}},"outputId":"a8983378-011a-4902-9917-8a087cdab9c3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Found 31231 images belonging to 39 classes.\n","Found 10407 images belonging to 39 classes.\n","Found 10407 images belonging to 39 classes.\n"]}]},{"cell_type":"code","source":["# Model path\n","resumed_model_path = '/content/drive/My Drive/EE468 Project/model/hakan_test/checkpoints/epoch110.h5'\n","\n","# Load the model\n","resumed_model = tf.keras.models.load_model(resumed_model_path)\n","\n","# Print the model summary\n","resumed_model.summary()"],"metadata":{"id":"i53TcHww2lCK","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1684761831618,"user_tz":-180,"elapsed":15852,"user":{"displayName":"Hakan Taştan","userId":"05753896623759361619"}},"outputId":"35a571bb-2585-4fab-ca90-0557faef5af0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Model: \"model\"\n","__________________________________________________________________________________________________\n"," Layer (type)                   Output Shape         Param #     Connected to                     \n","==================================================================================================\n"," input_1 (InputLayer)           [(None, 256, 256, 3  0           []                               \n","                                )]                                                                \n","                                                                                                  \n"," conv2d (Conv2D)                (None, 127, 127, 32  864         ['input_1[0][0]']                \n","                                )                                                                 \n","                                                                                                  \n"," batch_normalization (BatchNorm  (None, 127, 127, 32  96         ['conv2d[0][0]']                 \n"," alization)                     )                                                                 \n","                                                                                                  \n"," activation (Activation)        (None, 127, 127, 32  0           ['batch_normalization[0][0]']    \n","                                )                                                                 \n","                                                                                                  \n"," conv2d_1 (Conv2D)              (None, 125, 125, 32  9216        ['activation[0][0]']             \n","                                )                                                                 \n","                                                                                                  \n"," batch_normalization_1 (BatchNo  (None, 125, 125, 32  96         ['conv2d_1[0][0]']               \n"," rmalization)                   )                                                                 \n","                                                                                                  \n"," activation_1 (Activation)      (None, 125, 125, 32  0           ['batch_normalization_1[0][0]']  \n","                                )                                                                 \n","                                                                                                  \n"," conv2d_2 (Conv2D)              (None, 125, 125, 64  18432       ['activation_1[0][0]']           \n","                                )                                                                 \n","                                                                                                  \n"," batch_normalization_2 (BatchNo  (None, 125, 125, 64  192        ['conv2d_2[0][0]']               \n"," rmalization)                   )                                                                 \n","                                                                                                  \n"," activation_2 (Activation)      (None, 125, 125, 64  0           ['batch_normalization_2[0][0]']  \n","                                )                                                                 \n","                                                                                                  \n"," max_pooling2d (MaxPooling2D)   (None, 62, 62, 64)   0           ['activation_2[0][0]']           \n","                                                                                                  \n"," conv2d_3 (Conv2D)              (None, 62, 62, 80)   5120        ['max_pooling2d[0][0]']          \n","                                                                                                  \n"," batch_normalization_3 (BatchNo  (None, 62, 62, 80)  240         ['conv2d_3[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_3 (Activation)      (None, 62, 62, 80)   0           ['batch_normalization_3[0][0]']  \n","                                                                                                  \n"," conv2d_4 (Conv2D)              (None, 60, 60, 192)  138240      ['activation_3[0][0]']           \n","                                                                                                  \n"," batch_normalization_4 (BatchNo  (None, 60, 60, 192)  576        ['conv2d_4[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_4 (Activation)      (None, 60, 60, 192)  0           ['batch_normalization_4[0][0]']  \n","                                                                                                  \n"," max_pooling2d_1 (MaxPooling2D)  (None, 29, 29, 192)  0          ['activation_4[0][0]']           \n","                                                                                                  \n"," conv2d_8 (Conv2D)              (None, 29, 29, 64)   12288       ['max_pooling2d_1[0][0]']        \n","                                                                                                  \n"," batch_normalization_8 (BatchNo  (None, 29, 29, 64)  192         ['conv2d_8[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_8 (Activation)      (None, 29, 29, 64)   0           ['batch_normalization_8[0][0]']  \n","                                                                                                  \n"," conv2d_6 (Conv2D)              (None, 29, 29, 48)   9216        ['max_pooling2d_1[0][0]']        \n","                                                                                                  \n"," conv2d_9 (Conv2D)              (None, 29, 29, 96)   55296       ['activation_8[0][0]']           \n","                                                                                                  \n"," batch_normalization_6 (BatchNo  (None, 29, 29, 48)  144         ['conv2d_6[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," batch_normalization_9 (BatchNo  (None, 29, 29, 96)  288         ['conv2d_9[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," activation_6 (Activation)      (None, 29, 29, 48)   0           ['batch_normalization_6[0][0]']  \n","                                                                                                  \n"," activation_9 (Activation)      (None, 29, 29, 96)   0           ['batch_normalization_9[0][0]']  \n","                                                                                                  \n"," average_pooling2d (AveragePool  (None, 29, 29, 192)  0          ['max_pooling2d_1[0][0]']        \n"," ing2D)                                                                                           \n","                                                                                                  \n"," conv2d_5 (Conv2D)              (None, 29, 29, 64)   12288       ['max_pooling2d_1[0][0]']        \n","                                                                                                  \n"," conv2d_7 (Conv2D)              (None, 29, 29, 64)   76800       ['activation_6[0][0]']           \n","                                                                                                  \n"," conv2d_10 (Conv2D)             (None, 29, 29, 96)   82944       ['activation_9[0][0]']           \n","                                                                                                  \n"," conv2d_11 (Conv2D)             (None, 29, 29, 32)   6144        ['average_pooling2d[0][0]']      \n","                                                                                                  \n"," batch_normalization_5 (BatchNo  (None, 29, 29, 64)  192         ['conv2d_5[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," batch_normalization_7 (BatchNo  (None, 29, 29, 64)  192         ['conv2d_7[0][0]']               \n"," rmalization)                                                                                     \n","                                                                                                  \n"," batch_normalization_10 (BatchN  (None, 29, 29, 96)  288         ['conv2d_10[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_11 (BatchN  (None, 29, 29, 32)  96          ['conv2d_11[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_5 (Activation)      (None, 29, 29, 64)   0           ['batch_normalization_5[0][0]']  \n","                                                                                                  \n"," activation_7 (Activation)      (None, 29, 29, 64)   0           ['batch_normalization_7[0][0]']  \n","                                                                                                  \n"," activation_10 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_10[0][0]'] \n","                                                                                                  \n"," activation_11 (Activation)     (None, 29, 29, 32)   0           ['batch_normalization_11[0][0]'] \n","                                                                                                  \n"," mixed0 (Concatenate)           (None, 29, 29, 256)  0           ['activation_5[0][0]',           \n","                                                                  'activation_7[0][0]',           \n","                                                                  'activation_10[0][0]',          \n","                                                                  'activation_11[0][0]']          \n","                                                                                                  \n"," conv2d_15 (Conv2D)             (None, 29, 29, 64)   16384       ['mixed0[0][0]']                 \n","                                                                                                  \n"," batch_normalization_15 (BatchN  (None, 29, 29, 64)  192         ['conv2d_15[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_15 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_15[0][0]'] \n","                                                                                                  \n"," conv2d_13 (Conv2D)             (None, 29, 29, 48)   12288       ['mixed0[0][0]']                 \n","                                                                                                  \n"," conv2d_16 (Conv2D)             (None, 29, 29, 96)   55296       ['activation_15[0][0]']          \n","                                                                                                  \n"," batch_normalization_13 (BatchN  (None, 29, 29, 48)  144         ['conv2d_13[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_16 (BatchN  (None, 29, 29, 96)  288         ['conv2d_16[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_13 (Activation)     (None, 29, 29, 48)   0           ['batch_normalization_13[0][0]'] \n","                                                                                                  \n"," activation_16 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_16[0][0]'] \n","                                                                                                  \n"," average_pooling2d_1 (AveragePo  (None, 29, 29, 256)  0          ['mixed0[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_12 (Conv2D)             (None, 29, 29, 64)   16384       ['mixed0[0][0]']                 \n","                                                                                                  \n"," conv2d_14 (Conv2D)             (None, 29, 29, 64)   76800       ['activation_13[0][0]']          \n","                                                                                                  \n"," conv2d_17 (Conv2D)             (None, 29, 29, 96)   82944       ['activation_16[0][0]']          \n","                                                                                                  \n"," conv2d_18 (Conv2D)             (None, 29, 29, 64)   16384       ['average_pooling2d_1[0][0]']    \n","                                                                                                  \n"," batch_normalization_12 (BatchN  (None, 29, 29, 64)  192         ['conv2d_12[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_14 (BatchN  (None, 29, 29, 64)  192         ['conv2d_14[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_17 (BatchN  (None, 29, 29, 96)  288         ['conv2d_17[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_18 (BatchN  (None, 29, 29, 64)  192         ['conv2d_18[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_12 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_12[0][0]'] \n","                                                                                                  \n"," activation_14 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_14[0][0]'] \n","                                                                                                  \n"," activation_17 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_17[0][0]'] \n","                                                                                                  \n"," activation_18 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_18[0][0]'] \n","                                                                                                  \n"," mixed1 (Concatenate)           (None, 29, 29, 288)  0           ['activation_12[0][0]',          \n","                                                                  'activation_14[0][0]',          \n","                                                                  'activation_17[0][0]',          \n","                                                                  'activation_18[0][0]']          \n","                                                                                                  \n"," conv2d_22 (Conv2D)             (None, 29, 29, 64)   18432       ['mixed1[0][0]']                 \n","                                                                                                  \n"," batch_normalization_22 (BatchN  (None, 29, 29, 64)  192         ['conv2d_22[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_22 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_22[0][0]'] \n","                                                                                                  \n"," conv2d_20 (Conv2D)             (None, 29, 29, 48)   13824       ['mixed1[0][0]']                 \n","                                                                                                  \n"," conv2d_23 (Conv2D)             (None, 29, 29, 96)   55296       ['activation_22[0][0]']          \n","                                                                                                  \n"," batch_normalization_20 (BatchN  (None, 29, 29, 48)  144         ['conv2d_20[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_23 (BatchN  (None, 29, 29, 96)  288         ['conv2d_23[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_20 (Activation)     (None, 29, 29, 48)   0           ['batch_normalization_20[0][0]'] \n","                                                                                                  \n"," activation_23 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_23[0][0]'] \n","                                                                                                  \n"," average_pooling2d_2 (AveragePo  (None, 29, 29, 288)  0          ['mixed1[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_19 (Conv2D)             (None, 29, 29, 64)   18432       ['mixed1[0][0]']                 \n","                                                                                                  \n"," conv2d_21 (Conv2D)             (None, 29, 29, 64)   76800       ['activation_20[0][0]']          \n","                                                                                                  \n"," conv2d_24 (Conv2D)             (None, 29, 29, 96)   82944       ['activation_23[0][0]']          \n","                                                                                                  \n"," conv2d_25 (Conv2D)             (None, 29, 29, 64)   18432       ['average_pooling2d_2[0][0]']    \n","                                                                                                  \n"," batch_normalization_19 (BatchN  (None, 29, 29, 64)  192         ['conv2d_19[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_21 (BatchN  (None, 29, 29, 64)  192         ['conv2d_21[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_24 (BatchN  (None, 29, 29, 96)  288         ['conv2d_24[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_25 (BatchN  (None, 29, 29, 64)  192         ['conv2d_25[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_19 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_19[0][0]'] \n","                                                                                                  \n"," activation_21 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_21[0][0]'] \n","                                                                                                  \n"," activation_24 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_24[0][0]'] \n","                                                                                                  \n"," activation_25 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_25[0][0]'] \n","                                                                                                  \n"," mixed2 (Concatenate)           (None, 29, 29, 288)  0           ['activation_19[0][0]',          \n","                                                                  