{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "1d9652a2", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Input,Dense,Conv2D,Add\n", "from tensorflow.keras.layers import SeparableConv2D,ReLU\n", "from tensorflow.keras.layers import BatchNormalization,MaxPool2D\n", "from tensorflow.keras.layers import GlobalAvgPool2D\n", "from tensorflow.keras import Model" ] }, { "cell_type": "markdown", "id": "7371133b", "metadata": {}, "source": [ "# Creating dataset" ] }, { "cell_type": "code", "execution_count": 3, "id": "eb073e64", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/home/jbrichardet/Documents/workspace/machine_learning/PDeepLearning/Images'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "folder_path = os.path.join(os.getcwd(), \"Images\")\n", "folder_path" ] }, { "cell_type": "code", "execution_count": 3, "id": "c3acffcd", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deleted 0 images\n" ] } ], "source": [ "# Remove corrupted images\n", "num_skipped = 0\n", "for fname in os.listdir(folder_path):\n", " fpath = os.path.join(folder_path, fname)\n", " for race in os.listdir(fpath):\n", " img = os.path.join(fpath, race)\n", " try:\n", " fobj = open(img, \"rb\")\n", " is_jfif = tf.compat.as_bytes(\"JFIF\") in fobj.peek(10)\n", " finally:\n", " fobj.close()\n", "\n", " if not is_jfif:\n", " num_skipped += 1\n", " # Delete corrupted image\n", " os.remove(img)\n", "\n", "print(\"Deleted %d images\" % num_skipped)" ] }, { "cell_type": "markdown", "id": "5965d383", "metadata": {}, "source": [ "# Image pipeline" ] }, { "cell_type": "code", "execution_count": 4, "id": "fc2aa8b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 20570 files belonging to 120 classes.\n", "Using 16456 files for training.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-04-21 10:31:08.055841: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:08.096980: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:08.097093: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:08.102248: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2022-04-21 10:31:08.109138: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:08.109291: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:08.109405: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:10.018142: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:10.018296: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:10.018419: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:936] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", "2022-04-21 10:31:10.025715: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 6038 MB memory: -> device: 0, name: NVIDIA GeForce RTX 3070 Ti, pci bus id: 0000:2d:00.0, compute capability: 8.6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Found 20570 files belonging to 120 classes.\n", "Using 4114 files for validation.\n" ] } ], "source": [ "input_shape=(32, 180, 180, 3)\n", "split=0.2\n", "train_ds = keras.preprocessing.image_dataset_from_directory(\n", " folder_path,\n", " label_mode='categorical',\n", " image_size=input_shape[1:3],\n", " validation_split=split,\n", " subset=\"training\",\n", " seed=42\n", ")\n", "test_ds = keras.preprocessing.image_dataset_from_directory(\n", " folder_path,\n", " label_mode='categorical',\n", " image_size=input_shape[1:3],\n", " validation_split=split,\n", " subset=\"validation\",\n", " seed=42\n", ")\n", "class_names = train_ds.class_names\n", "num_classes = len(class_names)\n", "\n", "train_ds = train_ds.prefetch(buffer_size=32)\n", "test_ds = test_ds.prefetch(buffer_size=32)\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "2aed0101", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10, 10), facecolor='white')\n", "for images, labels in train_ds.take(1):\n", " for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", " plt.title(class_names[labels[i].numpy().argmax()])\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "f04fd204", "metadata": {}, "outputs": [], "source": [ "data_augmentation = keras.Sequential(\n", " [\n", " layers.RandomFlip(\"horizontal\"),\n", " layers.RandomRotation(0.1),\n", " layers.RandomTranslation(0.1, 0.1),\n", " layers.RandomZoom(0.2)\n", " ]\n", ")\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "8bf49a13", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for images, _ in train_ds.take(1):\n", " for i in range(9):\n", " augmented_images = data_augmentation(images, training=True)\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(augmented_images[0].numpy().astype(\"uint8\"))\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "6993bdab", "metadata": {}, "outputs": [], "source": [ "def plot_acc(history, title):\n", " fig, (ax1, ax2) = plt.subplots(1,2, figsize=(20,10), facecolor='white')\n", " fig.suptitle(title)\n", " ax1.plot(history['accuracy'])\n", " ax1.plot(history['val_accuracy'])\n", " ax1.set_title('model accuracy')\n", " ax1.set_ylabel('accuracy')\n", " ax1.set_xlabel('epoch')\n", " ax1.legend(['train', 'validation'], loc='upper left')\n", "\n", " ax2.plot(history['loss'])\n", " ax2.plot(history['val_loss'])\n", " ax2.set_title('model loss')\n", " ax2.set_ylabel('loss')\n", " ax2.set_xlabel('epoch')\n", " ax2.legend(['train', 'validation'], loc='upper left')\n", " \n", " plt.show()" ] }, { "cell_type": "markdown", "id": "d27ecbd5", "metadata": {}, "source": [ "# Building the model" ] }, { "cell_type": "markdown", "id": "ec2e5074", "metadata": {}, "source": [ "## Naive approach" ] }, { "cell_type": "code", "execution_count": 28, "id": "ae1448c7", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_4\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " sequential (Sequential) (None, 180, 180, 3) 0 \n", " \n", " rescaling_7 (Rescaling) (None, 180, 180, 3) 0 \n", " \n", " conv2d_56 (Conv2D) (None, 180, 180, 16) 448 \n", " \n", " conv2d_57 (Conv2D) (None, 180, 180, 16) 2320 \n", " \n", " max_pooling2d_35 (MaxPoolin (None, 90, 90, 16) 0 \n", " g2D) \n", " \n", " conv2d_58 (Conv2D) (None, 90, 90, 32) 4640 \n", " \n", " conv2d_59 (Conv2D) (None, 90, 90, 32) 9248 \n", " \n", " max_pooling2d_36 (MaxPoolin (None, 45, 45, 32) 0 \n", " g2D) \n", " \n", " conv2d_60 (Conv2D) (None, 45, 45, 64) 18496 \n", " \n", " conv2d_61 (Conv2D) (None, 45, 45, 64) 36928 \n", " \n", " max_pooling2d_37 (MaxPoolin (None, 22, 22, 64) 0 \n", " g2D) \n", " \n", " flatten_7 (Flatten) (None, 30976) 0 \n", " \n", " dense_28 (Dense) (None, 512) 15860224 \n", " \n", " dense_29 (Dense) (None, 120) 61560 \n", " \n", "=================================================================\n", "Total params: 15,993,864\n", "Trainable params: 15,993,864\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "Epoch 1/10\n", "515/515 [==============================] - 12s 22ms/step - loss: 4.7229 - accuracy: 0.0173 - val_loss: 4.6092 - val_accuracy: 0.0292\n", "Epoch 2/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 4.4450 - accuracy: 0.0420 - val_loss: 4.3862 - val_accuracy: 0.0450\n", "Epoch 3/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 4.2637 - accuracy: 0.0602 - val_loss: 4.2591 - val_accuracy: 0.0630\n", "Epoch 4/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 4.1440 - accuracy: 0.0789 - val_loss: 4.1837 - val_accuracy: 0.0698\n", "Epoch 5/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 4.0465 - accuracy: 0.0939 - val_loss: 4.1285 - val_accuracy: 0.0836\n", "Epoch 6/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 3.9474 - accuracy: 0.1101 - val_loss: 4.1184 - val_accuracy: 0.0856\n", "Epoch 7/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 3.8539 - accuracy: 0.1254 - val_loss: 4.0606 - val_accuracy: 0.0892\n", "Epoch 8/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 3.7734 - accuracy: 0.1387 - val_loss: 4.0220 - val_accuracy: 0.1006\n", "Epoch 9/10\n", "515/515 [==============================] - 11s 22ms/step - loss: 3.6773 - accuracy: 0.1551 - val_loss: 3.9933 - val_accuracy: 0.1077\n", "Epoch 10/10\n", "515/515 [==============================] - 11s 21ms/step - loss: 3.5909 - accuracy: 0.1756 - val_loss: 3.9716 - val_accuracy: 0.1201\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_classes = len(class_names)\n", "\n", "model = Sequential([\n", " layers.Input(shape=input_shape[1:]),\n", " data_augmentation,\n", " layers.Rescaling(1./255),\n", " layers.Conv2D(16, 3, padding='same', activation='relu'),\n", " layers.Conv2D(16, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Conv2D(32, 3, padding='same', activation='relu'),\n", " layers.Conv2D(32, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Conv2D(64, 3, padding='same', activation='relu'),\n", " layers.Conv2D(64, 3, padding='same', activation='relu'),\n", " layers.MaxPooling2D(),\n", " layers.Flatten(),\n", " layers.Dense(512, activation='relu'),\n", " layers.Dense(num_classes, activation='softmax')\n", "])\n", "\n", "model.summary()\n", "\n", "model.compile(optimizer=keras.optimizers.Adam(1e-4),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "epochs=10\n", "history = model.fit(\n", " train_ds,\n", " validation_data=test_ds,\n", " epochs=epochs\n", ")\n", "\n", "plot_acc(history.history, 'Naive')" ] }, { "cell_type": "markdown", "id": "8dda0c02", "metadata": {}, "source": [ "## VGG" ] }, { "cell_type": "code", "execution_count": 7, "id": "834d20cd", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_2 (InputLayer) [(None, 180, 180, 3)] 0 \n", " \n", " sequential (Sequential) (None, 180, 180, 3) 0 \n", " \n", " rescaling_1 (Rescaling) (None, 180, 180, 3) 0 \n", " \n", " conv2d_8 (Conv2D) (None, 180, 180, 64) 1792 \n", " \n", " max_pooling2d_5 (MaxPooling (None, 90, 90, 64) 0 \n", " 2D) \n", " \n", " conv2d_9 (Conv2D) (None, 90, 90, 128) 73856 \n", " \n", " max_pooling2d_6 (MaxPooling (None, 45, 45, 128) 0 \n", " 2D) \n", " \n", " conv2d_10 (Conv2D) (None, 45, 45, 256) 295168 \n", " \n", " conv2d_11 (Conv2D) (None, 45, 45, 256) 590080 \n", " \n", " max_pooling2d_7 (MaxPooling (None, 22, 22, 256) 0 \n", " 2D) \n", " \n", " conv2d_12 (Conv2D) (None, 22, 22, 512) 1180160 \n", " \n", " conv2d_13 (Conv2D) (None, 22, 22, 512) 2359808 \n", " \n", " max_pooling2d_8 (MaxPooling (None, 11, 11, 512) 0 \n", " 2D) \n", " \n", " conv2d_14 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " conv2d_15 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " max_pooling2d_9 (MaxPooling (None, 5, 5, 512) 0 \n", " 2D) \n", " \n", " flatten_1 (Flatten) (None, 12800) 0 \n", " \n", " dense_3 (Dense) (None, 4096) 52432896 \n", " \n", " dense_4 (Dense) (None, 4096) 16781312 \n", " \n", " dense_5 (Dense) (None, 1000) 4097000 \n", " \n", " dense_6 (Dense) (None, 120) 120120 \n", " \n", "=================================================================\n", "Total params: 82,651,808\n", "Trainable params: 82,651,808\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "Epoch 1/20\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-04-06 08:37:42.505568: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8302\n", "2022-04-06 08:37:43.560128: I tensorflow/stream_executor/cuda/cuda_blas.cc:1786] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "515/515 [==============================] - 39s 70ms/step - loss: 4.7461 - accuracy: 0.0152 - val_loss: 4.6290 - val_accuracy: 0.0226\n", "Epoch 2/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.5475 - accuracy: 0.0285 - val_loss: 4.5129 - val_accuracy: 0.0355\n", "Epoch 3/20\n", "515/515 [==============================] - 35s 69ms/step - loss: 4.4399 - accuracy: 0.0388 - val_loss: 4.4099 - val_accuracy: 0.0438\n", "Epoch 4/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.3049 - accuracy: 0.0546 - val_loss: 4.3034 - val_accuracy: 0.0537\n", "Epoch 5/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.1854 - accuracy: 0.0688 - val_loss: 4.2479 - val_accuracy: 0.0605\n", "Epoch 6/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.0918 - accuracy: 0.0814 - val_loss: 4.1996 - val_accuracy: 0.0676\n", "Epoch 7/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.0064 - accuracy: 0.0924 - val_loss: 4.1304 - val_accuracy: 0.0756\n", "Epoch 8/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.9178 - accuracy: 0.1054 - val_loss: 4.0887 - val_accuracy: 0.0856\n", "Epoch 9/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.8183 - accuracy: 0.1232 - val_loss: 4.0633 - val_accuracy: 0.0921\n", "Epoch 10/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.7257 - accuracy: 0.1340 - val_loss: 4.0699 - val_accuracy: 0.0933\n", "Epoch 11/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.6130 - accuracy: 0.1552 - val_loss: 4.0616 - val_accuracy: 0.0953\n", "Epoch 12/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.5004 - accuracy: 0.1768 - val_loss: 4.0725 - val_accuracy: 0.0967\n", "Epoch 13/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.3731 - accuracy: 0.1987 - val_loss: 4.1168 - val_accuracy: 0.1045\n", "Epoch 14/20\n", "515/515 [==============================] - 36s 70ms/step - loss: 3.2281 - accuracy: 0.2229 - val_loss: 4.1983 - val_accuracy: 0.1026\n", "Epoch 15/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.0792 - accuracy: 0.2504 - val_loss: 4.2186 - val_accuracy: 0.1087\n", "Epoch 16/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.8974 - accuracy: 0.2856 - val_loss: 4.3472 - val_accuracy: 0.1055\n", "Epoch 17/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.7133 - accuracy: 0.3252 - val_loss: 4.4709 - val_accuracy: 0.1060\n", "Epoch 18/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.5279 - accuracy: 0.3681 - val_loss: 4.6526 - val_accuracy: 0.1060\n", "Epoch 19/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.3382 - accuracy: 0.4114 - val_loss: 4.8514 - val_accuracy: 0.0977\n", "Epoch 20/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.1183 - accuracy: 0.4548 - val_loss: 4.9782 - val_accuracy: 0.1023\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model_1\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_3 (InputLayer) [(None, 180, 180, 3)] 0 \n", " \n", " sequential (Sequential) (None, 180, 180, 3) 0 \n", " \n", " rescaling_2 (Rescaling) (None, 180, 180, 3) 0 \n", " \n", " conv2d_16 (Conv2D) (None, 180, 180, 64) 1792 \n", " \n", " max_pooling2d_10 (MaxPoolin (None, 90, 90, 64) 0 \n", " g2D) \n", " \n", " conv2d_17 (Conv2D) (None, 90, 90, 128) 73856 \n", " \n", " max_pooling2d_11 (MaxPoolin (None, 45, 45, 128) 0 \n", " g2D) \n", " \n", " conv2d_18 (Conv2D) (None, 45, 45, 256) 295168 \n", " \n", " conv2d_19 (Conv2D) (None, 45, 45, 256) 590080 \n", " \n", " max_pooling2d_12 (MaxPoolin (None, 22, 22, 256) 0 \n", " g2D) \n", " \n", " conv2d_20 (Conv2D) (None, 22, 22, 512) 1180160 \n", " \n", " conv2d_21 (Conv2D) (None, 22, 22, 512) 2359808 \n", " \n", " max_pooling2d_13 (MaxPoolin (None, 11, 11, 512) 0 \n", " g2D) \n", " \n", " conv2d_22 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " conv2d_23 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " max_pooling2d_14 (MaxPoolin (None, 5, 5, 512) 0 \n", " g2D) \n", " \n", " flatten_2 (Flatten) (None, 12800) 0 \n", " \n", " dense_7 (Dense) (None, 4096) 52432896 \n", " \n", " dense_8 (Dense) (None, 4096) 16781312 \n", " \n", " dense_9 (Dense) (None, 1000) 4097000 \n", " \n", " dense_10 (Dense) (None, 120) 120120 \n", " \n", "=================================================================\n", "Total params: 82,651,808\n", "Trainable params: 82,651,808\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "Epoch 1/20\n", "515/515 [==============================] - 36s 68ms/step - loss: 4.7503 - accuracy: 0.0143 - val_loss: 4.6348 - val_accuracy: 0.0182\n", "Epoch 2/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.5344 - accuracy: 0.0310 - val_loss: 4.4576 - val_accuracy: 0.0362\n", "Epoch 3/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.3597 - accuracy: 0.0458 - val_loss: 4.3267 - val_accuracy: 0.0450\n", "Epoch 4/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.2296 - accuracy: 0.0607 - val_loss: 4.2517 - val_accuracy: 0.0622\n", "Epoch 5/20\n", "515/515 [==============================] - 35s 69ms/step - loss: 4.1284 - accuracy: 0.0745 - val_loss: 4.1855 - val_accuracy: 0.0707\n", "Epoch 6/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.0339 - accuracy: 0.0884 - val_loss: 4.1485 - val_accuracy: 0.0812\n", "Epoch 7/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.9374 - accuracy: 0.1004 - val_loss: 4.1229 - val_accuracy: 0.0853\n", "Epoch 8/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.8438 - accuracy: 0.1165 - val_loss: 4.0719 - val_accuracy: 0.0955\n", "Epoch 9/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.7441 - accuracy: 0.1334 - val_loss: 4.0395 - val_accuracy: 0.0967\n", "Epoch 10/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.6296 - accuracy: 0.1509 - val_loss: 4.0618 - val_accuracy: 0.1004\n", "Epoch 11/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.5259 - accuracy: 0.1694 - val_loss: 4.0371 - val_accuracy: 0.1060\n", "Epoch 12/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.4011 - accuracy: 0.1932 - val_loss: 4.0953 - val_accuracy: 0.1065\n", "Epoch 13/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.2559 - accuracy: 0.2177 - val_loss: 4.1680 - val_accuracy: 0.1057\n", "Epoch 14/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.1040 - accuracy: 0.2456 - val_loss: 4.1846 - val_accuracy: 0.1133\n", "Epoch 15/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.9532 - accuracy: 0.2755 - val_loss: 4.2321 - val_accuracy: 0.1142\n", "Epoch 16/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.7665 - accuracy: 0.3200 - val_loss: 4.4443 - val_accuracy: 0.1106\n", "Epoch 17/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.5827 - accuracy: 0.3510 - val_loss: 4.5001 - val_accuracy: 0.1138\n", "Epoch 18/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.3661 - accuracy: 0.4065 - val_loss: 4.7518 - val_accuracy: 0.1087\n", "Epoch 19/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.1755 - accuracy: 0.4487 - val_loss: 5.1416 - val_accuracy: 0.0999\n", "Epoch 20/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 1.9761 - accuracy: 0.4928 - val_loss: 5.1892 - val_accuracy: 0.1104\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model_2\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_4 (InputLayer) [(None, 180, 180, 3)] 0 \n", " \n", " sequential (Sequential) (None, 180, 180, 3) 0 \n", " \n", " rescaling_3 (Rescaling) (None, 180, 180, 3) 0 \n", " \n", " conv2d_24 (Conv2D) (None, 180, 180, 64) 1792 \n", " \n", " max_pooling2d_15 (MaxPoolin (None, 90, 90, 64) 0 \n", " g2D) \n", " \n", " conv2d_25 (Conv2D) (None, 90, 90, 128) 73856 \n", " \n", " max_pooling2d_16 (MaxPoolin (None, 45, 45, 128) 0 \n", " g2D) \n", " \n", " conv2d_26 (Conv2D) (None, 45, 45, 256) 295168 \n", " \n", " conv2d_27 (Conv2D) (None, 45, 45, 256) 590080 \n", " \n", " max_pooling2d_17 (MaxPoolin (None, 22, 22, 256) 0 \n", " g2D) \n", " \n", " conv2d_28 (Conv2D) (None, 22, 22, 512) 1180160 \n", " \n", " conv2d_29 (Conv2D) (None, 22, 22, 512) 2359808 \n", " \n", " max_pooling2d_18 (MaxPoolin (None, 11, 11, 512) 0 \n", " g2D) \n", " \n", " conv2d_30 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " conv2d_31 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " max_pooling2d_19 (MaxPoolin (None, 5, 5, 512) 0 \n", " g2D) \n", " \n", " flatten_3 (Flatten) (None, 12800) 0 \n", " \n", " dense_11 (Dense) (None, 4096) 52432896 \n", " \n", " dense_12 (Dense) (None, 4096) 16781312 \n", " \n", " dense_13 (Dense) (None, 1000) 4097000 \n", " \n", " dense_14 (Dense) (None, 120) 120120 \n", " \n", "=================================================================\n", "Total params: 82,651,808\n", "Trainable params: 82,651,808\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "Epoch 1/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.7670 - accuracy: 0.0139 - val_loss: 4.6745 - val_accuracy: 0.0228\n", "Epoch 2/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.5513 - accuracy: 0.0294 - val_loss: 4.4607 - val_accuracy: 0.0369\n", "Epoch 3/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.3702 - accuracy: 0.0445 - val_loss: 4.3209 - val_accuracy: 0.0489\n", "Epoch 4/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.2575 - accuracy: 0.0568 - val_loss: 4.2752 - val_accuracy: 0.0569\n", "Epoch 5/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.1826 - accuracy: 0.0661 - val_loss: 4.2525 - val_accuracy: 0.0654\n", "Epoch 6/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.1020 - accuracy: 0.0777 - val_loss: 4.1963 - val_accuracy: 0.0685\n", "Epoch 7/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 4.0368 - accuracy: 0.0871 - val_loss: 4.1754 - val_accuracy: 0.0737\n", "Epoch 8/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.9462 - accuracy: 0.1032 - val_loss: 4.1871 - val_accuracy: 0.0749\n", "Epoch 9/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.8592 - accuracy: 0.1156 - val_loss: 4.1310 - val_accuracy: 0.0819\n", "Epoch 10/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.7740 - accuracy: 0.1285 - val_loss: 4.1312 - val_accuracy: 0.0846\n", "Epoch 11/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.6610 - accuracy: 0.1468 - val_loss: 4.1329 - val_accuracy: 0.0912\n", "Epoch 12/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.5499 - accuracy: 0.1636 - val_loss: 4.1344 - val_accuracy: 0.0989\n", "Epoch 13/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.4310 - accuracy: 0.1828 - val_loss: 4.1775 - val_accuracy: 0.1028\n", "Epoch 14/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 3.2923 - accuracy: 0.2125 - val_loss: 4.2284 - val_accuracy: 0.1057\n", "Epoch 15/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.1421 - accuracy: 0.2386 - val_loss: 4.2890 - val_accuracy: 0.1055\n", "Epoch 16/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.9763 - accuracy: 0.2758 - val_loss: 4.4683 - val_accuracy: 0.1001\n", "Epoch 17/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.7914 - accuracy: 0.3109 - val_loss: 4.5472 - val_accuracy: 0.1028\n", "Epoch 18/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.6165 - accuracy: 0.3466 - val_loss: 4.6705 - val_accuracy: 0.1038\n", "Epoch 19/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 2.4072 - accuracy: 0.3954 - val_loss: 4.9135 - val_accuracy: 0.1074\n", "Epoch 20/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 2.2260 - accuracy: 0.4391 - val_loss: 5.1067 - val_accuracy: 0.1077\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model_3\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " input_5 (InputLayer) [(None, 180, 180, 3)] 0 \n", " \n", " sequential (Sequential) (None, 180, 180, 3) 0 \n", " \n", " rescaling_4 (Rescaling) (None, 180, 180, 3) 0 \n", " \n", " conv2d_32 (Conv2D) (None, 180, 180, 64) 1792 \n", " \n", " max_pooling2d_20 (MaxPoolin (None, 90, 90, 64) 0 \n", " g2D) \n", " \n", " conv2d_33 (Conv2D) (None, 90, 90, 128) 73856 \n", " \n", " max_pooling2d_21 (MaxPoolin (None, 45, 45, 128) 0 \n", " g2D) \n", " \n", " conv2d_34 (Conv2D) (None, 45, 45, 256) 295168 \n", " \n", " conv2d_35 (Conv2D) (None, 45, 45, 256) 590080 \n", " \n", " max_pooling2d_22 (MaxPoolin (None, 22, 22, 256) 0 \n", " g2D) \n", " \n", " conv2d_36 (Conv2D) (None, 22, 22, 512) 1180160 \n", " \n", " conv2d_37 (Conv2D) (None, 22, 22, 512) 2359808 \n", " \n", " max_pooling2d_23 (MaxPoolin (None, 11, 11, 512) 0 \n", " g2D) \n", " \n", " conv2d_38 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " conv2d_39 (Conv2D) (None, 11, 11, 512) 2359808 \n", " \n", " max_pooling2d_24 (MaxPoolin (None, 5, 5, 512) 0 \n", " g2D) \n", " \n", " flatten_4 (Flatten) (None, 12800) 0 \n", " \n", " dense_15 (Dense) (None, 4096) 52432896 \n", " \n", " dense_16 (Dense) (None, 4096) 16781312 \n", " \n", " dense_17 (Dense) (None, 1000) 4097000 \n", " \n", " dense_18 (Dense) (None, 120) 120120 \n", " \n", "=================================================================\n", "Total params: 82,651,808\n", "Trainable params: 82,651,808\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "Epoch 1/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 4.7417 - accuracy: 0.0141 - val_loss: 4.6152 - val_accuracy: 0.0265\n", "Epoch 2/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 4.5328 - accuracy: 0.0306 - val_loss: 4.4595 - val_accuracy: 0.0384\n", "Epoch 3/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 4.3605 - accuracy: 0.0459 - val_loss: 4.3174 - val_accuracy: 0.0540\n", "Epoch 4/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 4.2322 - accuracy: 0.0585 - val_loss: 4.2427 - val_accuracy: 0.0625\n", "Epoch 5/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 4.1384 - accuracy: 0.0718 - val_loss: 4.1954 - val_accuracy: 0.0763\n", "Epoch 6/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 4.0478 - accuracy: 0.0844 - val_loss: 4.1389 - val_accuracy: 0.0826\n", "Epoch 7/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.9677 - accuracy: 0.0986 - val_loss: 4.1335 - val_accuracy: 0.0780\n", "Epoch 8/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.8759 - accuracy: 0.1130 - val_loss: 4.0862 - val_accuracy: 0.0924\n", "Epoch 9/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.7781 - accuracy: 0.1279 - val_loss: 4.0737 - val_accuracy: 0.0946\n", "Epoch 10/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.6709 - accuracy: 0.1458 - val_loss: 4.0671 - val_accuracy: 0.1011\n", "Epoch 11/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.5494 - accuracy: 0.1637 - val_loss: 4.0682 - val_accuracy: 0.1082\n", "Epoch 12/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.4243 - accuracy: 0.1867 - val_loss: 4.1251 - val_accuracy: 0.1045\n", "Epoch 13/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.2758 - accuracy: 0.2146 - val_loss: 4.1955 - val_accuracy: 0.1011\n", "Epoch 14/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 3.1146 - accuracy: 0.2496 - val_loss: 4.2643 - val_accuracy: 0.1084\n", "Epoch 15/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 2.9464 - accuracy: 0.2799 - val_loss: 4.3239 - val_accuracy: 0.1077\n", "Epoch 16/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 2.7353 - accuracy: 0.3249 - val_loss: 4.4067 - val_accuracy: 0.1087\n", "Epoch 17/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 2.5381 - accuracy: 0.3686 - val_loss: 4.6224 - val_accuracy: 0.1043\n", "Epoch 18/20\n", "515/515 [==============================] - 36s 69ms/step - loss: 2.3275 - accuracy: 0.4137 - val_loss: 4.8668 - val_accuracy: 0.1033\n", "Epoch 19/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 2.1321 - accuracy: 0.4566 - val_loss: 5.0375 - val_accuracy: 0.1011\n", "Epoch 20/20\n", "515/515 [==============================] - 35s 68ms/step - loss: 1.9305 - accuracy: 0.5037 - val_loss: 5.2167 - val_accuracy: 0.1014\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def make_vgg(num_layers=11):\n", " inputs = layers.Input(shape=input_shape[1:])\n", " x = data_augmentation(inputs)\n", " x = layers.Rescaling(1./255)(x)\n", " x = layers.Conv2D(64, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 13:\n", " x = layers.Conv2D(64, 3, padding='same', activation='relu')(x)\n", " \n", " x = layers.MaxPooling2D()(x)\n", " \n", " x = layers.Conv2D(128, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 13:\n", " x = layers.Conv2D(128, 3, padding='same', activation='relu')(x)\n", " x = layers.MaxPooling2D()(x)\n", " \n", " x = layers.Conv2D(256, 3, padding='same', activation='relu')(x)\n", " x = layers.Conv2D(256, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 16:\n", " x = layers.Conv2D(256, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 19:\n", " x = layers.Conv2D(256, 3, padding='same', activation='relu')(x)\n", " x = layers.MaxPooling2D()(x)\n", " \n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 16:\n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 19:\n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " x = layers.MaxPooling2D()(x)\n", " \n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 16:\n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " if num_layers >= 19:\n", " x = layers.Conv2D(512, 3, padding='same', activation='relu')(x)\n", " x = layers.MaxPooling2D()(x)\n", " \n", " x = layers.Flatten()(x)\n", " x = layers.Dense(4096, activation='relu')(x)\n", " x = layers.Dense(4096, activation='relu')(x)\n", " x = layers.Dense(1000, activation='relu')(x)\n", " \n", " outputs = layers.Dense(num_classes, activation='softmax')(x)\n", " return keras.Model(inputs, outputs, f'VGG-{layers}')\n", "\n", "epochs=20\n", "architectures = [11, 13, 16, 19]\n", "\n", "for arch in architectures:\n", " tf.keras.backend.clear_session()\n", " model = make_vgg()\n", " model.summary()\n", " model.compile(optimizer=keras.optimizers.Adam(1e-5),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", " history = model.fit(\n", " train_ds,\n", " validation_data=test_ds,\n", " epochs=epochs\n", " )\n", " plot_acc(history.history, f'VGG-{arch}')\n" ] }, { "cell_type": "markdown", "id": "dfa6a39a", "metadata": {}, "source": [ "## ResNet" ] }, { "cell_type": "code", "execution_count": 12, "id": "bc869742", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"ResNet\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_1 (InputLayer) [(None, 180, 180, 3 0 [] \n", " )] \n", " \n", " sequential (Sequential) (None, 180, 180, 3) 0 ['input_1[0][0]'] \n", " \n", " rescaling (Rescaling) (None, 180, 180, 3) 0 ['sequential[0][0]'] \n", " \n", " conv2d (Conv2D) (None, 90, 90, 32) 896 ['rescaling[0][0]'] \n", " \n", " batch_normalization (BatchNorm (None, 90, 90, 32) 128 ['conv2d[0][0]'] \n", " alization) \n", " \n", " activation (Activation) (None, 90, 90, 32) 0 ['batch_normalization[0][0]'] \n", " \n", " conv2d_1 (Conv2D) (None, 90, 90, 64) 18496 ['activation[0][0]'] \n", " \n", " batch_normalization_1 (BatchNo (None, 90, 90, 64) 256 ['conv2d_1[0][0]'] \n", " rmalization) \n", " \n", " activation_1 (Activation) (None, 90, 90, 64) 0 ['batch_normalization_1[0][0]'] \n", " \n", " activation_2 (Activation) (None, 90, 90, 64) 0 ['activation_1[0][0]'] \n", " \n", " separable_conv2d (SeparableCon (None, 90, 90, 128) 8896 ['activation_2[0][0]'] \n", " v2D) \n", " \n", " batch_normalization_2 (BatchNo (None, 90, 90, 128) 512 ['separable_conv2d[0][0]'] \n", " rmalization) \n", " \n", " activation_3 (Activation) (None, 90, 90, 128) 0 ['batch_normalization_2[0][0]'] \n", " \n", " separable_conv2d_1 (SeparableC (None, 90, 90, 128) 17664 ['activation_3[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_3 (BatchNo (None, 90, 90, 128) 512 ['separable_conv2d_1[0][0]'] \n", " rmalization) \n", " \n", " max_pooling2d (MaxPooling2D) (None, 45, 45, 128) 0 ['batch_normalization_3[0][0]'] \n", " \n", " conv2d_2 (Conv2D) (None, 45, 45, 128) 8320 ['activation_1[0][0]'] \n", " \n", " add (Add) (None, 45, 45, 128) 0 ['max_pooling2d[0][0]', \n", " 'conv2d_2[0][0]'] \n", " \n", " activation_4 (Activation) (None, 45, 45, 128) 0 ['add[0][0]'] \n", " \n", " separable_conv2d_2 (SeparableC (None, 45, 45, 256) 34176 ['activation_4[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_4 (BatchNo (None, 45, 45, 256) 1024 ['separable_conv2d_2[0][0]'] \n", " rmalization) \n", " \n", " activation_5 (Activation) (None, 45, 45, 256) 0 ['batch_normalization_4[0][0]'] \n", " \n", " separable_conv2d_3 (SeparableC (None, 45, 45, 256) 68096 ['activation_5[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_5 (BatchNo (None, 45, 45, 256) 1024 ['separable_conv2d_3[0][0]'] \n", " rmalization) \n", " \n", " max_pooling2d_1 (MaxPooling2D) (None, 23, 23, 256) 0 ['batch_normalization_5[0][0]'] \n", " \n", " conv2d_3 (Conv2D) (None, 23, 23, 256) 33024 ['add[0][0]'] \n", " \n", " add_1 (Add) (None, 23, 23, 256) 0 ['max_pooling2d_1[0][0]', \n", " 'conv2d_3[0][0]'] \n", " \n", " activation_6 (Activation) (None, 23, 23, 256) 0 ['add_1[0][0]'] \n", " \n", " separable_conv2d_4 (SeparableC (None, 23, 23, 512) 133888 ['activation_6[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_6 (BatchNo (None, 23, 23, 512) 2048 ['separable_conv2d_4[0][0]'] \n", " rmalization) \n", " \n", " activation_7 (Activation) (None, 23, 23, 512) 0 ['batch_normalization_6[0][0]'] \n", " \n", " separable_conv2d_5 (SeparableC (None, 23, 23, 512) 267264 ['activation_7[0][0]'] \n", " onv2D) \n", " \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " batch_normalization_7 (BatchNo (None, 23, 23, 512) 2048 ['separable_conv2d_5[0][0]'] \n", " rmalization) \n", " \n", " max_pooling2d_2 (MaxPooling2D) (None, 12, 12, 512) 0 ['batch_normalization_7[0][0]'] \n", " \n", " conv2d_4 (Conv2D) (None, 12, 12, 512) 131584 ['add_1[0][0]'] \n", " \n", " add_2 (Add) (None, 12, 12, 512) 0 ['max_pooling2d_2[0][0]', \n", " 'conv2d_4[0][0]'] \n", " \n", " activation_8 (Activation) (None, 12, 12, 512) 0 ['add_2[0][0]'] \n", " \n", " separable_conv2d_6 (SeparableC (None, 12, 12, 728) 378072 ['activation_8[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_8 (BatchNo (None, 12, 12, 728) 2912 ['separable_conv2d_6[0][0]'] \n", " rmalization) \n", " \n", " activation_9 (Activation) (None, 12, 12, 728) 0 ['batch_normalization_8[0][0]'] \n", " \n", " separable_conv2d_7 (SeparableC (None, 12, 12, 728) 537264 ['activation_9[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_9 (BatchNo (None, 12, 12, 728) 2912 ['separable_conv2d_7[0][0]'] \n", " rmalization) \n", " \n", " max_pooling2d_3 (MaxPooling2D) (None, 6, 6, 728) 0 ['batch_normalization_9[0][0]'] \n", " \n", " conv2d_5 (Conv2D) (None, 6, 6, 728) 373464 ['add_2[0][0]'] \n", " \n", " add_3 (Add) (None, 6, 6, 728) 0 ['max_pooling2d_3[0][0]', \n", " 'conv2d_5[0][0]'] \n", " \n", " separable_conv2d_8 (SeparableC (None, 6, 6, 1024) 753048 ['add_3[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_10 (BatchN (None, 6, 6, 1024) 4096 ['separable_conv2d_8[0][0]'] \n", " ormalization) \n", " \n", " activation_10 (Activation) (None, 6, 6, 1024) 0 ['batch_normalization_10[0][0]'] \n", " \n", " global_average_pooling2d (Glob (None, 1024) 0 ['activation_10[0][0]'] \n", " alAveragePooling2D) \n", " \n", " dropout (Dropout) (None, 1024) 0 ['global_average_pooling2d[0][0]'\n", " ] \n", " \n", " dense (Dense) (None, 120) 123000 ['dropout[0][0]'] \n", " \n", "==================================================================================================\n", "Total params: 2,904,624\n", "Trainable params: 2,895,888\n", "Non-trainable params: 8,736\n", "__________________________________________________________________________________________________\n", "Epoch 1/50\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-04-07 09:55:33.539420: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8302\n", "2022-04-07 09:55:34.490055: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-04-07 09:55:34.490296: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-04-07 09:55:34.490309: W tensorflow/stream_executor/gpu/asm_compiler.cc:80] Couldn't get ptxas version string: INTERNAL: Couldn't invoke ptxas --version\n", "2022-04-07 09:55:34.490506: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-04-07 09:55:34.490532: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] INTERNAL: Failed to launch ptxas\n", "Relying on driver to perform ptx compilation. \n", "Modify $PATH to customize ptxas location.