'activation_21[0][0]',          \n","                                                                  'activation_24[0][0]',          \n","                                                                  'activation_25[0][0]']          \n","                                                                                                  \n"," conv2d_27 (Conv2D)             (None, 29, 29, 64)   18432       ['mixed2[0][0]']                 \n","                                                                                                  \n"," batch_normalization_27 (BatchN  (None, 29, 29, 64)  192         ['conv2d_27[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_27 (Activation)     (None, 29, 29, 64)   0           ['batch_normalization_27[0][0]'] \n","                                                                                                  \n"," conv2d_28 (Conv2D)             (None, 29, 29, 96)   55296       ['activation_27[0][0]']          \n","                                                                                                  \n"," batch_normalization_28 (BatchN  (None, 29, 29, 96)  288         ['conv2d_28[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_28 (Activation)     (None, 29, 29, 96)   0           ['batch_normalization_28[0][0]'] \n","                                                                                                  \n"," conv2d_26 (Conv2D)             (None, 14, 14, 384)  995328      ['mixed2[0][0]']                 \n","                                                                                                  \n"," conv2d_29 (Conv2D)             (None, 14, 14, 96)   82944       ['activation_28[0][0]']          \n","                                                                                                  \n"," batch_normalization_26 (BatchN  (None, 14, 14, 384)  1152       ['conv2d_26[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_29 (BatchN  (None, 14, 14, 96)  288         ['conv2d_29[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_26 (Activation)     (None, 14, 14, 384)  0           ['batch_normalization_26[0][0]'] \n","                                                                                                  \n"," activation_29 (Activation)     (None, 14, 14, 96)   0           ['batch_normalization_29[0][0]'] \n","                                                                                                  \n"," max_pooling2d_2 (MaxPooling2D)  (None, 14, 14, 288)  0          ['mixed2[0][0]']                 \n","                                                                                                  \n"," mixed3 (Concatenate)           (None, 14, 14, 768)  0           ['activation_26[0][0]',          \n","                                                                  'activation_29[0][0]',          \n","                                                                  'max_pooling2d_2[0][0]']        \n","                                                                                                  \n"," conv2d_34 (Conv2D)             (None, 14, 14, 128)  98304       ['mixed3[0][0]']                 \n","                                                                                                  \n"," batch_normalization_34 (BatchN  (None, 14, 14, 128)  384        ['conv2d_34[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_34 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_34[0][0]'] \n","                                                                                                  \n"," conv2d_35 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_34[0][0]']          \n","                                                                                                  \n"," batch_normalization_35 (BatchN  (None, 14, 14, 128)  384        ['conv2d_35[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_35 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_35[0][0]'] \n","                                                                                                  \n"," conv2d_31 (Conv2D)             (None, 14, 14, 128)  98304       ['mixed3[0][0]']                 \n","                                                                                                  \n"," conv2d_36 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_35[0][0]']          \n","                                                                                                  \n"," batch_normalization_31 (BatchN  (None, 14, 14, 128)  384        ['conv2d_31[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_36 (BatchN  (None, 14, 14, 128)  384        ['conv2d_36[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_31 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_31[0][0]'] \n","                                                                                                  \n"," activation_36 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_36[0][0]'] \n","                                                                                                  \n"," conv2d_32 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_31[0][0]']          \n","                                                                                                  \n"," conv2d_37 (Conv2D)             (None, 14, 14, 128)  114688      ['activation_36[0][0]']          \n","                                                                                                  \n"," batch_normalization_32 (BatchN  (None, 14, 14, 128)  384        ['conv2d_32[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_37 (BatchN  (None, 14, 14, 128)  384        ['conv2d_37[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_32 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_32[0][0]'] \n","                                                                                                  \n"," activation_37 (Activation)     (None, 14, 14, 128)  0           ['batch_normalization_37[0][0]'] \n","                                                                                                  \n"," average_pooling2d_3 (AveragePo  (None, 14, 14, 768)  