\n", "This message will be only logged once.\n", "2022-04-07 09:55:34.966571: I tensorflow/stream_executor/cuda/cuda_blas.cc:1786] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "515/515 [==============================] - 85s 147ms/step - loss: 4.7966 - accuracy: 0.0219 - val_loss: 4.7133 - val_accuracy: 0.0236\n", "Epoch 2/50\n", "515/515 [==============================] - 63s 123ms/step - loss: 4.3406 - accuracy: 0.0469 - val_loss: 4.8889 - val_accuracy: 0.0462\n", "Epoch 3/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 4.0648 - accuracy: 0.0681 - val_loss: 4.2833 - val_accuracy: 0.0554\n", "Epoch 4/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 3.8151 - accuracy: 0.1034 - val_loss: 4.1333 - val_accuracy: 0.0839\n", "Epoch 5/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 3.6053 - accuracy: 0.1342 - val_loss: 3.7595 - val_accuracy: 0.1291\n", "Epoch 6/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 3.3831 - accuracy: 0.1649 - val_loss: 4.0255 - val_accuracy: 0.1026\n", "Epoch 7/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 3.2161 - accuracy: 0.1983 - val_loss: 3.9437 - val_accuracy: 0.1480\n", "Epoch 8/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 3.0079 - accuracy: 0.2368 - val_loss: 3.7407 - val_accuracy: 0.1424\n", "Epoch 9/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 2.8146 - accuracy: 0.2728 - val_loss: 3.3098 - val_accuracy: 0.2358\n", "Epoch 10/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 2.6553 - accuracy: 0.3075 - val_loss: 2.8627 - val_accuracy: 0.2846\n", "Epoch 11/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 2.4877 - accuracy: 0.3410 - val_loss: 3.3738 - val_accuracy: 0.2547\n", "Epoch 12/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 2.3659 - accuracy: 0.3636 - val_loss: 2.6936 - val_accuracy: 0.3177\n", "Epoch 13/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 2.2400 - accuracy: 0.3931 - val_loss: 2.7011 - val_accuracy: 0.3303\n", "Epoch 14/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 2.1312 - accuracy: 0.4177 - val_loss: 2.7210 - val_accuracy: 0.3235\n", "Epoch 15/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 2.0413 - accuracy: 0.4405 - val_loss: 2.4948 - val_accuracy: 0.3751\n", "Epoch 16/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.9539 - accuracy: 0.4533 - val_loss: 2.7826 - val_accuracy: 0.3398\n", "Epoch 17/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.8708 - accuracy: 0.4785 - val_loss: 2.4247 - val_accuracy: 0.3906\n", "Epoch 18/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.8033 - accuracy: 0.4950 - val_loss: 2.3886 - val_accuracy: 0.3945\n", "Epoch 19/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.7268 - accuracy: 0.5095 - val_loss: 2.3848 - val_accuracy: 0.3879\n", "Epoch 20/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.6697 - accuracy: 0.5224 - val_loss: 2.7881 - val_accuracy: 0.3595\n", "Epoch 21/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.6228 - accuracy: 0.5374 - val_loss: 2.3037 - val_accuracy: 0.4176\n", "Epoch 22/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.5553 - accuracy: 0.5557 - val_loss: 2.3291 - val_accuracy: 0.4020\n", "Epoch 23/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.4845 - accuracy: 0.5706 - val_loss: 2.7707 - val_accuracy: 0.3965\n", "Epoch 24/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.4389 - accuracy: 0.5796 - val_loss: 3.0248 - val_accuracy: 0.3386\n", "Epoch 25/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.4056 - accuracy: 0.5869 - val_loss: 2.3693 - val_accuracy: 0.4312\n", "Epoch 26/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.3319 - accuracy: 0.6092 - val_loss: 2.3569 - val_accuracy: 0.4120\n", "Epoch 27/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.3018 - accuracy: 0.6141 - val_loss: 2.3895 - val_accuracy: 0.4329\n", "Epoch 28/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.2421 - accuracy: 0.6286 - val_loss: 2.4661 - val_accuracy: 0.4181\n", "Epoch 29/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.2104 - accuracy: 0.6403 - val_loss: 2.7470 - val_accuracy: 0.4130\n", "Epoch 30/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.1889 - accuracy: 0.6436 - val_loss: 2.6105 - val_accuracy: 0.4067\n", "Epoch 31/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.1082 - accuracy: 0.6652 - val_loss: 2.3436 - val_accuracy: 0.4511\n", "Epoch 32/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.0800 - accuracy: 0.6738 - val_loss: 2.6726 - val_accuracy: 0.4171\n", "Epoch 33/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 1.0476 - accuracy: 0.6773 - val_loss: 2.7742 - val_accuracy: 0.3965\n", "Epoch 34/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 1.0184 - accuracy: 0.6939 - val_loss: 2.6075 - val_accuracy: 0.4353\n", "Epoch 35/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.9749 - accuracy: 0.6977 - val_loss: 2.4309 - val_accuracy: 0.4494\n", "Epoch 36/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 0.9476 - accuracy: 0.7090 - val_loss: 2.2662 - val_accuracy: 0.4511\n", "Epoch 37/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.9069 - accuracy: 0.7195 - val_loss: 2.7511 - val_accuracy: 0.4137\n", "Epoch 38/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 0.8927 - accuracy: 0.7188 - val_loss: 3.0849 - val_accuracy: 0.3950\n", "Epoch 39/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.8490 - accuracy: 0.7344 - val_loss: 3.0947 - val_accuracy: 0.4181\n", "Epoch 40/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.8333 - accuracy: 0.7428 - val_loss: 2.3808 - val_accuracy: 0.4604\n", "Epoch 41/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 0.7984 - accuracy: 0.7492 - val_loss: 2.1317 - val_accuracy: 0.5109\n", "Epoch 42/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.7849 - accuracy: 0.7554 - val_loss: 2.8746 - val_accuracy: 0.4261\n", "Epoch 43/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 0.7529 - accuracy: 0.7676 - val_loss: 2.1464 - val_accuracy: 0.4840\n", "Epoch 44/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.7378 - accuracy: 0.7674 - val_loss: 2.3094 - val_accuracy: 0.4866\n", "Epoch 45/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.7097 - accuracy: 0.7747 - val_loss: 2.5053 - val_accuracy: 0.4497\n", "Epoch 46/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.6839 - accuracy: 0.7843 - val_loss: 2.5072 - val_accuracy: 0.4674\n", "Epoch 47/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.6765 - accuracy: 0.7924 - val_loss: 2.3492 - val_accuracy: 0.4874\n", "Epoch 48/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.6619 - accuracy: 0.7894 - val_loss: 2.8853 - val_accuracy: 0.4169\n", "Epoch 49/50\n", "515/515 [==============================] - 64s 125ms/step - loss: 0.6318 - accuracy: 0.8009 - val_loss: 2.7837 - val_accuracy: 0.4660\n", "Epoch 50/50\n", "515/515 [==============================] - 64s 124ms/step - loss: 0.6146 - accuracy: 0.8058 - val_loss: 3.1540 - val_accuracy: 0.4081\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inputs = keras.Input(shape=input_shape[1:])\n", "# Image augmentation block\n", "x = data_augmentation(inputs)\n", "\n", "# Entry block\n", "x = layers.Rescaling(1.0 / 255)(x)\n", "x = layers.Conv2D(32, 3, strides=2, padding=\"same\")(x)\n", "x = layers.BatchNormalization()(x)\n", "x = layers.Activation(\"relu\")(x)\n", "\n", "x = layers.Conv2D(64, 3, padding=\"same\")(x)\n", "x = layers.BatchNormalization()(x)\n", "x = layers.Activation(\"relu\")(x)\n", "\n", "previous_block_activation = x # Set aside residual\n", "\n", "for size in [128, 256, 512, 728]:\n", " x = layers.Activation(\"relu\")(x)\n", " x = layers.SeparableConv2D(size, 3, padding=\"same\")(x)\n", " x = layers.BatchNormalization()(x)\n", "\n", " x = layers.Activation(\"relu\")(x)\n", " x = layers.SeparableConv2D(size, 3, padding=\"same\")(x)\n", " x = layers.BatchNormalization()(x)\n", "\n", " x = layers.MaxPooling2D(3, strides=2, padding=\"same\")(x)\n", "\n", " # Project residual\n", " residual = layers.Conv2D(size, 1, strides=2, padding=\"same\")(\n", " previous_block_activation\n", " )\n", " x = layers.add([x, residual]) # Add back residual\n", " previous_block_activation = x # Set aside next residual\n", "\n", "x = layers.SeparableConv2D(1024, 3, padding=\"same\")(x)\n", "x = layers.BatchNormalization()(x)\n", "x = layers.Activation(\"relu\")(x)\n", "\n", "x = layers.GlobalAveragePooling2D()(x)\n", "\n", "x = layers.Dropout(0.5)(x)\n", "outputs = layers.Dense(num_classes, activation='softmax')(x)\n", "\n", "model = keras.Model(inputs=inputs, outputs=outputs, name='ResNet')\n", "model.summary()\n", "model.compile(optimizer=keras.optimizers.Adam(1e-3),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "epochs=50\n", "history = model.fit(\n", " train_ds,\n", " validation_data=test_ds,\n", " epochs=epochs\n", ")\n", "plot_acc(history.history, f'ResNet')" ] }, { "cell_type": "markdown", "id": "480f2031", "metadata": {}, "source": [ "## Xception" ] }, { "cell_type": "code", "execution_count": 33, "id": "42eaa154", "metadata": {}, "outputs": [], "source": [ "def conv_bn(x, filters, kernel_size, strides=1):\n", " '''Creating Conv-BatchNorm block'''\n", " x = Conv2D(filters=filters, \n", " kernel_size = kernel_size, \n", " strides=strides, \n", " padding = 'same', \n", " use_bias = False)(x)\n", " x = BatchNormalization()(x)\n", " return x\n", "\n", "def sep_bn(x, filters, kernel_size, strides=1):\n", " '''Creating separableConv-BatchNorm block'''\n", " x = SeparableConv2D(filters=filters, \n", " kernel_size = kernel_size, \n", " strides=strides, \n", " padding = 'same', \n", " use_bias = False)(x)\n", " x = BatchNormalization()(x)\n", " return x" ] }, { "cell_type": "code", "execution_count": 31, "id": "d21eaef6", "metadata": {}, "outputs": [], "source": [ "def entry_flow(x):\n", " '''entry flow'''\n", " x = conv_bn(x, filters =32, kernel_size =3, strides=2)\n", " x = ReLU()(x)\n", " x = conv_bn(x, filters =64, kernel_size =3, strides=1)\n", " x = ReLU()(x)\n", " previous_block_activation = x \n", "\n", " x = sep_bn(x, filters = 128, kernel_size =3)\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters = 128, kernel_size =3)\n", " x = MaxPool2D(pool_size=3, strides=2, padding = 'same')(x)\n", "\n", " previous_block_activation = conv_bn(previous_block_activation, filters=128, kernel_size = 1,strides=2)\n", " x = Add()([previous_block_activation,x])\n", "\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters =256, kernel_size=3)\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters =256, kernel_size=3)\n", " x = MaxPool2D(pool_size=3, strides=2, padding = 'same')(x)\n", "\n", " previous_block_activation = conv_bn(previous_block_activation, filters=256, kernel_size = 1,strides=2)\n", " x = Add()([previous_block_activation,x])\n", "\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters =728, kernel_size=3)\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters =728, kernel_size=3)\n", " x = MaxPool2D(pool_size=3, strides=2, padding = 'same')(x)\n", "\n", " previous_block_activation = conv_bn(previous_block_activation, filters=728, kernel_size = 1,strides=2)\n", " x = Add()([previous_block_activation,x])\n", " return x\n", "\n", "def middle_flow(tensor):\n", " '''Middle flow'''\n", " previous_block_activation = tensor\n", " for _ in range(8):\n", " x = ReLU()(previous_block_activation)\n", " x = sep_bn(x, filters = 728, kernel_size = 3)\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters = 728, kernel_size = 3)\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters = 728, kernel_size = 3)\n", " x = ReLU()(x)\n", " previous_block_activation = Add()([previous_block_activation,x])\n", " \n", " return previous_block_activation\n", "\n", "def exit_flow(tensor):\n", " '''Exit flow'''\n", " previous_block_activation = tensor\n", " x = ReLU()(previous_block_activation)\n", " x = sep_bn(x, filters = 728, kernel_size=3)\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters = 1024, kernel_size=3)\n", " x = MaxPool2D(pool_size = 3, strides = 2, padding ='same')(x)\n", " \n", " previous_block_activation = conv_bn(previous_block_activation, filters =1024, kernel_size=1, strides =2)\n", " x = Add()([previous_block_activation,x])\n", " \n", " x = sep_bn(x, filters = 1536, kernel_size=3)\n", " x = ReLU()(x)\n", " x = sep_bn(x, filters = 2048, kernel_size=3)\n", " x = GlobalAvgPool2D()(x)\n", " \n", " x = Dense (units = num_classes, activation = 'softmax')(x)\n", " \n", " return x" ] }, { "cell_type": "code", "execution_count": 34, "id": "afe81367", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"Xception\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_26 (InputLayer) [(None, 180, 180, 3 0 [] \n", " )] \n", " \n", " conv2d_4 (Conv2D) (None, 90, 90, 32) 864 ['input_26[0][0]'] \n", " \n", " batch_normalization_4 (BatchNo (None, 90, 90, 32) 128 ['conv2d_4[0][0]'] \n", " rmalization) \n", " \n", " re_lu (ReLU) (None, 90, 90, 32) 0 ['batch_normalization_4[0][0]'] \n", " \n", " conv2d_5 (Conv2D) (None, 90, 90, 64) 18432 ['re_lu[0][0]'] \n", " \n", " batch_normalization_5 (BatchNo (None, 90, 90, 64) 256 ['conv2d_5[0][0]'] \n", " rmalization) \n", " \n", " re_lu_1 (ReLU) (None, 90, 90, 64) 0 ['batch_normalization_5[0][0]'] \n", " \n", " separable_conv2d (SeparableCon (None, 90, 90, 128) 8768 ['re_lu_1[0][0]'] \n", " v2D) \n", " \n", " batch_normalization_6 (BatchNo (None, 90, 90, 128) 512 ['separable_conv2d[0][0]'] \n", " rmalization) \n", " \n", " re_lu_2 (ReLU) (None, 90, 90, 128) 0 ['batch_normalization_6[0][0]'] \n", " \n", " separable_conv2d_1 (SeparableC (None, 90, 90, 128) 17536 ['re_lu_2[0][0]'] \n", " onv2D) \n", " \n", " conv2d_6 (Conv2D) (None, 45, 45, 128) 8192 ['re_lu_1[0][0]'] \n", " \n", " batch_normalization_7 (BatchNo (None, 90, 90, 128) 512 ['separable_conv2d_1[0][0]'] \n", " rmalization) \n", " \n", " batch_normalization_8 (BatchNo (None, 45, 45, 128) 512 ['conv2d_6[0][0]'] \n", " rmalization) \n", " \n", " max_pooling2d_3 (MaxPooling2D) (None, 45, 45, 128) 0 ['batch_normalization_7[0][0]'] \n", " \n", " add_12 (Add) (None, 45, 45, 128) 0 ['batch_normalization_8[0][0]', \n", " 'max_pooling2d_3[0][0]'] \n", " \n", " re_lu_3 (ReLU) (None, 45, 45, 128) 0 ['add_12[0][0]'] \n", " \n", " separable_conv2d_2 (SeparableC (None, 45, 45, 256) 33920 ['re_lu_3[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_9 (BatchNo (None, 45, 45, 256) 1024 ['separable_conv2d_2[0][0]'] \n", " rmalization) \n", " \n", " re_lu_4 (ReLU) (None, 45, 45, 256) 0 ['batch_normalization_9[0][0]'] \n", " \n", " separable_conv2d_3 (SeparableC (None, 45, 45, 256) 67840 ['re_lu_4[0][0]'] \n", " onv2D) \n", " \n", " conv2d_7 (Conv2D) (None, 23, 23, 256) 32768 ['batch_normalization_8[0][0]'] \n", " \n", " batch_normalization_10 (BatchN (None, 45, 45, 256) 1024 ['separable_conv2d_3[0][0]'] \n", " ormalization) \n", " \n", " batch_normalization_11 (BatchN (None, 23, 23, 256) 1024 ['conv2d_7[0][0]'] \n", " ormalization) \n", " \n", " max_pooling2d_4 (MaxPooling2D) (None, 23, 23, 256) 0 ['batch_normalization_10[0][0]'] \n", " \n", " add_13 (Add) (None, 23, 23, 256) 0 ['batch_normalization_11[0][0]', \n", " 'max_pooling2d_4[0][0]'] \n", " \n", " re_lu_5 (ReLU) (None, 23, 23, 256) 0 ['add_13[0][0]'] \n", " \n", " separable_conv2d_4 (SeparableC (None, 23, 23, 728) 188672 ['re_lu_5[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_12 (BatchN (None, 23, 23, 728) 2912 ['separable_conv2d_4[0][0]'] \n", " ormalization) \n", " \n", " re_lu_6 (ReLU) (None, 23, 23, 728) 0 ['batch_normalization_12[0][0]'] \n", " \n", " separable_conv2d_5 (SeparableC (None, 23, 23, 728) 536536 ['re_lu_6[0][0]'] \n", " onv2D) \n", " \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " conv2d_8 (Conv2D) (None, 12, 12, 728) 186368 ['batch_normalization_11[0][0]'] \n", " \n", " batch_normalization_13 (BatchN (None, 23, 23, 728) 2912 ['separable_conv2d_5[0][0]'] \n", " ormalization) \n", " \n", " batch_normalization_14 (BatchN (None, 12, 12, 728) 2912 ['conv2d_8[0][0]'] \n", " ormalization) \n", " \n", " max_pooling2d_5 (MaxPooling2D) (None, 12, 12, 728) 0 ['batch_normalization_13[0][0]'] \n", " \n", " add_14 (Add) (None, 12, 12, 728) 0 ['batch_normalization_14[0][0]', \n", " 'max_pooling2d_5[0][0]'] \n", " \n", " re_lu_7 (ReLU) (None, 12, 12, 728) 0 ['add_14[0][0]'] \n", " \n", " separable_conv2d_6 (SeparableC (None, 12, 12, 728) 536536 ['re_lu_7[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_15 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_6[0][0]'] \n", " ormalization) \n", " \n", " re_lu_8 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_15[0][0]'] \n", " \n", " separable_conv2d_7 (SeparableC (None, 12, 12, 728) 536536 ['re_lu_8[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_16 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_7[0][0]'] \n", " ormalization) \n", " \n", " re_lu_9 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_16[0][0]'] \n", " \n", " separable_conv2d_8 (SeparableC (None, 12, 12, 728) 536536 ['re_lu_9[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_17 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_8[0][0]'] \n", " ormalization) \n", " \n", " re_lu_10 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_17[0][0]'] \n", " \n", " add_15 (Add) (None, 12, 12, 728) 0 ['add_14[0][0]', \n", " 're_lu_10[0][0]'] \n", " \n", " re_lu_11 (ReLU) (None, 12, 12, 728) 0 ['add_15[0][0]'] \n", " \n", " separable_conv2d_9 (SeparableC (None, 12, 12, 728) 536536 ['re_lu_11[0][0]'] \n", " onv2D) \n", " \n", " batch_normalization_18 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_9[0][0]'] \n", " ormalization) \n", " \n", " re_lu_12 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_18[0][0]'] \n", " \n", " separable_conv2d_10 (Separable (None, 12, 12, 728) 536536 ['re_lu_12[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_19 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_10[0][0]'] \n", " ormalization) \n", " \n", " re_lu_13 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_19[0][0]'] \n", " \n", " separable_conv2d_11 (Separable (None, 12, 12, 728) 536536 ['re_lu_13[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_20 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_11[0][0]'] \n", " ormalization) \n", " \n", " re_lu_14 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_20[0][0]'] \n", " \n", " add_16 (Add) (None, 12, 12, 728) 0 ['add_15[0][0]', \n", " 're_lu_14[0][0]'] \n", " \n", " re_lu_15 (ReLU) (None, 12, 12, 728) 0 ['add_16[0][0]'] \n", " \n", " separable_conv2d_12 (Separable (None, 12, 12, 728) 536536 ['re_lu_15[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_21 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_12[0][0]'] \n", " ormalization) \n", " \n", " re_lu_16 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_21[0][0]'] \n", " \n", " separable_conv2d_13 (Separable (None, 12, 12, 728) 536536 ['re_lu_16[0][0]'] \n", " Conv2D) \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " \n", " batch_normalization_22 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_13[0][0]'] \n", " ormalization) \n", " \n", " re_lu_17 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_22[0][0]'] \n", " \n", " separable_conv2d_14 (Separable (None, 12, 12, 728) 536536 ['re_lu_17[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_23 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_14[0][0]'] \n", " ormalization) \n", " \n", " re_lu_18 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_23[0][0]'] \n", " \n", " add_17 (Add) (None, 12, 12, 728) 0 ['add_16[0][0]', \n", " 're_lu_18[0][0]'] \n", " \n", " re_lu_19 (ReLU) (None, 12, 12, 728) 0 ['add_17[0][0]'] \n", " \n", " separable_conv2d_15 (Separable (None, 12, 12, 728) 536536 ['re_lu_19[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_24 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_15[0][0]'] \n", " ormalization) \n", " \n", " re_lu_20 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_24[0][0]'] \n", " \n", " separable_conv2d_16 (Separable (None, 12, 12, 728) 536536 ['re_lu_20[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_25 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_16[0][0]'] \n", " ormalization) \n", " \n", " re_lu_21 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_25[0][0]'] \n", " \n", " separable_conv2d_17 (Separable (None, 12, 12, 728) 536536 ['re_lu_21[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_26 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_17[0][0]'] \n", " ormalization) \n", " \n", " re_lu_22 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_26[0][0]'] \n", " \n", " add_18 (Add) (None, 12, 12, 728) 0 ['add_17[0][0]', \n", " 're_lu_22[0][0]'] \n", " \n", " re_lu_23 (ReLU) (None, 12, 12, 728) 0 ['add_18[0][0]'] \n", " \n", " separable_conv2d_18 (Separable (None, 12, 12, 728) 536536 ['re_lu_23[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_27 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_18[0][0]'] \n", " ormalization) \n", " \n", " re_lu_24 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_27[0][0]'] \n", " \n", " separable_conv2d_19 (Separable (None, 12, 12, 728) 536536 ['re_lu_24[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_28 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_19[0][0]'] \n", " ormalization) \n", " \n", " re_lu_25 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_28[0][0]'] \n", " \n", " separable_conv2d_20 (Separable (None, 12, 12, 728) 536536 ['re_lu_25[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_29 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_20[0][0]'] \n", " ormalization) \n", " \n", " re_lu_26 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_29[0][0]'] \n", " \n", " add_19 (Add) (None, 12, 12, 728) 0 ['add_18[0][0]', \n", " 're_lu_26[0][0]'] \n", " \n", " re_lu_27 (ReLU) (None, 12, 12, 728) 0 ['add_19[0][0]'] \n", " \n", " separable_conv2d_21 (Separable (None, 12, 12, 728) 536536 ['re_lu_27[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_30 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_21[0][0]'] \n", " ormalization) \n", " \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " re_lu_28 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_30[0][0]'] \n", " \n", " separable_conv2d_22 (Separable (None, 12, 12, 728) 536536 ['re_lu_28[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_31 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_22[0][0]'] \n", " ormalization) \n", " \n", " re_lu_29 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_31[0][0]'] \n", " \n", " separable_conv2d_23 (Separable (None, 12, 12, 728) 536536 ['re_lu_29[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_32 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_23[0][0]'] \n", " ormalization) \n", " \n", " re_lu_30 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_32[0][0]'] \n", " \n", " add_20 (Add) (None, 12, 12, 728) 0 ['add_19[0][0]', \n", " 're_lu_30[0][0]'] \n", " \n", " re_lu_31 (ReLU) (None, 12, 12, 728) 0 ['add_20[0][0]'] \n", " \n", " separable_conv2d_24 (Separable (None, 12, 12, 728) 536536 ['re_lu_31[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_33 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_24[0][0]'] \n", " ormalization) \n", " \n", " re_lu_32 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_33[0][0]'] \n", " \n", " separable_conv2d_25 (Separable (None, 12, 12, 728) 536536 ['re_lu_32[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_34 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_25[0][0]'] \n", " ormalization) \n", " \n", " re_lu_33 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_34[0][0]'] \n", " \n", " separable_conv2d_26 (Separable (None, 12, 12, 728) 536536 ['re_lu_33[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_35 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_26[0][0]'] \n", " ormalization) \n", " \n", " re_lu_34 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_35[0][0]'] \n", " \n", " add_21 (Add) (None, 12, 12, 728) 0 ['add_20[0][0]', \n", " 're_lu_34[0][0]'] \n", " \n", " re_lu_35 (ReLU) (None, 12, 12, 728) 0 ['add_21[0][0]'] \n", " \n", " separable_conv2d_27 (Separable (None, 12, 12, 728) 536536 ['re_lu_35[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_36 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_27[0][0]'] \n", " ormalization) \n", " \n", " re_lu_36 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_36[0][0]'] \n", " \n", " separable_conv2d_28 (Separable (None, 12, 12, 728) 536536 ['re_lu_36[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_37 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_28[0][0]'] \n", " ormalization) \n", " \n", " re_lu_37 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_37[0][0]'] \n", " \n", " separable_conv2d_29 (Separable (None, 12, 12, 728) 536536 ['re_lu_37[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_38 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_29[0][0]'] \n", " ormalization) \n", " \n", " re_lu_38 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_38[0][0]'] \n", " \n", " add_22 (Add) (None, 12, 12, 728) 0 ['add_21[0][0]', \n", " 're_lu_38[0][0]'] \n", " \n", " re_lu_39 (ReLU) (None, 12, 12, 728) 0 ['add_22[0][0]'] \n", " \n", " separable_conv2d_30 (Separable (None, 12, 12, 728) 536536 ['re_lu_39[0][0]'] \n", " Conv2D) \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " \n", " batch_normalization_39 (BatchN (None, 12, 12, 728) 2912 ['separable_conv2d_30[0][0]'] \n", " ormalization) \n", " \n", " re_lu_40 (ReLU) (None, 12, 12, 728) 0 ['batch_normalization_39[0][0]'] \n", " \n", " separable_conv2d_31 (Separable (None, 12, 12, 1024 752024 ['re_lu_40[0][0]'] \n", " Conv2D) ) \n", " \n", " conv2d_9 (Conv2D) (None, 6, 6, 1024) 745472 ['add_22[0][0]'] \n", " \n", " batch_normalization_40 (BatchN (None, 12, 12, 1024 4096 ['separable_conv2d_31[0][0]'] \n", " ormalization) ) \n", " \n", " batch_normalization_41 (BatchN (None, 6, 6, 1024) 4096 ['conv2d_9[0][0]'] \n", " ormalization) \n", " \n", " max_pooling2d_6 (MaxPooling2D) (None, 6, 6, 1024) 0 ['batch_normalization_40[0][0]'] \n", " \n", " add_23 (Add) (None, 6, 6, 1024) 0 ['batch_normalization_41[0][0]', \n", " 'max_pooling2d_6[0][0]'] \n", " \n", " separable_conv2d_32 (Separable (None, 6, 6, 1536) 1582080 ['add_23[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_42 (BatchN (None, 6, 6, 1536) 6144 ['separable_conv2d_32[0][0]'] \n", " ormalization) \n", " \n", " re_lu_41 (ReLU) (None, 6, 6, 1536) 0 ['batch_normalization_42[0][0]'] \n", " \n", " separable_conv2d_33 (Separable (None, 6, 6, 2048) 3159552 ['re_lu_41[0][0]'] \n", " Conv2D) \n", " \n", " batch_normalization_43 (BatchN (None, 6, 6, 2048) 8192 ['separable_conv2d_33[0][0]'] \n", " ormalization) \n", " \n", " global_average_pooling2d_15 (G (None, 2048) 0 ['batch_normalization_43[0][0]'] \n", " lobalAveragePooling2D) \n", " \n", " dense_50 (Dense) (None, 120) 245880 ['global_average_pooling2d_15[0][\n", " 0]'] \n", " \n", "==================================================================================================\n", "Total params: 21,107,360\n", "Trainable params: 21,052,832\n", "Non-trainable params: 54,528\n", "__________________________________________________________________________________________________\n", "Epoch 1/20\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-04-07 21:20:22.619649: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.40GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-07 21:20:22.619672: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.40GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-07 21:20:22.625807: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.50GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-07 21:20:22.625821: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.50GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-07 21:20:22.871678: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 2.34GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-07 21:20:22.871698: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 2.34GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-07 21:20:23.015314: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 2.55GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-07 21:20:23.015331: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 2.55GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 11/515 [..............................] - ETA: 1:31 - loss: 4.8049 - accuracy: 0.0000e+00" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "Input \u001b[0;32mIn [34]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m model\u001b[38;5;241m.\u001b[39mcompile(optimizer\u001b[38;5;241m=\u001b[39mkeras\u001b[38;5;241m.\u001b[39moptimizers\u001b[38;5;241m.\u001b[39mAdam(\u001b[38;5;241m1e-5\u001b[39m),\n\u001b[1;32m 9\u001b[0m loss\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcategorical_crossentropy\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 10\u001b[0m metrics\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124maccuracy\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m 11\u001b[0m epochs\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m\n\u001b[0;32m---> 12\u001b[0m history \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 13\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrain_ds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 14\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalidation_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtest_ds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 15\u001b[0m \u001b[43m \u001b[49m\u001b[43mepochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mepochs\u001b[49m\n\u001b[1;32m 16\u001b[0m \u001b[43m)\u001b[49m\n\u001b[1;32m 17\u001b[0m plot_acc(history\u001b[38;5;241m.\u001b[39mhistory, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mXception\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/utils/traceback_utils.py:64\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 62\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 63\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 65\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e: \u001b[38;5;66;03m# pylint: disable=broad-except\u001b[39;00m\n\u001b[1;32m 66\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/engine/training.py:1389\u001b[0m, in \u001b[0;36mModel.fit\u001b[0;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[1;32m 1387\u001b[0m logs \u001b[38;5;241m=\u001b[39m tmp_logs \u001b[38;5;66;03m# No error, now safe to assign to logs.\u001b[39;00m\n\u001b[1;32m 1388\u001b[0m end_step \u001b[38;5;241m=\u001b[39m step \u001b[38;5;241m+\u001b[39m data_handler\u001b[38;5;241m.\u001b[39mstep_increment\n\u001b[0;32m-> 1389\u001b[0m \u001b[43mcallbacks\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mon_train_batch_end\u001b[49m\u001b[43m(\u001b[49m\u001b[43mend_step\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1390\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstop_training:\n\u001b[1;32m 1391\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/callbacks.py:438\u001b[0m, in \u001b[0;36mCallbackList.on_train_batch_end\u001b[0;34m(self, batch, logs)\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[38;5;124;03m\"\"\"Calls the `on_train_batch_end` methods of its callbacks.\u001b[39;00m\n\u001b[1;32m 432\u001b[0m \n\u001b[1;32m 433\u001b[0m \u001b[38;5;124;03mArgs:\u001b[39;00m\n\u001b[1;32m 434\u001b[0m \u001b[38;5;124;03m batch: Integer, index of batch within the current epoch.\u001b[39;00m\n\u001b[1;32m 435\u001b[0m \u001b[38;5;124;03m logs: Dict. Aggregated metric results up until this batch.\u001b[39;00m\n\u001b[1;32m 436\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 437\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_should_call_train_batch_hooks:\n\u001b[0;32m--> 438\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_batch_hook\u001b[49m\u001b[43m(\u001b[49m\u001b[43mModeKeys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTRAIN\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mend\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlogs\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/callbacks.py:297\u001b[0m, in \u001b[0;36mCallbackList._call_batch_hook\u001b[0;34m(self, mode, hook, batch, logs)\u001b[0m\n\u001b[1;32m 295\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call_batch_begin_hook(mode, batch, logs)\n\u001b[1;32m 296\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m hook \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mend\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 297\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_batch_end_hook\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 298\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 299\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 300\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUnrecognized hook: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhook\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. Expected values are [\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbegin\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mend\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/callbacks.py:318\u001b[0m, in \u001b[0;36mCallbackList._call_batch_end_hook\u001b[0;34m(self, mode, batch, logs)\u001b[0m\n\u001b[1;32m 315\u001b[0m batch_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m-\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_batch_start_time\n\u001b[1;32m 316\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_batch_times\u001b[38;5;241m.\u001b[39mappend(batch_time)\n\u001b[0;32m--> 318\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_batch_hook_helper\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhook_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 320\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_batch_times) \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_batches_for_timing_check:\n\u001b[1;32m 321\u001b[0m end_hook_name \u001b[38;5;241m=\u001b[39m hook_name\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/callbacks.py:356\u001b[0m, in \u001b[0;36mCallbackList._call_batch_hook_helper\u001b[0;34m(self, hook_name, batch, logs)\u001b[0m\n\u001b[1;32m 354\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m callback \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcallbacks:\n\u001b[1;32m 355\u001b[0m hook \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(callback, hook_name)\n\u001b[0;32m--> 356\u001b[0m \u001b[43mhook\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_timing:\n\u001b[1;32m 359\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m hook_name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_hook_times:\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/callbacks.py:1034\u001b[0m, in \u001b[0;36mProgbarLogger.on_train_batch_end\u001b[0;34m(self, batch, logs)\u001b[0m\n\u001b[1;32m 1033\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mon_train_batch_end\u001b[39m(\u001b[38;5;28mself\u001b[39m, batch, logs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m-> 1034\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_batch_update_progbar\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogs\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/callbacks.py:1106\u001b[0m, in \u001b[0;36mProgbarLogger._batch_update_progbar\u001b[0;34m(self, batch, logs)\u001b[0m\n\u001b[1;32m 1102\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mseen \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m add_seen\n\u001b[1;32m 1104\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverbose \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 1105\u001b[0m \u001b[38;5;66;03m# Only block async when verbose = 1.\u001b[39;00m\n\u001b[0;32m-> 1106\u001b[0m logs \u001b[38;5;241m=\u001b[39m \u001b[43mtf_utils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msync_to_numpy_or_python_type\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlogs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1107\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprogbar\u001b[38;5;241m.\u001b[39mupdate(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mseen, \u001b[38;5;28mlist\u001b[39m(logs\u001b[38;5;241m.\u001b[39mitems()), finalize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/utils/tf_utils.py:563\u001b[0m, in \u001b[0;36msync_to_numpy_or_python_type\u001b[0;34m(tensors)\u001b[0m\n\u001b[1;32m 560\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m t\n\u001b[1;32m 561\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m t\u001b[38;5;241m.\u001b[39mitem() \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39mndim(t) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m t\n\u001b[0;32m--> 563\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mtf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_structure\u001b[49m\u001b[43m(\u001b[49m\u001b[43m_to_single_numpy_or_python_type\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtensors\u001b[49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/tensorflow/python/util/nest.py:914\u001b[0m, in \u001b[0;36mmap_structure\u001b[0;34m(func, *structure, **kwargs)\u001b[0m\n\u001b[1;32m 910\u001b[0m flat_structure \u001b[38;5;241m=\u001b[39m (flatten(s, expand_composites) \u001b[38;5;28;01mfor\u001b[39;00m s \u001b[38;5;129;01min\u001b[39;00m structure)\n\u001b[1;32m 911\u001b[0m entries \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mzip\u001b[39m(\u001b[38;5;241m*\u001b[39mflat_structure)\n\u001b[1;32m 913\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m pack_sequence_as(\n\u001b[0;32m--> 914\u001b[0m structure[\u001b[38;5;241m0\u001b[39m], [func(\u001b[38;5;241m*\u001b[39mx) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m entries],\n\u001b[1;32m 915\u001b[0m expand_composites\u001b[38;5;241m=\u001b[39mexpand_composites)\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/tensorflow/python/util/nest.py:914\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 910\u001b[0m flat_structure \u001b[38;5;241m=\u001b[39m (flatten(s, expand_composites) \u001b[38;5;28;01mfor\u001b[39;00m s \u001b[38;5;129;01min\u001b[39;00m structure)\n\u001b[1;32m 911\u001b[0m entries \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mzip\u001b[39m(\u001b[38;5;241m*\u001b[39mflat_structure)\n\u001b[1;32m 913\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m pack_sequence_as(\n\u001b[0;32m--> 914\u001b[0m structure[\u001b[38;5;241m0\u001b[39m], [\u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m entries],\n\u001b[1;32m 915\u001b[0m expand_composites\u001b[38;5;241m=\u001b[39mexpand_composites)\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/keras/utils/tf_utils.py:557\u001b[0m, in \u001b[0;36msync_to_numpy_or_python_type.._to_single_numpy_or_python_type\u001b[0;34m(t)\u001b[0m\n\u001b[1;32m 554\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_to_single_numpy_or_python_type\u001b[39m(t):\n\u001b[1;32m 555\u001b[0m \u001b[38;5;66;03m# Don't turn ragged or sparse tensors to NumPy.\u001b[39;00m\n\u001b[1;32m 556\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(t, tf\u001b[38;5;241m.\u001b[39mTensor):\n\u001b[0;32m--> 557\u001b[0m t \u001b[38;5;241m=\u001b[39m \u001b[43mt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnumpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 558\u001b[0m \u001b[38;5;66;03m# Strings, ragged and sparse tensors don't have .item(). Return them as-is.\u001b[39;00m\n\u001b[1;32m 559\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(t, (np\u001b[38;5;241m.\u001b[39mndarray, np\u001b[38;5;241m.\u001b[39mgeneric)):\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/tensorflow/python/framework/ops.py:1223\u001b[0m, in \u001b[0;36m_EagerTensorBase.numpy\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1200\u001b[0m \u001b[38;5;124;03m\"\"\"Copy of the contents of this Tensor into a NumPy array or scalar.\u001b[39;00m\n\u001b[1;32m 1201\u001b[0m \n\u001b[1;32m 1202\u001b[0m \u001b[38;5;124;03mUnlike NumPy arrays, Tensors are immutable, so this method has to copy\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1220\u001b[0m \u001b[38;5;124;03m NumPy dtype.\u001b[39;00m\n\u001b[1;32m 1221\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1222\u001b[0m \u001b[38;5;66;03m# TODO(slebedev): Consider avoiding a copy for non-CPU or remote tensors.\u001b[39;00m\n\u001b[0;32m-> 1223\u001b[0m maybe_arr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_numpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# pylint: disable=protected-access\u001b[39;00m\n\u001b[1;32m 1224\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m maybe_arr\u001b[38;5;241m.\u001b[39mcopy() \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(maybe_arr, np\u001b[38;5;241m.\u001b[39mndarray) \u001b[38;5;28;01melse\u001b[39;00m maybe_arr\n", "File \u001b[0;32m~/Documents/workspace/machine_learning/PDeepLearning/.venv-p6/lib/python3.10/site-packages/tensorflow/python/framework/ops.py:1189\u001b[0m, in \u001b[0;36m_EagerTensorBase._numpy\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1187\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_numpy\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 1188\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1189\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_numpy_internal\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1190\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e: \u001b[38;5;66;03m# pylint: disable=protected-access\u001b[39;00m\n\u001b[1;32m 1191\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m core\u001b[38;5;241m.\u001b[39m_status_to_exception(e) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "inputs = Input(shape = input_shape[1:])\n", "x = entry_flow(inputs)\n", "x = middle_flow(x)\n", "outputs = exit_flow(x)\n", "\n", "model = Model(inputs=inputs, outputs=outputs, name='Xception')\n", "model.summary()\n", "model.compile(optimizer=keras.optimizers.Adam(1e-5),\n", " loss='categorical_crossentropy',\n", " metrics=['accuracy'])\n", "epochs=20\n", "history = model.fit(\n", " train_ds,\n", " validation_data=test_ds,\n", " epochs=epochs\n", ")\n", "plot_acc(history.history, 'Xception')" ] }, { "cell_type": "markdown", "id": "489d81dc", "metadata": {}, "source": [ "# Transfer learning" ] }, { "cell_type": "markdown", "id": "5776864b", "metadata": {}, "source": [ "## Top level training" ] }, { "cell_type": "code", "execution_count": 9, "id": "f0c7343e", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Transfering to VGG-16\n", "--------------------------------------------------------------------------------\n", "Epoch 1/30\n", "515/515 [==============================] - 28s 54ms/step - loss: 3.3280 - accuracy: 0.2047 - Top1 accuracy: 0.2047 - Top2 accuracy: 0.3200 - Top3 accuracy: 0.3987 - Top4 accuracy: 0.4584 - Top5 accuracy: 0.5036 - val_loss: 2.4957 - val_accuracy: 0.3432 - val_Top1 accuracy: 0.3432 - val_Top2 accuracy: 0.4915 - val_Top3 accuracy: 0.5965 - val_Top4 accuracy: 0.6587 - val_Top5 accuracy: 0.7117\n", "Epoch 2/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 2.3235 - accuracy: 0.3792 - Top1 accuracy: 0.3792 - Top2 accuracy: 0.5460 - Top3 accuracy: 0.6426 - Top4 accuracy: 0.7055 - Top5 accuracy: 0.7485 - val_loss: 2.1960 - val_accuracy: 0.4115 - val_Top1 accuracy: 0.4115 - val_Top2 accuracy: 0.5875 - val_Top3 accuracy: 0.6801 - val_Top4 accuracy: 0.7368 - val_Top5 accuracy: 0.7693\n", "Epoch 3/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 2.0578 - accuracy: 0.4398 - Top1 accuracy: 0.4398 - Top2 accuracy: 0.6077 - Top3 accuracy: 0.6994 - Top4 accuracy: 0.7570 - Top5 accuracy: 0.7904 - val_loss: 1.9875 - val_accuracy: 0.4570 - val_Top1 accuracy: 0.4570 - val_Top2 accuracy: 0.6208 - val_Top3 accuracy: 0.7144 - val_Top4 accuracy: 0.7649 - val_Top5 accuracy: 0.7982\n", "Epoch 4/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.8925 - accuracy: 0.4798 - Top1 accuracy: 0.4798 - Top2 accuracy: 0.6443 - Top3 accuracy: 0.7317 - Top4 accuracy: 0.7804 - Top5 accuracy: 0.8163 - val_loss: 1.9616 - val_accuracy: 0.4781 - val_Top1 accuracy: 0.4781 - val_Top2 accuracy: 0.6315 - val_Top3 accuracy: 0.7144 - val_Top4 accuracy: 0.7630 - val_Top5 accuracy: 0.7985\n", "Epoch 5/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.8045 - accuracy: 0.5013 - Top1 accuracy: 0.5013 - Top2 accuracy: 0.6692 - Top3 accuracy: 0.7485 - Top4 accuracy: 0.7931 - Top5 accuracy: 0.8252 - val_loss: 1.9721 - val_accuracy: 0.4912 - val_Top1 accuracy: 0.4912 - val_Top2 accuracy: 0.6490 - val_Top3 accuracy: 0.7265 - val_Top4 accuracy: 0.7744 - val_Top5 accuracy: 0.8017\n", "Epoch 6/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.6937 - accuracy: 0.5353 - Top1 accuracy: 0.5353 - Top2 accuracy: 0.6918 - Top3 accuracy: 0.7735 - Top4 accuracy: 0.8172 - Top5 accuracy: 0.8456 - val_loss: 1.9360 - val_accuracy: 0.5100 - val_Top1 accuracy: 0.5100 - val_Top2 accuracy: 0.6529 - val_Top3 accuracy: 0.7307 - val_Top4 accuracy: 0.7776 - val_Top5 accuracy: 0.8080\n", "Epoch 7/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.6388 - accuracy: 0.5478 - Top1 accuracy: 0.5478 - Top2 accuracy: 0.7030 - Top3 accuracy: 0.7771 - Top4 accuracy: 0.8192 - Top5 accuracy: 0.8477 - val_loss: 1.9024 - val_accuracy: 0.5214 - val_Top1 accuracy: 0.5214 - val_Top2 accuracy: 0.6653 - val_Top3 accuracy: 0.7346 - val_Top4 accuracy: 0.7807 - val_Top5 accuracy: 0.8094\n", "Epoch 8/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.5944 - accuracy: 0.5608 - Top1 accuracy: 0.5608 - Top2 accuracy: 0.7160 - Top3 accuracy: 0.7898 - Top4 accuracy: 0.8299 - Top5 accuracy: 0.8560 - val_loss: 2.0000 - val_accuracy: 0.4876 - val_Top1 accuracy: 0.4876 - val_Top2 accuracy: 0.6403 - val_Top3 accuracy: 0.7185 - val_Top4 accuracy: 0.7630 - val_Top5 accuracy: 0.7965\n", "Epoch 9/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.5464 - accuracy: 0.5756 - Top1 accuracy: 0.5756 - Top2 accuracy: 0.7269 - Top3 accuracy: 0.7978 - Top4 accuracy: 0.8372 - Top5 accuracy: 0.8616 - val_loss: 1.8640 - val_accuracy: 0.5248 - val_Top1 accuracy: 0.5248 - val_Top2 accuracy: 0.6726 - val_Top3 accuracy: 0.7465 - val_Top4 accuracy: 0.7834 - val_Top5 accuracy: 0.8114\n", "Epoch 10/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.4718 - accuracy: 0.5937 - Top1 accuracy: 0.5937 - Top2 accuracy: 0.7442 - Top3 accuracy: 0.8091 - Top4 accuracy: 0.8441 - Top5 accuracy: 0.8688 - val_loss: 1.9068 - val_accuracy: 0.5141 - val_Top1 accuracy: 0.5141 - val_Top2 accuracy: 0.6682 - val_Top3 accuracy: 0.7416 - val_Top4 accuracy: 0.7807 - val_Top5 accuracy: 0.8136\n", "Epoch 11/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.4606 - accuracy: 0.5957 - Top1 accuracy: 0.5957 - Top2 accuracy: 0.7457 - Top3 accuracy: 0.8109 - Top4 accuracy: 0.8495 - Top5 accuracy: 0.8743 - val_loss: 2.0141 - val_accuracy: 0.5156 - val_Top1 accuracy: 0.5156 - val_Top2 accuracy: 0.6558 - val_Top3 accuracy: 0.7331 - val_Top4 accuracy: 0.7744 - val_Top5 accuracy: 0.8019\n", "Epoch 12/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.4160 - accuracy: 