0          ['mixed3[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_30 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed3[0][0]']                 \n","                                                                                                  \n"," conv2d_33 (Conv2D)             (None, 14, 14, 192)  172032      ['activation_32[0][0]']          \n","                                                                                                  \n"," conv2d_38 (Conv2D)             (None, 14, 14, 192)  172032      ['activation_37[0][0]']          \n","                                                                                                  \n"," conv2d_39 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_3[0][0]']    \n","                                                                                                  \n"," batch_normalization_30 (BatchN  (None, 14, 14, 192)  576        ['conv2d_30[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_33 (BatchN  (None, 14, 14, 192)  576        ['conv2d_33[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_38 (BatchN  (None, 14, 14, 192)  576        ['conv2d_38[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_39 (BatchN  (None, 14, 14, 192)  576        ['conv2d_39[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_30 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_30[0][0]'] \n","                                                                                                  \n"," activation_33 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_33[0][0]'] \n","                                                                                                  \n"," activation_38 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_38[0][0]'] \n","                                                                                                  \n"," activation_39 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_39[0][0]'] \n","                                                                                                  \n"," mixed4 (Concatenate)           (None, 14, 14, 768)  0           ['activation_30[0][0]',          \n","                                                                  'activation_33[0][0]',          \n","                                                                  'activation_38[0][0]',          \n","                                                                  'activation_39[0][0]']          \n","                                                                                                  \n"," conv2d_44 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed4[0][0]']                 \n","                                                                                                  \n"," batch_normalization_44 (BatchN  (None, 14, 14, 160)  480        ['conv2d_44[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_44 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_44[0][0]'] \n","                                                                                                  \n"," conv2d_45 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_44[0][0]']          \n","                                                                                                  \n"," batch_normalization_45 (BatchN  (None, 14, 14, 160)  480        ['conv2d_45[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_45 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_45[0][0]'] \n","                                                                                                  \n"," conv2d_41 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed4[0][0]']                 \n","                                                                                                  \n"," conv2d_46 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_45[0][0]']          \n","                                                                                                  \n"," batch_normalization_41 (BatchN  (None, 14, 14, 160)  480        ['conv2d_41[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_46 (BatchN  (None, 14, 14, 160)  480        ['conv2d_46[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_41 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_41[0][0]'] \n","                                                                                                  \n"," activation_46 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_46[0][0]'] \n","                                                                                                  \n"," conv2d_42 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_41[0][0]']          \n","                                                                                                  \n"," conv2d_47 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_46[0][0]']          \n","                                                                                                  \n"," batch_normalization_42 (BatchN  (None, 14, 14, 160)  480        ['conv2d_42[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_47 (BatchN  (None, 14, 14, 160)  480        ['conv2d_47[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_42 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_42[0][0]'] \n","                                                                                                  \n"," activation_47 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_47[0][0]'] \n","                                                                                                  \n"," average_pooling2d_4 (AveragePo  (None, 14, 14, 768)  0          ['mixed4[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_40 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed4[0][0]']                 \n","                                                                                                  \n"," conv2d_43 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_42[0][0]']          \n","                                                                                                  \n"," conv2d_48 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_47[0][0]']          \n","                                                                                                  \n"," conv2d_49 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_4[0][0]']    \n","                                                                                                  \n"," batch_normalization_40 (BatchN  (None, 14, 14, 192)  576        ['conv2d_40[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_43 (BatchN  (None, 14, 14, 192)  576        ['conv2d_43[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_48 (BatchN  (None, 14, 14, 192)  576        ['conv2d_48[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_49 (BatchN  (None, 14, 14, 192)  576        ['conv2d_49[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_40 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_40[0][0]'] \n","                                                                                                  \n"," activation_43 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_43[0][0]'] \n","                                                                                                  \n"," activation_48 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_48[0][0]'] \n","                                                                                                  \n"," activation_49 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_49[0][0]'] \n","                                                                                                  \n"," mixed5 (Concatenate)           (None, 14, 14, 768)  0           ['activation_40[0][0]',          \n","                                                                  'activation_43[0][0]',          \n","                                                                  'activation_48[0][0]',          \n","                                                                  'activation_49[0][0]']          \n","                                                                                                  \n"," conv2d_54 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed5[0][0]']                 \n","                                                                                                  \n"," batch_normalization_54 (BatchN  (None, 14, 14, 160)  480        ['conv2d_54[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_54 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_54[0][0]'] \n","                                                                                                  \n"," conv2d_55 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_54[0][0]']          \n","                                                                                                  \n"," batch_normalization_55 (BatchN  (None, 14, 14, 160)  480        ['conv2d_55[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_55 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_55[0][0]'] \n","                                                                                                  \n"," conv2d_51 (Conv2D)             (None, 14, 14, 160)  122880      ['mixed5[0][0]']                 \n","                                                                                                  \n"," conv2d_56 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_55[0][0]']          \n","                                                                                                  \n"," batch_normalization_51 (BatchN  (None, 14, 14, 160)  480        ['conv2d_51[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_56 (BatchN  (None, 14, 14, 160)  480        ['conv2d_56[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_51 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_51[0][0]'] \n","                                                                                                  \n"," activation_56 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_56[0][0]'] \n","                                                                                                  \n"," conv2d_52 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_51[0][0]']          \n","                                                                                                  \n"," conv2d_57 (Conv2D)             (None, 14, 14, 160)  179200      ['activation_56[0][0]']          \n","                                                                                                  \n"," batch_normalization_52 (BatchN  (None, 14, 14, 160)  480        ['conv2d_52[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_57 (BatchN  (None, 14, 14, 160)  480        ['conv2d_57[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_52 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_52[0][0]'] \n","                                                                                                  \n"," activation_57 (Activation)     (None, 14, 14, 160)  0           ['batch_normalization_57[0][0]'] \n","                                                                                                  \n"," average_pooling2d_5 (AveragePo  (None, 14, 14, 768)  0          ['mixed5[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_50 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed5[0][0]']                 \n","                                                                                                  \n"," conv2d_53 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_52[0][0]']          \n","                                                                                                  \n"," conv2d_58 (Conv2D)             (None, 14, 14, 192)  215040      ['activation_57[0][0]']          \n","                                                                                                  \n"," conv2d_59 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_5[0][0]']    \n","                                                                                                  \n"," batch_normalization_50 (BatchN  (None, 14, 14, 192)  576        ['conv2d_50[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_53 (BatchN  (None, 14, 14, 192)  576        ['conv2d_53[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_58 (BatchN  (None, 14, 14, 192)  576        ['conv2d_58[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_59 (BatchN  (None, 14, 14, 192)  576        ['conv2d_59[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_50 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_50[0][0]'] \n","                                                                                                  \n"," activation_53 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_53[0][0]'] \n","                                                                                                  \n"," activation_58 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_58[0][0]'] \n","                                                                                                  \n"," activation_59 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_59[0][0]'] \n","                                                                                                  \n"," mixed6 (Concatenate)           (None, 14, 14, 768)  0           ['activation_50[0][0]',          \n","                                                                  'activation_53[0][0]',          \n","                                                                  'activation_58[0][0]',          \n","                                                                  'activation_59[0][0]']          \n","                                                                                                  \n"," conv2d_64 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed6[0][0]']                 \n","                                                                                                  \n"," batch_normalization_64 (BatchN  (None, 14, 14, 192)  576        ['conv2d_64[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_64 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_64[0][0]'] \n","                                                                                                  \n"," conv2d_65 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_64[0][0]']          \n","                                                                                                  \n"," batch_normalization_65 (BatchN  (None, 14, 14, 192)  576        ['conv2d_65[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_65 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_65[0][0]'] \n","                                                                                                  \n"," conv2d_61 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed6[0][0]']                 \n","                                                                                                  \n"," conv2d_66 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_65[0][0]']          \n","                                                                                                  \n"," batch_normalization_61 (BatchN  (None, 14, 14, 192)  576        ['conv2d_61[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_66 (BatchN  (None, 14, 14, 192)  576        ['conv2d_66[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_61 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_61[0][0]'] \n","                                                                                                  \n"," activation_66 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_66[0][0]'] \n","                                                                                                  \n"," conv2d_62 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_61[0][0]']          \n","                                                                                                  \n"," conv2d_67 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_66[0][0]']          \n","                                                                                                  \n"," batch_normalization_62 (BatchN  (None, 14, 14, 192)  576        ['conv2d_62[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_67 (BatchN  (None, 14, 14, 192)  576        ['conv2d_67[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_62 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_62[0][0]'] \n","                                                                                                  \n"," activation_67 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_67[0][0]'] \n","                                                                                                  \n"," average_pooling2d_6 (AveragePo  (None, 14, 14, 768)  0          ['mixed6[0][0]']                 \n"," oling2D)                                                                                         \n","                                                                                                  \n"," conv2d_60 (Conv2D)             (None, 14, 14, 192)  147456      ['mixed6[0][0]']                 \n","                                                                                                  \n"," conv2d_63 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_62[0][0]']          \n","                                                                                                  \n"," conv2d_68 (Conv2D)             (None, 14, 14, 192)  258048      ['activation_67[0][0]']          \n","                                                                                                  \n"," conv2d_69 (Conv2D)             (None, 14, 14, 192)  147456      ['average_pooling2d_6[0][0]']    \n","                                                                                                  \n"," batch_normalization_60 (BatchN  (None, 14, 14, 192)  576        ['conv2d_60[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_63 (BatchN  (None, 14, 14, 192)  576        ['conv2d_63[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_68 (BatchN  (None, 14, 14, 192)  576        ['conv2d_68[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," batch_normalization_69 (BatchN  (None, 14, 14, 192)  576        ['conv2d_69[0][0]']              \n"," ormalization)                                                                                    \n","                                                                                                  \n"," activation_60 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_60[0][0]'] \n","                                                                                                  \n"," activation_63 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_63[0][0]'] \n","                                                                                                  \n"," activation_68 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_68[0][0]'] \n","                                                                                                  \n"," activation_69 (Activation)     (None, 14, 14, 192)  0           ['batch_normalization_69[0][0]'] \n","                                                                                                  \n"," mixed7 (Concatenate)           (None, 14, 14, 768)  0           ['activation_60[0][0]',          \n","                                                                  'activation_63[0][0]',          \n","                                                                  'activation_68[0][0]',          \n","                                                                  'activation_69[0][0]']          \n","                                                                                                  \n"," flatten (Flatten)              (None, 150528)       0           ['mixed7[0][0]']                 \n","                                                                                                  \n"," dense (Dense)                  (None, 256)          38535424    ['flatten[0][0]']                \n","                                                                                                  \n"," dense_1 (Dense)                (None, 39)           10023       ['dense[0][0]']                  \n","                                                                                                  \n","==================================================================================================\n","Total params: 47,520,711\n","Trainable params: 38,545,447\n","Non-trainable params: 8,975,264\n","__________________________________________________________________________________________________\n"]}]},{"cell_type":"code","source":["# Print the model optimizer\n","resumed_model.optimizer"],"metadata":{"id":"5AlZzbj-2mzU","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1684696830234,"user_tz":-180,"elapsed":26,"user":{"displayName":"Hakan Taştan","userId":"13083128104332701634"}},"outputId":"0462e7fc-8920-454d-fcfe-d3baeedc6134"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<keras.optimizers.adam.Adam at 0x7f529a7e6ce0>"]},"metadata":{},"execution_count":8}]},{"cell_type":"code","source":["# Define a Callback class that stops training once accuracy reaches 99.95%\n","class AccuracyCallback(tf.keras.callbacks.Callback):\n","    def on_epoch_end(self, epoch, logs={}):\n","        if(logs.get('accuracy')>0.9995):\n","            print(\"\\nReached 99.95% accuracy so cancelling training!\")\n","            self.model.stop_training = True"],"metadata":{"id":"_wx8jaNE3AIG"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["cp_path ='/content/drive/My Drive/EE468 Project/model/hakan_test/checkpoints/epoch{epoch:02d}.h5'\n","\n","# Define callbacks\n","acc_callback = AccuracyCallback()\n","# Save model every 3 epoch in hdf5 format\n","cp_callback = tf.keras.callbacks.ModelCheckpoint(filepath=cp_path,\n","                                                 period=3,\n","                                                 monitor=\"accuracy\",\n","                                                 )"],"metadata":{"id":"FjXn81U525vH","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1684736650531,"user_tz":-180,"elapsed":17,"user":{"displayName":"MUHAMMET HAKAN TAŞTAN","userId":"02717307810296945775"}},"outputId":"a89ddedb-c5e0-465d-8cf7-663df4f3fc1f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:`period` argument is deprecated. Please use `save_freq` to specify the frequency in number of batches seen.\n"]}]},{"cell_type":"code","source":["# Recompile the model just to be sure that the optimizer state has been restored properly.\n","resumed_model.compile(optimizer = tf.keras.optimizers.Adam(learning_rate=0.00001),\n","              loss = 'categorical_crossentropy',\n","              metrics = ['accuracy'])"],"metadata":{"id":"JvrUXbG43DKb"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["history = resumed_model.fit(train_gen,\n","                    validation_data = val_gen,\n","                    epochs = 120,\n","                    verbose = 1,\n","                    callbacks=[acc_callback, cp_callback],\n","                    initial_epoch=105\n","                    )"],"metadata":{"id":"iIDs7BmQ3Ftp","colab":{"base_uri":"https://localhost:8080/"},"outputId":"a67798c7-53af-4a44-e3b6-b6af01e3b98e"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 106/120\n","976/976 [==============================] - 558s 568ms/step - loss: 0.0280 - accuracy: 0.9905 - val_loss: 0.0571 - val_accuracy: 0.9830\n","Epoch 107/120\n","976/976 [==============================] - 565s 578ms/step - loss: 0.0229 - accuracy: 0.9920 - val_loss: 0.0568 - val_accuracy: 0.9829\n","Epoch 108/120\n","976/976 [==============================] - 565s 579ms/step - loss: 0.0259 - accuracy: 0.9914 - val_loss: 0.0563 - val_accuracy: 0.9832\n","Epoch 109/120\n","976/976 [==============================] - 562s 576ms/step - loss: 0.0235 - accuracy: 0.9915 - val_loss: 0.0559 - val_accuracy: 0.9834\n","Epoch 110/120\n","976/976 [==============================] - 565s 579ms/step - loss: 0.0254 - accuracy: 0.9913 - val_loss: 0.0558 - val_accuracy: 0.9833\n","Epoch 111/120\n","319/976 [========>.....................] - ETA: 5:50 - loss: 0.0221 - accuracy: 0.9925"]}]},{"cell_type":"code","source":["# Define the Model path\n","save_path = '/content/drive/My Drive/EE468 Project/model/hakan_test/trained_models/inception_v3_mixed7.h5'\n","\n","# Save the Model\n","resumed_model.save(save_path)"],"metadata":{"id":"Pi52PTXN3Ief"},"execution_count":null,"outputs":[]}]}