0.6066 - Top1 accuracy: 0.6066 - Top2 accuracy: 0.7553 - Top3 accuracy: 0.8222 - Top4 accuracy: 0.8587 - Top5 accuracy: 0.8810 - val_loss: 1.9192 - val_accuracy: 0.5228 - val_Top1 accuracy: 0.5228 - val_Top2 accuracy: 0.6743 - val_Top3 accuracy: 0.7445 - val_Top4 accuracy: 0.7883 - val_Top5 accuracy: 0.8114\n", "Epoch 13/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.3960 - accuracy: 0.6147 - Top1 accuracy: 0.6147 - Top2 accuracy: 0.7598 - Top3 accuracy: 0.8232 - Top4 accuracy: 0.8562 - Top5 accuracy: 0.8799 - val_loss: 1.9290 - val_accuracy: 0.5236 - val_Top1 accuracy: 0.5236 - val_Top2 accuracy: 0.6692 - val_Top3 accuracy: 0.7387 - val_Top4 accuracy: 0.7766 - val_Top5 accuracy: 0.8029\n", "Epoch 14/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.3504 - accuracy: 0.6299 - Top1 accuracy: 0.6299 - Top2 accuracy: 0.7702 - Top3 accuracy: 0.8297 - Top4 accuracy: 0.8654 - Top5 accuracy: 0.8868 - val_loss: 1.9983 - val_accuracy: 0.5228 - val_Top1 accuracy: 0.5228 - val_Top2 accuracy: 0.6684 - val_Top3 accuracy: 0.7382 - val_Top4 accuracy: 0.7754 - val_Top5 accuracy: 0.8014\n", "Epoch 15/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.3528 - accuracy: 0.6288 - Top1 accuracy: 0.6288 - Top2 accuracy: 0.7722 - Top3 accuracy: 0.8355 - Top4 accuracy: 0.8680 - Top5 accuracy: 0.8890 - val_loss: 2.0058 - val_accuracy: 0.5233 - val_Top1 accuracy: 0.5233 - val_Top2 accuracy: 0.6546 - val_Top3 accuracy: 0.7324 - val_Top4 accuracy: 0.7722 - val_Top5 accuracy: 0.8051\n", "Epoch 16/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.3045 - accuracy: 0.6434 - Top1 accuracy: 0.6434 - Top2 accuracy: 0.7840 - Top3 accuracy: 0.8426 - Top4 accuracy: 0.8742 - Top5 accuracy: 0.8946 - val_loss: 2.0692 - val_accuracy: 0.5194 - val_Top1 accuracy: 0.5194 - val_Top2 accuracy: 0.6580 - val_Top3 accuracy: 0.7270 - val_Top4 accuracy: 0.7679 - val_Top5 accuracy: 0.7956\n", "Epoch 17/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.2842 - accuracy: 0.6482 - Top1 accuracy: 0.6482 - Top2 accuracy: 0.7834 - Top3 accuracy: 0.8430 - Top4 accuracy: 0.8744 - Top5 accuracy: 0.8944 - val_loss: 1.9732 - val_accuracy: 0.5323 - val_Top1 accuracy: 0.5323 - val_Top2 accuracy: 0.6704 - val_Top3 accuracy: 0.7363 - val_Top4 accuracy: 0.7727 - val_Top5 accuracy: 0.8060\n", "Epoch 18/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.2208 - accuracy: 0.6609 - Top1 accuracy: 0.6609 - Top2 accuracy: 0.7984 - Top3 accuracy: 0.8545 - Top4 accuracy: 0.8841 - Top5 accuracy: 0.9027 - val_loss: 2.0256 - val_accuracy: 0.5280 - val_Top1 accuracy: 0.5280 - val_Top2 accuracy: 0.6585 - val_Top3 accuracy: 0.7282 - val_Top4 accuracy: 0.7671 - val_Top5 accuracy: 0.7987\n", "Epoch 19/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.2567 - accuracy: 0.6592 - Top1 accuracy: 0.6592 - Top2 accuracy: 0.7913 - Top3 accuracy: 0.8506 - Top4 accuracy: 0.8802 - Top5 accuracy: 0.8988 - val_loss: 1.9999 - val_accuracy: 0.5284 - val_Top1 accuracy: 0.5284 - val_Top2 accuracy: 0.6680 - val_Top3 accuracy: 0.7394 - val_Top4 accuracy: 0.7786 - val_Top5 accuracy: 0.8087\n", "Epoch 20/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.2178 - accuracy: 0.6674 - Top1 accuracy: 0.6674 - Top2 accuracy: 0.7985 - Top3 accuracy: 0.8546 - Top4 accuracy: 0.8831 - Top5 accuracy: 0.9040 - val_loss: 2.0604 - val_accuracy: 0.5374 - val_Top1 accuracy: 0.5374 - val_Top2 accuracy: 0.6677 - val_Top3 accuracy: 0.7365 - val_Top4 accuracy: 0.7759 - val_Top5 accuracy: 0.8007\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.2087 - accuracy: 0.6669 - Top1 accuracy: 0.6669 - Top2 accuracy: 0.8013 - Top3 accuracy: 0.8562 - Top4 accuracy: 0.8869 - Top5 accuracy: 0.9048 - val_loss: 2.0386 - val_accuracy: 0.5360 - val_Top1 accuracy: 0.5360 - val_Top2 accuracy: 0.6745 - val_Top3 accuracy: 0.7377 - val_Top4 accuracy: 0.7766 - val_Top5 accuracy: 0.8053\n", "Epoch 22/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1835 - accuracy: 0.6760 - Top1 accuracy: 0.6760 - Top2 accuracy: 0.8061 - Top3 accuracy: 0.8591 - Top4 accuracy: 0.8872 - Top5 accuracy: 0.9053 - val_loss: 2.0991 - val_accuracy: 0.5430 - val_Top1 accuracy: 0.5430 - val_Top2 accuracy: 0.6692 - val_Top3 accuracy: 0.7321 - val_Top4 accuracy: 0.7759 - val_Top5 accuracy: 0.8048\n", "Epoch 23/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1489 - accuracy: 0.6848 - Top1 accuracy: 0.6848 - Top2 accuracy: 0.8127 - Top3 accuracy: 0.8660 - Top4 accuracy: 0.8935 - Top5 accuracy: 0.9114 - val_loss: 2.1423 - val_accuracy: 0.5328 - val_Top1 accuracy: 0.5328 - val_Top2 accuracy: 0.6682 - val_Top3 accuracy: 0.7372 - val_Top4 accuracy: 0.7771 - val_Top5 accuracy: 0.8051\n", "Epoch 24/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1484 - accuracy: 0.6903 - Top1 accuracy: 0.6903 - Top2 accuracy: 0.8153 - Top3 accuracy: 0.8665 - Top4 accuracy: 0.8933 - Top5 accuracy: 0.9093 - val_loss: 2.1024 - val_accuracy: 0.5301 - val_Top1 accuracy: 0.5301 - val_Top2 accuracy: 0.6682 - val_Top3 accuracy: 0.7351 - val_Top4 accuracy: 0.7781 - val_Top5 accuracy: 0.7997\n", "Epoch 25/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1590 - accuracy: 0.6870 - Top1 accuracy: 0.6870 - Top2 accuracy: 0.8137 - Top3 accuracy: 0.8642 - Top4 accuracy: 0.8921 - Top5 accuracy: 0.9095 - val_loss: 2.0271 - val_accuracy: 0.5464 - val_Top1 accuracy: 0.5464 - val_Top2 accuracy: 0.6806 - val_Top3 accuracy: 0.7455 - val_Top4 accuracy: 0.7846 - val_Top5 accuracy: 0.8123\n", "Epoch 26/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1186 - accuracy: 0.6971 - Top1 accuracy: 0.6971 - Top2 accuracy: 0.8175 - Top3 accuracy: 0.8688 - Top4 accuracy: 0.8969 - Top5 accuracy: 0.9140 - val_loss: 2.0937 - val_accuracy: 0.5221 - val_Top1 accuracy: 0.5221 - val_Top2 accuracy: 0.6643 - val_Top3 accuracy: 0.7302 - val_Top4 accuracy: 0.7739 - val_Top5 accuracy: 0.8043\n", "Epoch 27/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1211 - accuracy: 0.7005 - Top1 accuracy: 0.7005 - Top2 accuracy: 0.8240 - Top3 accuracy: 0.8728 - Top4 accuracy: 0.9019 - Top5 accuracy: 0.9186 - val_loss: 2.2512 - val_accuracy: 0.5258 - val_Top1 accuracy: 0.5258 - val_Top2 accuracy: 0.6641 - val_Top3 accuracy: 0.7336 - val_Top4 accuracy: 0.7764 - val_Top5 accuracy: 0.8002\n", "Epoch 28/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1026 - accuracy: 0.7022 - Top1 accuracy: 0.7022 - Top2 accuracy: 0.8229 - Top3 accuracy: 0.8732 - Top4 accuracy: 0.8982 - Top5 accuracy: 0.9150 - val_loss: 2.2194 - val_accuracy: 0.5306 - val_Top1 accuracy: 0.5306 - val_Top2 accuracy: 0.6658 - val_Top3 accuracy: 0.7251 - val_Top4 accuracy: 0.7613 - val_Top5 accuracy: 0.7883\n", "Epoch 29/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.1054 - accuracy: 0.7044 - Top1 accuracy: 0.7044 - Top2 accuracy: 0.8258 - Top3 accuracy: 0.8743 - Top4 accuracy: 0.9001 - Top5 accuracy: 0.9157 - val_loss: 2.1892 - val_accuracy: 0.5253 - val_Top1 accuracy: 0.5253 - val_Top2 accuracy: 0.6575 - val_Top3 accuracy: 0.7297 - val_Top4 accuracy: 0.7718 - val_Top5 accuracy: 0.7973\n", "Epoch 30/30\n", "515/515 [==============================] - 27s 53ms/step - loss: 1.0879 - accuracy: 0.7081 - Top1 accuracy: 0.7081 - Top2 accuracy: 0.8268 - Top3 accuracy: 0.8788 - Top4 accuracy: 0.9053 - Top5 accuracy: 0.9197 - val_loss: 2.2259 - val_accuracy: 0.5425 - val_Top1 accuracy: 0.5425 - val_Top2 accuracy: 0.6660 - val_Top3 accuracy: 0.7292 - val_Top4 accuracy: 0.7679 - val_Top5 accuracy: 0.7944\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "Transfering to VGG-19\n", "--------------------------------------------------------------------------------\n", "Epoch 1/30\n", "515/515 [==============================] - 32s 61ms/step - loss: 3.3011 - accuracy: 0.2169 - Top1 accuracy: 0.2169 - Top2 accuracy: 0.3309 - Top3 accuracy: 0.4056 - Top4 accuracy: 0.4630 - Top5 accuracy: 0.5058 - val_loss: 2.4328 - val_accuracy: 0.3687 - val_Top1 accuracy: 0.3687 - val_Top2 accuracy: 0.5211 - val_Top3 accuracy: 0.6074 - val_Top4 accuracy: 0.6665 - val_Top5 accuracy: 0.7151\n", "Epoch 2/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 2.2901 - accuracy: 0.3876 - Top1 accuracy: 0.3876 - Top2 accuracy: 0.5558 - Top3 accuracy: 0.6500 - Top4 accuracy: 0.7103 - Top5 accuracy: 0.7513 - val_loss: 2.1694 - val_accuracy: 0.4210 - val_Top1 accuracy: 0.4210 - val_Top2 accuracy: 0.5931 - val_Top3 accuracy: 0.6855 - val_Top4 accuracy: 0.7363 - val_Top5 accuracy: 0.7752\n", "Epoch 3/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 2.0361 - accuracy: 0.4439 - Top1 accuracy: 0.4439 - Top2 accuracy: 0.6103 - Top3 accuracy: 0.7022 - Top4 accuracy: 0.7570 - Top5 accuracy: 0.7907 - val_loss: 2.0047 - val_accuracy: 0.4609 - val_Top1 accuracy: 0.4609 - val_Top2 accuracy: 0.6279 - val_Top3 accuracy: 0.7151 - val_Top4 accuracy: 0.7601 - val_Top5 accuracy: 0.7948\n", "Epoch 4/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.8758 - accuracy: 0.4873 - Top1 accuracy: 0.4873 - Top2 accuracy: 0.6537 - Top3 accuracy: 0.7369 - Top4 accuracy: 0.7852 - Top5 accuracy: 0.8197 - val_loss: 1.9786 - val_accuracy: 0.4759 - val_Top1 accuracy: 0.4759 - val_Top2 accuracy: 0.6373 - val_Top3 accuracy: 0.7175 - val_Top4 accuracy: 0.7630 - val_Top5 accuracy: 0.7973\n", "Epoch 5/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.8100 - accuracy: 0.5044 - Top1 accuracy: 0.5044 - Top2 accuracy: 0.6712 - Top3 accuracy: 0.7479 - Top4 accuracy: 0.7941 - Top5 accuracy: 0.8253 - val_loss: 1.8576 - val_accuracy: 0.5143 - val_Top1 accuracy: 0.5143 - val_Top2 accuracy: 0.6658 - val_Top3 accuracy: 0.7409 - val_Top4 accuracy: 0.7866 - val_Top5 accuracy: 0.8145\n", "Epoch 6/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.7027 - accuracy: 0.5324 - Top1 accuracy: 0.5324 - Top2 accuracy: 0.6921 - Top3 accuracy: 0.7680 - Top4 accuracy: 0.8154 - Top5 accuracy: 0.8436 - val_loss: 1.8625 - val_accuracy: 0.5107 - val_Top1 accuracy: 0.5107 - val_Top2 accuracy: 0.6624 - val_Top3 accuracy: 0.7414 - val_Top4 accuracy: 0.7871 - val_Top5 accuracy: 0.8189\n", "Epoch 7/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.6421 - accuracy: 0.5513 - Top1 accuracy: 0.5513 - Top2 accuracy: 0.7096 - Top3 accuracy: 0.7819 - Top4 accuracy: 0.8219 - Top5 accuracy: 0.8483 - val_loss: 1.8443 - val_accuracy: 0.5314 - val_Top1 accuracy: 0.5314 - val_Top2 accuracy: 0.6740 - val_Top3 accuracy: 0.7487 - val_Top4 accuracy: 0.7839 - val_Top5 accuracy: 0.8111\n", "Epoch 8/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.5742 - accuracy: 0.5655 - Top1 accuracy: 0.5655 - Top2 accuracy: 0.7192 - Top3 accuracy: 0.7898 - Top4 accuracy: 0.8322 - Top5 accuracy: 0.8584 - val_loss: 1.9684 - val_accuracy: 0.5105 - val_Top1 accuracy: 0.5105 - val_Top2 accuracy: 0.6599 - val_Top3 accuracy: 0.7316 - val_Top4 accuracy: 0.7722 - val_Top5 accuracy: 0.7985\n", "Epoch 9/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.5456 - accuracy: 0.5809 - Top1 accuracy: 0.5809 - Top2 accuracy: 0.7295 - Top3 accuracy: 0.7989 - Top4 accuracy: 0.8350 - Top5 accuracy: 0.8597 - val_loss: 1.9024 - val_accuracy: 0.5316 - val_Top1 accuracy: 0.5316 - val_Top2 accuracy: 0.6738 - val_Top3 accuracy: 0.7423 - val_Top4 accuracy: 0.7856 - val_Top5 accuracy: 0.8136\n", "Epoch 10/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.4992 - accuracy: 0.5873 - Top1 accuracy: 0.5873 - Top2 accuracy: 0.7391 - Top3 accuracy: 0.8061 - Top4 accuracy: 0.8419 - Top5 accuracy: 0.8674 - val_loss: 1.9175 - val_accuracy: 0.5275 - val_Top1 accuracy: 0.5275 - val_Top2 accuracy: 0.6663 - val_Top3 accuracy: 0.7414 - val_Top4 accuracy: 0.7815 - val_Top5 accuracy: 0.8158\n", "Epoch 11/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.4532 - accuracy: 0.6014 - Top1 accuracy: 0.6014 - Top2 accuracy: 0.7484 - Top3 accuracy: 0.8116 - Top4 accuracy: 0.8472 - Top5 accuracy: 0.8707 - val_loss: 1.9500 - val_accuracy: 0.5185 - val_Top1 accuracy: 0.5185 - val_Top2 accuracy: 0.6658 - val_Top3 accuracy: 0.7343 - val_Top4 accuracy: 0.7759 - val_Top5 accuracy: 0.8058\n", "Epoch 12/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.4276 - accuracy: 0.6105 - Top1 accuracy: 0.6105 - Top2 accuracy: 0.7564 - Top3 accuracy: 0.8198 - Top4 accuracy: 0.8550 - Top5 accuracy: 0.8776 - val_loss: 1.9462 - val_accuracy: 0.5233 - val_Top1 accuracy: 0.5233 - val_Top2 accuracy: 0.6760 - val_Top3 accuracy: 0.7353 - val_Top4 accuracy: 0.7764 - val_Top5 accuracy: 0.8041\n", "Epoch 13/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.4018 - accuracy: 0.6169 - Top1 accuracy: 0.6169 - Top2 accuracy: 0.7557 - Top3 accuracy: 0.8231 - Top4 accuracy: 0.8565 - Top5 accuracy: 0.8778 - val_loss: 1.9920 - val_accuracy: 0.5255 - val_Top1 accuracy: 0.5255 - val_Top2 accuracy: 0.6663 - val_Top3 accuracy: 0.7358 - val_Top4 accuracy: 0.7781 - val_Top5 accuracy: 0.8031\n", "Epoch 14/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.3668 - accuracy: 0.6265 - Top1 accuracy: 0.6265 - Top2 accuracy: 0.7685 - Top3 accuracy: 0.8328 - Top4 accuracy: 0.8639 - Top5 accuracy: 0.8832 - val_loss: 1.9450 - val_accuracy: 0.5396 - val_Top1 accuracy: 0.5396 - val_Top2 accuracy: 0.6782 - val_Top3 accuracy: 0.7494 - val_Top4 accuracy: 0.7880 - val_Top5 accuracy: 0.8097\n", "Epoch 15/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.3211 - accuracy: 0.6362 - Top1 accuracy: 0.6362 - Top2 accuracy: 0.7747 - Top3 accuracy: 0.8338 - Top4 accuracy: 0.8677 - Top5 accuracy: 0.8895 - val_loss: 2.0837 - val_accuracy: 0.5214 - val_Top1 accuracy: 0.5214 - val_Top2 accuracy: 0.6599 - val_Top3 accuracy: 0.7261 - val_Top4 accuracy: 0.7649 - val_Top5 accuracy: 0.7927\n", "Epoch 16/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.3134 - accuracy: 0.6410 - Top1 accuracy: 0.6410 - Top2 accuracy: 0.7799 - Top3 accuracy: 0.8415 - Top4 accuracy: 0.8730 - Top5 accuracy: 0.8929 - val_loss: 1.9870 - val_accuracy: 0.5192 - val_Top1 accuracy: 0.5192 - val_Top2 accuracy: 0.6740 - val_Top3 accuracy: 0.7377 - val_Top4 accuracy: 0.7783 - val_Top5 accuracy: 0.8036\n", "Epoch 17/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.3053 - accuracy: 0.6432 - Top1 accuracy: 0.6432 - Top2 accuracy: 0.7766 - Top3 accuracy: 0.8373 - Top4 accuracy: 0.8700 - Top5 accuracy: 0.8918 - val_loss: 2.0117 - val_accuracy: 0.5316 - val_Top1 accuracy: 0.5316 - val_Top2 accuracy: 0.6619 - val_Top3 accuracy: 0.7256 - val_Top4 accuracy: 0.7637 - val_Top5 accuracy: 0.7961\n", "Epoch 18/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.2444 - accuracy: 0.6565 - Top1 accuracy: 0.6565 - Top2 accuracy: 0.7928 - Top3 accuracy: 0.8489 - Top4 accuracy: 0.8785 - Top5 accuracy: 0.8986 - val_loss: 2.0505 - val_accuracy: 0.5177 - val_Top1 accuracy: 0.5177 - val_Top2 accuracy: 0.6653 - val_Top3 accuracy: 0.7321 - val_Top4 accuracy: 0.7708 - val_Top5 accuracy: 0.8004\n", "Epoch 19/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.2734 - accuracy: 0.6601 - Top1 accuracy: 0.6601 - Top2 accuracy: 0.7881 - Top3 accuracy: 0.8446 - Top4 accuracy: 0.8768 - Top5 accuracy: 0.8957 - val_loss: 2.0566 - val_accuracy: 0.5265 - val_Top1 accuracy: 0.5265 - val_Top2 accuracy: 0.6667 - val_Top3 accuracy: 0.7348 - val_Top4 accuracy: 0.7722 - val_Top5 accuracy: 0.7970\n", "Epoch 20/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.2404 - accuracy: 0.6604 - Top1 accuracy: 0.6604 - Top2 accuracy: 0.7922 - Top3 accuracy: 0.8508 - Top4 accuracy: 0.8802 - Top5 accuracy: 0.8990 - val_loss: 1.9141 - val_accuracy: 0.5535 - val_Top1 accuracy: 0.5535 - val_Top2 accuracy: 0.6860 - val_Top3 accuracy: 0.7518 - val_Top4 accuracy: 0.7907 - val_Top5 accuracy: 0.8138\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.2465 - accuracy: 0.6655 - Top1 accuracy: 0.6655 - Top2 accuracy: 0.7935 - Top3 accuracy: 0.8471 - Top4 accuracy: 0.8774 - Top5 accuracy: 0.8982 - val_loss: 2.1031 - val_accuracy: 0.5386 - val_Top1 accuracy: 0.5386 - val_Top2 accuracy: 0.6646 - val_Top3 accuracy: 0.7268 - val_Top4 accuracy: 0.7710 - val_Top5 accuracy: 0.7992\n", "Epoch 22/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.2108 - accuracy: 0.6714 - Top1 accuracy: 0.6714 - Top2 accuracy: 0.7995 - Top3 accuracy: 0.8568 - Top4 accuracy: 0.8845 - Top5 accuracy: 0.9026 - val_loss: 2.0864 - val_accuracy: 0.5367 - val_Top1 accuracy: 0.5367 - val_Top2 accuracy: 0.6723 - val_Top3 accuracy: 0.7368 - val_Top4 accuracy: 0.7761 - val_Top5 accuracy: 0.8009\n", "Epoch 23/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1487 - accuracy: 0.6858 - Top1 accuracy: 0.6858 - Top2 accuracy: 0.8115 - Top3 accuracy: 0.8662 - Top4 accuracy: 0.8924 - Top5 accuracy: 0.9107 - val_loss: 2.1752 - val_accuracy: 0.5520 - val_Top1 accuracy: 0.5520 - val_Top2 accuracy: 0.6714 - val_Top3 accuracy: 0.7365 - val_Top4 accuracy: 0.7684 - val_Top5 accuracy: 0.7939\n", "Epoch 24/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1702 - accuracy: 0.6831 - Top1 accuracy: 0.6831 - Top2 accuracy: 0.8107 - Top3 accuracy: 0.8618 - Top4 accuracy: 0.8907 - Top5 accuracy: 0.9083 - val_loss: 2.2265 - val_accuracy: 0.5267 - val_Top1 accuracy: 0.5267 - val_Top2 accuracy: 0.6699 - val_Top3 accuracy: 0.7363 - val_Top4 accuracy: 0.7769 - val_Top5 accuracy: 0.8060\n", "Epoch 25/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1849 - accuracy: 0.6808 - Top1 accuracy: 0.6808 - Top2 accuracy: 0.8072 - Top3 accuracy: 0.8580 - Top4 accuracy: 0.8865 - Top5 accuracy: 0.9060 - val_loss: 2.1602 - val_accuracy: 0.5316 - val_Top1 accuracy: 0.5316 - val_Top2 accuracy: 0.6655 - val_Top3 accuracy: 0.7302 - val_Top4 accuracy: 0.7722 - val_Top5 accuracy: 0.8043\n", "Epoch 26/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1766 - accuracy: 0.6841 - Top1 accuracy: 0.6841 - Top2 accuracy: 0.8102 - Top3 accuracy: 0.8614 - Top4 accuracy: 0.8896 - Top5 accuracy: 0.9066 - val_loss: 2.0997 - val_accuracy: 0.5455 - val_Top1 accuracy: 0.5455 - val_Top2 accuracy: 0.6784 - val_Top3 accuracy: 0.7399 - val_Top4 accuracy: 0.7764 - val_Top5 accuracy: 0.7980\n", "Epoch 27/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1335 - accuracy: 0.6950 - Top1 accuracy: 0.6950 - Top2 accuracy: 0.8204 - Top3 accuracy: 0.8697 - Top4 accuracy: 0.8974 - Top5 accuracy: 0.9134 - val_loss: 2.1862 - val_accuracy: 0.5335 - val_Top1 accuracy: 0.5335 - val_Top2 accuracy: 0.6646 - val_Top3 accuracy: 0.7309 - val_Top4 accuracy: 0.7727 - val_Top5 accuracy: 0.7990\n", "Epoch 28/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1196 - accuracy: 0.7018 - Top1 accuracy: 0.7018 - Top2 accuracy: 0.8185 - Top3 accuracy: 0.8680 - Top4 accuracy: 0.8961 - Top5 accuracy: 0.9131 - val_loss: 2.2272 - val_accuracy: 0.5343 - val_Top1 accuracy: 0.5343 - val_Top2 accuracy: 0.6595 - val_Top3 accuracy: 0.7273 - val_Top4 accuracy: 0.7611 - val_Top5 accuracy: 0.7905\n", "Epoch 29/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1359 - accuracy: 0.6960 - Top1 accuracy: 0.6960 - Top2 accuracy: 0.8148 - Top3 accuracy: 0.8658 - Top4 accuracy: 0.8942 - Top5 accuracy: 0.9127 - val_loss: 2.1674 - val_accuracy: 0.5294 - val_Top1 accuracy: 0.5294 - val_Top2 accuracy: 0.6757 - val_Top3 accuracy: 0.7443 - val_Top4 accuracy: 0.7771 - val_Top5 accuracy: 0.8014\n", "Epoch 30/30\n", "515/515 [==============================] - 31s 61ms/step - loss: 1.1027 - accuracy: 0.7045 - Top1 accuracy: 0.7045 - Top2 accuracy: 0.8227 - Top3 accuracy: 0.8724 - Top4 accuracy: 0.8988 - Top5 accuracy: 0.9155 - val_loss: 2.1874 - val_accuracy: 0.5352 - val_Top1 accuracy: 0.5352 - val_Top2 accuracy: 0.6687 - val_Top3 accuracy: 0.7304 - val_Top4 accuracy: 0.7701 - val_Top5 accuracy: 0.7965\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "Transfering to ResNetV2\n", "--------------------------------------------------------------------------------\n", "Epoch 1/30\n", "515/515 [==============================] - 21s 38ms/step - loss: 3.1220 - accuracy: 0.2409 - Top1 accuracy: 0.2409 - Top2 accuracy: 0.3692 - Top3 accuracy: 0.4468 - Top4 accuracy: 0.5046 - Top5 accuracy: 0.5482 - val_loss: 2.2543 - val_accuracy: 0.3989 - val_Top1 accuracy: 0.3989 - val_Top2 accuracy: 0.5729 - val_Top3 accuracy: 0.6687 - val_Top4 accuracy: 0.7219 - val_Top5 accuracy: 0.7608\n", "Epoch 2/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 2.2138 - accuracy: 0.4105 - Top1 accuracy: 0.4105 - Top2 accuracy: 0.5772 - Top3 accuracy: 0.6680 - Top4 accuracy: 0.7237 - Top5 accuracy: 0.7623 - val_loss: 2.1395 - val_accuracy: 0.4368 - val_Top1 accuracy: 0.4368 - val_Top2 accuracy: 0.6033 - val_Top3 accuracy: 0.6830 - val_Top4 accuracy: 0.7270 - val_Top5 accuracy: 0.7606\n", "Epoch 3/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.9989 - accuracy: 0.4714 - Top1 accuracy: 0.4714 - Top2 accuracy: 0.6317 - Top3 accuracy: 0.7141 - Top4 accuracy: 0.7595 - Top5 accuracy: 0.7921 - val_loss: 1.9899 - val_accuracy: 0.4740 - val_Top1 accuracy: 0.4740 - val_Top2 accuracy: 0.6286 - val_Top3 accuracy: 0.7100 - val_Top4 accuracy: 0.7572 - val_Top5 accuracy: 0.7859\n", "Epoch 4/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.8841 - accuracy: 0.4992 - Top1 accuracy: 0.4992 - Top2 accuracy: 0.6552 - Top3 accuracy: 0.7321 - Top4 accuracy: 0.7769 - Top5 accuracy: 0.8062 - val_loss: 2.0246 - val_accuracy: 0.4861 - val_Top1 accuracy: 0.4861 - val_Top2 accuracy: 0.6305 - val_Top3 accuracy: 0.7081 - val_Top4 accuracy: 0.7535 - val_Top5 accuracy: 0.7863\n", "Epoch 5/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.7778 - accuracy: 0.5302 - Top1 accuracy: 0.5302 - Top2 accuracy: 0.6793 - Top3 accuracy: 0.7546 - Top4 accuracy: 0.7972 - Top5 accuracy: 0.8236 - val_loss: 1.9149 - val_accuracy: 0.5029 - val_Top1 accuracy: 0.5029 - val_Top2 accuracy: 0.6519 - val_Top3 accuracy: 0.7258 - val_Top4 accuracy: 0.7657 - val_Top5 accuracy: 0.7958\n", "Epoch 6/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.7335 - accuracy: 0.5337 - Top1 accuracy: 0.5337 - Top2 accuracy: 0.6877 - Top3 accuracy: 0.7614 - Top4 accuracy: 0.8030 - Top5 accuracy: 0.8295 - val_loss: 1.9285 - val_accuracy: 0.5122 - val_Top1 accuracy: 0.5122 - val_Top2 accuracy: 0.6505 - val_Top3 accuracy: 0.7219 - val_Top4 accuracy: 0.7676 - val_Top5 accuracy: 0.7978\n", "Epoch 7/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.6609 - accuracy: 0.5596 - Top1 accuracy: 0.5596 - Top2 accuracy: 0.7066 - Top3 accuracy: 0.7725 - Top4 accuracy: 0.8096 - Top5 accuracy: 0.8342 - val_loss: 1.9139 - val_accuracy: 0.5204 - val_Top1 accuracy: 0.5204 - val_Top2 accuracy: 0.6626 - val_Top3 accuracy: 0.7275 - val_Top4 accuracy: 0.7645 - val_Top5 accuracy: 0.7929\n", "Epoch 8/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.6519 - accuracy: 0.5630 - Top1 accuracy: 0.5630 - Top2 accuracy: 0.7109 - Top3 accuracy: 0.7756 - Top4 accuracy: 0.8152 - Top5 accuracy: 0.8393 - val_loss: 1.8396 - val_accuracy: 0.5238 - val_Top1 accuracy: 0.5238 - val_Top2 accuracy: 0.6753 - val_Top3 accuracy: 0.7397 - val_Top4 accuracy: 0.7776 - val_Top5 accuracy: 0.8055\n", "Epoch 9/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.5881 - accuracy: 0.5727 - Top1 accuracy: 0.5727 - Top2 accuracy: 0.7214 - Top3 accuracy: 0.7845 - Top4 accuracy: 0.8228 - Top5 accuracy: 0.8509 - val_loss: 1.8637 - val_accuracy: 0.5267 - val_Top1 accuracy: 0.5267 - val_Top2 accuracy: 0.6621 - val_Top3 accuracy: 0.7273 - val_Top4 accuracy: 0.7688 - val_Top5 accuracy: 0.7968\n", "Epoch 10/30\n", "515/515 [==============================] - 19s 36ms/step - loss: 1.5279 - accuracy: 0.5875 - Top1 accuracy: 0.5875 - Top2 accuracy: 0.7326 - Top3 accuracy: 0.7969 - Top4 accuracy: 0.8310 - Top5 accuracy: 0.8562 - val_loss: 1.8528 - val_accuracy: 0.5360 - val_Top1 accuracy: 0.5360 - val_Top2 accuracy: 0.6697 - val_Top3 accuracy: 0.7423 - val_Top4 accuracy: 0.7805 - val_Top5 accuracy: 0.8048\n", "Epoch 11/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.5093 - accuracy: 0.5949 - Top1 accuracy: 0.5949 - Top2 accuracy: 0.7362 - Top3 accuracy: 0.7992 - Top4 accuracy: 0.8354 - Top5 accuracy: 0.8576 - val_loss: 1.8788 - val_accuracy: 0.5372 - val_Top1 accuracy: 0.5372 - val_Top2 accuracy: 0.6721 - val_Top3 accuracy: 0.7351 - val_Top4 accuracy: 0.7710 - val_Top5 accuracy: 0.7963\n", "Epoch 12/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.4900 - accuracy: 0.6025 - Top1 accuracy: 0.6025 - Top2 accuracy: 0.7385 - Top3 accuracy: 0.8021 - Top4 accuracy: 0.8363 - Top5 accuracy: 0.8582 - val_loss: 1.9036 - val_accuracy: 0.5352 - val_Top1 accuracy: 0.5352 - val_Top2 accuracy: 0.6687 - val_Top3 accuracy: 0.7251 - val_Top4 accuracy: 0.7662 - val_Top5 accuracy: 0.7922\n", "Epoch 13/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.4742 - accuracy: 0.6095 - Top1 accuracy: 0.6095 - Top2 accuracy: 0.7492 - Top3 accuracy: 0.8100 - Top4 accuracy: 0.8431 - Top5 accuracy: 0.8628 - val_loss: 1.8596 - val_accuracy: 0.5438 - val_Top1 accuracy: 0.5438 - val_Top2 accuracy: 0.6736 - val_Top3 accuracy: 0.7387 - val_Top4 accuracy: 0.7805 - val_Top5 accuracy: 0.8048\n", "Epoch 14/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.4330 - accuracy: 0.6225 - Top1 accuracy: 0.6225 - Top2 accuracy: 0.7523 - Top3 accuracy: 0.8144 - Top4 accuracy: 0.8464 - Top5 accuracy: 0.8678 - val_loss: 1.9078 - val_accuracy: 0.5391 - val_Top1 accuracy: 0.5391 - val_Top2 accuracy: 0.6699 - val_Top3 accuracy: 0.7343 - val_Top4 accuracy: 0.7674 - val_Top5 accuracy: 0.7931\n", "Epoch 15/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.4135 - accuracy: 0.6294 - Top1 accuracy: 0.6294 - Top2 accuracy: 0.7582 - Top3 accuracy: 0.8142 - Top4 accuracy: 0.8469 - Top5 accuracy: 0.8687 - val_loss: 1.8839 - val_accuracy: 0.5386 - val_Top1 accuracy: 0.5386 - val_Top2 accuracy: 0.6740 - val_Top3 accuracy: 0.7416 - val_Top4 accuracy: 0.7793 - val_Top5 accuracy: 0.8041\n", "Epoch 16/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.4056 - accuracy: 0.6340 - Top1 accuracy: 0.6340 - Top2 accuracy: 0.7618 - Top3 accuracy: 0.8186 - Top4 accuracy: 0.8492 - Top5 accuracy: 0.8695 - val_loss: 1.9389 - val_accuracy: 0.5362 - val_Top1 accuracy: 0.5362 - val_Top2 accuracy: 0.6638 - val_Top3 accuracy: 0.7263 - val_Top4 accuracy: 0.7652 - val_Top5 accuracy: 0.7895\n", "Epoch 17/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.3853 - accuracy: 0.6340 - Top1 accuracy: 0.6340 - Top2 accuracy: 0.7620 - Top3 accuracy: 0.8206 - Top4 accuracy: 0.8514 - Top5 accuracy: 0.8740 - val_loss: 1.9255 - val_accuracy: 0.5459 - val_Top1 accuracy: 0.5459 - val_Top2 accuracy: 0.6745 - val_Top3 accuracy: 0.7309 - val_Top4 accuracy: 0.7662 - val_Top5 accuracy: 0.7956\n", "Epoch 18/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.3624 - accuracy: 0.6436 - Top1 accuracy: 0.6436 - Top2 accuracy: 0.7670 - Top3 accuracy: 0.8241 - Top4 accuracy: 0.8540 - Top5 accuracy: 0.8751 - val_loss: 1.9504 - val_accuracy: 0.5362 - val_Top1 accuracy: 0.5362 - val_Top2 accuracy: 0.6682 - val_Top3 accuracy: 0.7295 - val_Top4 accuracy: 0.7752 - val_Top5 accuracy: 0.8007\n", "Epoch 19/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.3439 - accuracy: 0.6448 - Top1 accuracy: 0.6448 - Top2 accuracy: 0.7720 - Top3 accuracy: 0.8274 - Top4 accuracy: 0.8573 - Top5 accuracy: 0.8774 - val_loss: 1.9832 - val_accuracy: 0.5316 - val_Top1 accuracy: 0.5316 - val_Top2 accuracy: 0.6570 - val_Top3 accuracy: 0.7205 - val_Top4 accuracy: 0.7635 - val_Top5 accuracy: 0.7927\n", "Epoch 20/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.3578 - accuracy: 0.6453 - Top1 accuracy: 0.6453 - Top2 accuracy: 0.7699 - Top3 accuracy: 0.8274 - Top4 accuracy: 0.8570 - Top5 accuracy: 0.8769 - val_loss: 1.9658 - val_accuracy: 0.5343 - val_Top1 accuracy: 0.5343 - val_Top2 accuracy: 0.6633 - val_Top3 accuracy: 0.7307 - val_Top4 accuracy: 0.7720 - val_Top5 accuracy: 0.7956\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.3100 - accuracy: 0.6564 - Top1 accuracy: 0.6564 - Top2 accuracy: 0.7772 - Top3 accuracy: 0.8304 - Top4 accuracy: 0.8605 - Top5 accuracy: 0.8802 - val_loss: 1.9631 - val_accuracy: 0.5430 - val_Top1 accuracy: 0.5430 - val_Top2 accuracy: 0.6694 - val_Top3 accuracy: 0.7302 - val_Top4 accuracy: 0.7703 - val_Top5 accuracy: 0.7931\n", "Epoch 22/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2997 - accuracy: 0.6560 - Top1 accuracy: 0.6560 - Top2 accuracy: 0.7837 - Top3 accuracy: 0.8325 - Top4 accuracy: 0.8614 - Top5 accuracy: 0.8822 - val_loss: 2.0106 - val_accuracy: 0.5423 - val_Top1 accuracy: 0.5423 - val_Top2 accuracy: 0.6599 - val_Top3 accuracy: 0.7214 - val_Top4 accuracy: 0.7647 - val_Top5 accuracy: 0.7931\n", "Epoch 23/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2998 - accuracy: 0.6593 - Top1 accuracy: 0.6593 - Top2 accuracy: 0.7830 - Top3 accuracy: 0.8355 - Top4 accuracy: 0.8642 - Top5 accuracy: 0.8832 - val_loss: 2.0776 - val_accuracy: 0.5250 - val_Top1 accuracy: 0.5250 - val_Top2 accuracy: 0.6524 - val_Top3 accuracy: 0.7146 - val_Top4 accuracy: 0.7528 - val_Top5 accuracy: 0.7803\n", "Epoch 24/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2569 - accuracy: 0.6699 - Top1 accuracy: 0.6699 - Top2 accuracy: 0.7868 - Top3 accuracy: 0.8390 - Top4 accuracy: 0.8690 - Top5 accuracy: 0.8879 - val_loss: 1.9996 - val_accuracy: 0.5515 - val_Top1 accuracy: 0.5515 - val_Top2 accuracy: 0.6677 - val_Top3 accuracy: 0.7338 - val_Top4 accuracy: 0.7703 - val_Top5 accuracy: 0.7968\n", "Epoch 25/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2538 - accuracy: 0.6728 - Top1 accuracy: 0.6728 - Top2 accuracy: 0.7919 - Top3 accuracy: 0.8415 - Top4 accuracy: 0.8701 - Top5 accuracy: 0.8909 - val_loss: 1.9970 - val_accuracy: 0.5474 - val_Top1 accuracy: 0.5474 - val_Top2 accuracy: 0.6723 - val_Top3 accuracy: 0.7353 - val_Top4 accuracy: 0.7659 - val_Top5 accuracy: 0.7893\n", "Epoch 26/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2538 - accuracy: 0.6746 - Top1 accuracy: 0.6746 - Top2 accuracy: 0.7923 - Top3 accuracy: 0.8413 - Top4 accuracy: 0.8699 - Top5 accuracy: 0.8882 - val_loss: 2.0019 - val_accuracy: 0.5484 - val_Top1 accuracy: 0.5484 - val_Top2 accuracy: 0.6687 - val_Top3 accuracy: 0.7256 - val_Top4 accuracy: 0.7611 - val_Top5 accuracy: 0.7944\n", "Epoch 27/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2540 - accuracy: 0.6737 - Top1 accuracy: 0.6737 - Top2 accuracy: 0.7930 - Top3 accuracy: 0.8450 - Top4 accuracy: 0.8714 - Top5 accuracy: 0.8901 - val_loss: 2.0558 - val_accuracy: 0.5442 - val_Top1 accuracy: 0.5442 - val_Top2 accuracy: 0.6624 - val_Top3 accuracy: 0.7234 - val_Top4 accuracy: 0.7591 - val_Top5 accuracy: 0.7856\n", "Epoch 28/30\n", "515/515 [==============================] - 19s 36ms/step - loss: 1.2398 - accuracy: 0.6776 - Top1 accuracy: 0.6776 - Top2 accuracy: 0.7972 - Top3 accuracy: 0.8470 - Top4 accuracy: 0.8737 - Top5 accuracy: 0.8910 - val_loss: 2.0188 - val_accuracy: 0.5394 - val_Top1 accuracy: 0.5394 - val_Top2 accuracy: 0.6677 - val_Top3 accuracy: 0.7336 - val_Top4 accuracy: 0.7713 - val_Top5 accuracy: 0.7968\n", "Epoch 29/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2279 - accuracy: 0.6779 - Top1 accuracy: 0.6779 - Top2 accuracy: 0.7978 - Top3 accuracy: 0.8470 - Top4 accuracy: 0.8702 - Top5 accuracy: 0.8895 - val_loss: 2.0583 - val_accuracy: 0.5413 - val_Top1 accuracy: 0.5413 - val_Top2 accuracy: 0.6621 - val_Top3 accuracy: 0.7299 - val_Top4 accuracy: 0.7667 - val_Top5 accuracy: 0.7927\n", "Epoch 30/30\n", "515/515 [==============================] - 19s 37ms/step - loss: 1.2298 - accuracy: 0.6837 - Top1 accuracy: 0.6837 - Top2 accuracy: 0.7981 - Top3 accuracy: 0.8463 - Top4 accuracy: 0.8728 - Top5 accuracy: 0.8918 - val_loss: 1.9636 - val_accuracy: 0.5530 - val_Top1 accuracy: 0.5530 - val_Top2 accuracy: 0.6684 - val_Top3 accuracy: 0.7314 - val_Top4 accuracy: 0.7710 - val_Top5 accuracy: 0.7975\n" ] }, { "data": { "image/png": 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val_Top1 accuracy: 0.5486 - val_Top2 accuracy: 0.6869 - val_Top3 accuracy: 0.7518 - val_Top4 accuracy: 0.7902 - val_Top5 accuracy: 0.8143\n", "Epoch 3/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.7033 - accuracy: 0.5602 - Top1 accuracy: 0.5602 - Top2 accuracy: 0.7072 - Top3 accuracy: 0.7726 - Top4 accuracy: 0.8092 - Top5 accuracy: 0.8335 - val_loss: 1.7594 - val_accuracy: 0.5598 - val_Top1 accuracy: 0.5598 - val_Top2 accuracy: 0.6966 - val_Top3 accuracy: 0.7557 - val_Top4 accuracy: 0.7900 - val_Top5 accuracy: 0.8160\n", "Epoch 4/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.6110 - accuracy: 0.5769 - Top1 accuracy: 0.5769 - Top2 accuracy: 0.7199 - Top3 accuracy: 0.7867 - Top4 accuracy: 0.8201 - Top5 accuracy: 0.8425 - val_loss: 1.6526 - val_accuracy: 0.5839 - val_Top1 accuracy: 0.5839 - val_Top2 accuracy: 0.7200 - val_Top3 accuracy: 0.7825 - val_Top4 accuracy: 0.8148 - val_Top5 accuracy: 0.8376\n", "Epoch 5/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.5460 - accuracy: 0.5998 - Top1 accuracy: 0.5998 - Top2 accuracy: 0.7360 - Top3 accuracy: 0.7967 - Top4 accuracy: 0.8302 - Top5 accuracy: 0.8525 - val_loss: 1.7199 - val_accuracy: 0.5671 - val_Top1 accuracy: 0.5671 - val_Top2 accuracy: 0.6952 - val_Top3 accuracy: 0.7560 - val_Top4 accuracy: 0.7929 - val_Top5 accuracy: 0.8175\n", "Epoch 6/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.5062 - accuracy: 0.6100 - Top1 accuracy: 0.6100 - Top2 accuracy: 0.7426 - Top3 accuracy: 0.8035 - Top4 accuracy: 0.8345 - Top5 accuracy: 0.8565 - val_loss: 1.5915 - val_accuracy: 0.5912 - val_Top1 accuracy: 0.5912 - val_Top2 accuracy: 0.7197 - val_Top3 accuracy: 0.7822 - val_Top4 accuracy: 0.8131 - val_Top5 accuracy: 0.8376\n", "Epoch 7/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.4423 - accuracy: 0.6278 - Top1 accuracy: 0.6278 - Top2 accuracy: 0.7539 - Top3 accuracy: 0.8097 - Top4 accuracy: 0.8435 - Top5 accuracy: 0.8638 - val_loss: 1.6779 - val_accuracy: 0.5916 - val_Top1 accuracy: 0.5916 - val_Top2 accuracy: 0.7173 - val_Top3 accuracy: 0.7727 - val_Top4 accuracy: 0.8070 - val_Top5 accuracy: 0.8294\n", "Epoch 8/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.4145 - accuracy: 0.6328 - Top1 accuracy: 0.6328 - Top2 accuracy: 0.7600 - Top3 accuracy: 0.8171 - Top4 accuracy: 0.8474 - Top5 accuracy: 0.8697 - val_loss: 1.6196 - val_accuracy: 0.5950 - val_Top1 accuracy: 0.5950 - val_Top2 accuracy: 0.7217 - val_Top3 accuracy: 0.7793 - val_Top4 accuracy: 0.8102 - val_Top5 accuracy: 0.8320\n", "Epoch 9/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.3828 - accuracy: 0.6421 - Top1 accuracy: 0.6421 - Top2 accuracy: 0.7702 - Top3 accuracy: 0.8224 - Top4 accuracy: 0.8516 - Top5 accuracy: 0.8721 - val_loss: 1.6175 - val_accuracy: 0.6031 - val_Top1 accuracy: 0.6031 - val_Top2 accuracy: 0.7214 - val_Top3 accuracy: 0.7752 - val_Top4 accuracy: 0.8121 - val_Top5 accuracy: 0.8318\n", "Epoch 10/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.3486 - accuracy: 0.6468 - Top1 accuracy: 0.6468 - Top2 accuracy: 0.7684 - Top3 accuracy: 0.8261 - Top4 accuracy: 0.8566 - Top5 accuracy: 0.8763 - val_loss: 1.6077 - val_accuracy: 0.6016 - val_Top1 accuracy: 0.6016 - val_Top2 accuracy: 0.7265 - val_Top3 accuracy: 0.7829 - val_Top4 accuracy: 0.8179 - val_Top5 accuracy: 0.8415\n", "Epoch 11/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.3334 - accuracy: 0.6517 - Top1 accuracy: 0.6517 - Top2 accuracy: 0.7781 - Top3 accuracy: 0.8270 - Top4 accuracy: 0.8564 - Top5 accuracy: 0.8757 - val_loss: 1.6703 - val_accuracy: 0.5953 - val_Top1 accuracy: 0.5953 - val_Top2 accuracy: 0.7217 - val_Top3 accuracy: 0.7790 - val_Top4 accuracy: 0.8148 - val_Top5 accuracy: 0.8376\n", "Epoch 12/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.3061 - accuracy: 0.6613 - Top1 accuracy: 0.6613 - Top2 accuracy: 0.7823 - Top3 accuracy: 0.8340 - Top4 accuracy: 0.8622 - Top5 accuracy: 0.8812 - val_loss: 1.6033 - val_accuracy: 0.5972 - val_Top1 accuracy: 0.5972 - val_Top2 accuracy: 0.7287 - val_Top3 accuracy: 0.7866 - val_Top4 accuracy: 0.8240 - val_Top5 accuracy: 0.8449\n", "Epoch 13/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.3036 - accuracy: 0.6621 - Top1 accuracy: 0.6621 - Top2 accuracy: 0.7849 - Top3 accuracy: 0.8333 - Top4 accuracy: 0.8610 - Top5 accuracy: 0.8794 - val_loss: 1.7160 - val_accuracy: 0.5963 - val_Top1 accuracy: 0.5963 - val_Top2 accuracy: 0.7141 - val_Top3 accuracy: 0.7705 - val_Top4 accuracy: 0.8017 - val_Top5 accuracy: 0.8243\n", "Epoch 14/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.2731 - accuracy: 0.6685 - Top1 accuracy: 0.6685 - Top2 accuracy: 0.7902 - Top3 accuracy: 0.8380 - Top4 accuracy: 0.8669 - Top5 accuracy: 0.8851 - val_loss: 1.6073 - val_accuracy: 0.6108 - val_Top1 accuracy: 0.6108 - val_Top2 accuracy: 0.7353 - val_Top3 accuracy: 0.7917 - val_Top4 accuracy: 0.8235 - val_Top5 accuracy: 0.8430\n", "Epoch 15/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.2561 - accuracy: 0.6750 - Top1 accuracy: 0.6750 - Top2 accuracy: 0.7899 - Top3 accuracy: 0.8414 - Top4 accuracy: 0.8681 - Top5 accuracy: 0.8881 - val_loss: 1.6818 - val_accuracy: 0.6048 - val_Top1 accuracy: 0.6048 - val_Top2 accuracy: 0.7234 - val_Top3 accuracy: 0.7769 - val_Top4 accuracy: 0.8148 - val_Top5 accuracy: 0.8357\n", "Epoch 16/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.2246 - accuracy: 0.6798 - Top1 accuracy: 0.6798 - Top2 accuracy: 0.7965 - Top3 accuracy: 0.8450 - Top4 accuracy: 0.8720 - Top5 accuracy: 0.8908 - val_loss: 1.6814 - val_accuracy: 0.6128 - val_Top1 accuracy: 0.6128 - val_Top2 accuracy: 0.7265 - val_Top3 accuracy: 0.7778 - val_Top4 accuracy: 0.8055 - val_Top5 accuracy: 0.8289\n", "Epoch 17/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.2256 - accuracy: 0.6782 - Top1 accuracy: 0.6782 - Top2 accuracy: 0.7957 - Top3 accuracy: 0.8458 - Top4 accuracy: 0.8741 - Top5 accuracy: 0.8924 - val_loss: 1.5849 - val_accuracy: 0.6133 - val_Top1 accuracy: 0.6133 - val_Top2 accuracy: 0.7297 - val_Top3 accuracy: 0.7936 - val_Top4 accuracy: 0.8209 - val_Top5 accuracy: 0.8396\n", "Epoch 18/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.2059 - accuracy: 0.6849 - Top1 accuracy: 0.6849 - Top2 accuracy: 0.8010 - Top3 accuracy: 0.8505 - Top4 accuracy: 0.8785 - Top5 accuracy: 0.8957 - val_loss: 1.6829 - val_accuracy: 0.6099 - val_Top1 accuracy: 0.6099 - val_Top2 accuracy: 0.7282 - val_Top3 accuracy: 0.7793 - val_Top4 accuracy: 0.8109 - val_Top5 accuracy: 0.8330\n", "Epoch 19/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.1764 - accuracy: 0.6899 - Top1 accuracy: 0.6899 - Top2 accuracy: 0.8062 - Top3 accuracy: 0.8543 - Top4 accuracy: 0.8813 - Top5 accuracy: 0.9004 - val_loss: 1.6807 - val_accuracy: 0.6053 - val_Top1 accuracy: 0.6053 - val_Top2 accuracy: 0.7214 - val_Top3 accuracy: 0.7764 - val_Top4 accuracy: 0.8106 - val_Top5 accuracy: 0.8335\n", "Epoch 20/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.2044 - accuracy: 0.6858 - Top1 accuracy: 0.6858 - Top2 accuracy: 0.8035 - Top3 accuracy: 0.8507 - Top4 accuracy: 0.8786 - Top5 accuracy: 0.8941 - val_loss: 1.6680 - val_accuracy: 0.6006 - val_Top1 accuracy: 0.6006 - val_Top2 accuracy: 0.7229 - val_Top3 accuracy: 0.7783 - val_Top4 accuracy: 0.8102 - val_Top5 accuracy: 0.8335\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.1539 - accuracy: 0.7030 - Top1 accuracy: 0.7030 - Top2 accuracy: 0.8162 - Top3 accuracy: 0.8613 - Top4 accuracy: 0.8845 - Top5 accuracy: 0.9006 - val_loss: 1.6826 - val_accuracy: 0.6140 - val_Top1 accuracy: 0.6140 - val_Top2 accuracy: 0.7299 - val_Top3 accuracy: 0.7834 - val_Top4 accuracy: 0.8158 - val_Top5 accuracy: 0.8371\n", "Epoch 22/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.1611 - accuracy: 0.6982 - Top1 accuracy: 0.6982 - Top2 accuracy: 0.8105 - Top3 accuracy: 0.8570 - Top4 accuracy: 0.8817 - Top5 accuracy: 0.8993 - val_loss: 1.6946 - val_accuracy: 0.6009 - val_Top1 accuracy: 0.6009 - val_Top2 accuracy: 0.7256 - val_Top3 accuracy: 0.7761 - val_Top4 accuracy: 0.8075 - val_Top5 accuracy: 0.8333\n", "Epoch 23/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.1628 - accuracy: 0.6989 - Top1 accuracy: 0.6989 - Top2 accuracy: 0.8113 - Top3 accuracy: 0.8580 - Top4 accuracy: 0.8830 - Top5 accuracy: 0.8993 - val_loss: 1.7490 - val_accuracy: 0.5909 - val_Top1 accuracy: 0.5909 - val_Top2 accuracy: 0.7244 - val_Top3 accuracy: 0.7783 - val_Top4 accuracy: 0.8119 - val_Top5 accuracy: 0.8289\n", "Epoch 24/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.1437 - accuracy: 0.7038 - Top1 accuracy: 0.7038 - Top2 accuracy: 0.8131 - Top3 accuracy: 0.8600 - Top4 accuracy: 0.8839 - Top5 accuracy: 0.9022 - val_loss: 1.6555 - val_accuracy: 0.6108 - val_Top1 accuracy: 0.6108 - val_Top2 accuracy: 0.7304 - val_Top3 accuracy: 0.7868 - val_Top4 accuracy: 0.8184 - val_Top5 accuracy: 0.8398\n", "Epoch 25/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.1042 - accuracy: 0.7076 - Top1 accuracy: 0.7076 - Top2 accuracy: 0.8182 - Top3 accuracy: 0.8650 - Top4 accuracy: 0.8879 - Top5 accuracy: 0.9042 - val_loss: 1.7141 - val_accuracy: 0.6091 - val_Top1 accuracy: 0.6091 - val_Top2 accuracy: 0.7256 - val_Top3 accuracy: 0.7788 - val_Top4 accuracy: 0.8121 - val_Top5 accuracy: 0.8345\n", "Epoch 26/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.1155 - accuracy: 0.7112 - Top1 accuracy: 0.7112 - Top2 accuracy: 0.8177 - Top3 accuracy: 0.8628 - Top4 accuracy: 0.8884 - Top5 accuracy: 0.9038 - val_loss: 1.6909 - val_accuracy: 0.6172 - val_Top1 accuracy: 0.6172 - val_Top2 accuracy: 0.7329 - val_Top3 accuracy: 0.7820 - val_Top4 accuracy: 0.8102 - val_Top5 accuracy: 0.8289\n", "Epoch 27/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.1149 - accuracy: 0.7115 - Top1 accuracy: 0.7115 - Top2 accuracy: 0.8210 - Top3 accuracy: 0.8635 - Top4 accuracy: 0.8878 - Top5 accuracy: 0.9050 - val_loss: 1.7602 - val_accuracy: 0.6021 - val_Top1 accuracy: 0.6021 - val_Top2 accuracy: 0.7263 - val_Top3 accuracy: 0.7776 - val_Top4 accuracy: 0.8106 - val_Top5 accuracy: 0.8281\n", "Epoch 28/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.0959 - accuracy: 0.7143 - Top1 accuracy: 0.7143 - Top2 accuracy: 0.8274 - Top3 accuracy: 0.8725 - Top4 accuracy: 0.8974 - Top5 accuracy: 0.9122 - val_loss: 1.7035 - val_accuracy: 0.6142 - val_Top1 accuracy: 0.6142 - val_Top2 accuracy: 0.7324 - val_Top3 accuracy: 0.7800 - val_Top4 accuracy: 0.8085 - val_Top5 accuracy: 0.8294\n", "Epoch 29/30\n", "515/515 [==============================] - 22s 43ms/step - loss: 1.0759 - accuracy: 0.7160 - Top1 accuracy: 0.7160 - Top2 accuracy: 0.8231 - Top3 accuracy: 0.8700 - Top4 accuracy: 0.8923 - Top5 accuracy: 0.9087 - val_loss: 1.7467 - val_accuracy: 0.6123 - val_Top1 accuracy: 0.6123 - val_Top2 accuracy: 0.7253 - val_Top3 accuracy: 0.7761 - val_Top4 accuracy: 0.8094 - val_Top5 accuracy: 0.8313\n", "Epoch 30/30\n", "515/515 [==============================] - 22s 42ms/step - loss: 1.0621 - accuracy: 0.7233 - Top1 accuracy: 0.7233 - Top2 accuracy: 0.8289 - Top3 accuracy: 0.8724 - Top4 accuracy: 0.8973 - Top5 accuracy: 0.9126 - val_loss: 1.7520 - val_accuracy: 0.5997 - val_Top1 accuracy: 0.5997 - val_Top2 accuracy: 0.7217 - val_Top3 accuracy: 0.7783 - val_Top4 accuracy: 0.8097 - val_Top5 accuracy: 0.8303\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "Transfering to InceptionV3\n", "--------------------------------------------------------------------------------\n", "Epoch 1/30\n", "515/515 [==============================] - 19s 33ms/step - loss: 3.0018 - accuracy: 0.2752 - Top1 accuracy: 0.2752 - Top2 accuracy: 0.4025 - Top3 accuracy: 0.4814 - Top4 accuracy: 0.5345 - Top5 accuracy: 0.5709 - val_loss: 2.1678 - val_accuracy: 0.4125 - val_Top1 accuracy: 0.4125 - val_Top2 accuracy: 0.5802 - val_Top3 accuracy: 0.6728 - val_Top4 accuracy: 0.7333 - val_Top5 accuracy: 0.7654\n", "Epoch 2/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 2.0370 - accuracy: 0.4643 - Top1 accuracy: 0.4643 - Top2 accuracy: 0.6297 - Top3 accuracy: 0.7164 - Top4 accuracy: 0.7603 - Top5 accuracy: 0.7890 - val_loss: 1.8160 - val_accuracy: 0.5090 - val_Top1 accuracy: 0.5090 - val_Top2 accuracy: 0.6677 - val_Top3 accuracy: 0.7499 - val_Top4 accuracy: 0.7934 - val_Top5 accuracy: 0.8230\n", "Epoch 3/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.8485 - accuracy: 0.5177 - Top1 accuracy: 0.5177 - Top2 accuracy: 0.6697 - Top3 accuracy: 0.7459 - Top4 accuracy: 0.7880 - Top5 accuracy: 0.8137 - val_loss: 1.8963 - val_accuracy: 0.5109 - val_Top1 accuracy: 0.5109 - val_Top2 accuracy: 0.6616 - val_Top3 accuracy: 0.7372 - val_Top4 accuracy: 0.7778 - val_Top5 accuracy: 0.8043\n", "Epoch 4/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.7549 - accuracy: 0.5383 - Top1 accuracy: 0.5383 - Top2 accuracy: 0.6890 - Top3 accuracy: 0.7605 - Top4 accuracy: 0.7982 - Top5 accuracy: 0.8215 - val_loss: 1.7933 - val_accuracy: 0.5408 - val_Top1 accuracy: 0.5408 - val_Top2 accuracy: 0.6789 - val_Top3 accuracy: 0.7509 - val_Top4 accuracy: 0.7888 - val_Top5 accuracy: 0.8114\n", "Epoch 5/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.6917 - accuracy: 0.5592 - Top1 accuracy: 0.5592 - Top2 accuracy: 0.6996 - Top3 accuracy: 0.7685 - Top4 accuracy: 0.8039 - Top5 accuracy: 0.8296 - val_loss: 1.7436 - val_accuracy: 0.5591 - val_Top1 accuracy: 0.5591 - val_Top2 accuracy: 0.6962 - val_Top3 accuracy: 0.7569 - val_Top4 accuracy: 0.7917 - val_Top5 accuracy: 0.8158\n", "Epoch 6/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.6548 - accuracy: 0.5670 - Top1 accuracy: 0.5670 - Top2 accuracy: 0.7113 - Top3 accuracy: 0.7789 - Top4 accuracy: 0.8120 - Top5 accuracy: 0.8356 - val_loss: 1.7999 - val_accuracy: 0.5331 - val_Top1 accuracy: 0.5331 - val_Top2 accuracy: 0.6857 - val_Top3 accuracy: 0.7552 - val_Top4 accuracy: 0.7936 - val_Top5 accuracy: 0.8167\n", "Epoch 7/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.6163 - accuracy: 0.5737 - Top1 accuracy: 0.5737 - Top2 accuracy: 0.7129 - Top3 accuracy: 0.7851 - Top4 accuracy: 0.8198 - Top5 accuracy: 0.8440 - val_loss: 1.6911 - val_accuracy: 0.5690 - val_Top1 accuracy: 0.5690 - val_Top2 accuracy: 0.7078 - val_Top3 accuracy: 0.7720 - val_Top4 accuracy: 0.8089 - val_Top5 accuracy: 0.8303\n", "Epoch 8/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.5797 - accuracy: 0.5856 - Top1 accuracy: 0.5856 - Top2 accuracy: 0.7238 - Top3 accuracy: 0.7882 - Top4 accuracy: 0.8235 - Top5 accuracy: 0.8449 - val_loss: 1.7329 - val_accuracy: 0.5683 - val_Top1 accuracy: 0.5683 - val_Top2 accuracy: 0.7056 - val_Top3 accuracy: 0.7671 - val_Top4 accuracy: 0.7987 - val_Top5 accuracy: 0.8235\n", "Epoch 9/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.5469 - accuracy: 0.5914 - Top1 accuracy: 0.5914 - Top2 accuracy: 0.7306 - Top3 accuracy: 0.7918 - Top4 accuracy: 0.8270 - Top5 accuracy: 0.8511 - val_loss: 1.7110 - val_accuracy: 0.5695 - val_Top1 accuracy: 0.5695 - val_Top2 accuracy: 0.7056 - val_Top3 accuracy: 0.7598 - val_Top4 accuracy: 0.7975 - val_Top5 accuracy: 0.8228\n", "Epoch 10/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.5442 - accuracy: 0.5984 - Top1 accuracy: 0.5984 - Top2 accuracy: 0.7303 - Top3 accuracy: 0.7931 - Top4 accuracy: 0.8281 - Top5 accuracy: 0.8481 - val_loss: 1.7045 - val_accuracy: 0.5809 - val_Top1 accuracy: 0.5809 - val_Top2 accuracy: 0.7081 - val_Top3 accuracy: 0.7781 - val_Top4 accuracy: 0.8082 - val_Top5 accuracy: 0.8335\n", "Epoch 11/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.5191 - accuracy: 0.6053 - Top1 accuracy: 0.6053 - Top2 accuracy: 0.7388 - Top3 accuracy: 0.7976 - Top4 accuracy: 0.8282 - Top5 accuracy: 0.8509 - val_loss: 1.6617 - val_accuracy: 0.5895 - val_Top1 accuracy: 0.5895 - val_Top2 accuracy: 0.7134 - val_Top3 accuracy: 0.7725 - val_Top4 accuracy: 0.8038 - val_Top5 accuracy: 0.8303\n", "Epoch 12/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.5050 - accuracy: 0.6054 - Top1 accuracy: 0.6054 - Top2 accuracy: 0.7378 - Top3 accuracy: 0.7962 - Top4 accuracy: 0.8290 - Top5 accuracy: 0.8515 - val_loss: 1.7256 - val_accuracy: 0.5688 - val_Top1 accuracy: 0.5688 - val_Top2 accuracy: 0.7105 - val_Top3 accuracy: 0.7696 - val_Top4 accuracy: 0.8038 - val_Top5 accuracy: 0.8269\n", "Epoch 13/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.4862 - accuracy: 0.6090 - Top1 accuracy: 0.6090 - Top2 accuracy: 0.7429 - Top3 accuracy: 0.8020 - Top4 accuracy: 0.8343 - Top5 accuracy: 0.8557 - val_loss: 1.7279 - val_accuracy: 0.5839 - val_Top1 accuracy: 0.5839 - val_Top2 accuracy: 0.7083 - val_Top3 accuracy: 0.7688 - val_Top4 accuracy: 0.7982 - val_Top5 accuracy: 0.8216\n", "Epoch 14/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.4745 - accuracy: 0.6168 - Top1 accuracy: 0.6168 - Top2 accuracy: 0.7459 - Top3 accuracy: 0.8040 - Top4 accuracy: 0.8364 - Top5 accuracy: 0.8578 - val_loss: 1.7493 - val_accuracy: 0.5700 - val_Top1 accuracy: 0.5700 - val_Top2 accuracy: 0.7073 - val_Top3 accuracy: 0.7688 - val_Top4 accuracy: 0.8029 - val_Top5 accuracy: 0.8216\n", "Epoch 15/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.4508 - accuracy: 0.6193 - Top1 accuracy: 0.6193 - Top2 accuracy: 0.7498 - Top3 accuracy: 0.8075 - Top4 accuracy: 0.8407 - Top5 accuracy: 0.8610 - val_loss: 1.7321 - val_accuracy: 0.5783 - val_Top1 accuracy: 0.5783 - val_Top2 accuracy: 0.7166 - val_Top3 accuracy: 0.7749 - val_Top4 accuracy: 0.8070 - val_Top5 accuracy: 0.8277\n", "Epoch 16/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.4497 - accuracy: 0.6186 - Top1 accuracy: 0.6186 - Top2 accuracy: 0.7498 - Top3 accuracy: 0.8098 - Top4 accuracy: 0.8395 - Top5 accuracy: 0.8611 - val_loss: 1.7504 - val_accuracy: 0.5775 - val_Top1 accuracy: 0.5775 - val_Top2 accuracy: 0.7078 - val_Top3 accuracy: 0.7659 - val_Top4 accuracy: 0.8004 - val_Top5 accuracy: 0.8226\n", "Epoch 17/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.4477 - accuracy: 0.6243 - Top1 accuracy: 0.6243 - Top2 accuracy: 0.7526 - Top3 accuracy: 0.8083 - Top4 accuracy: 0.8398 - Top5 accuracy: 0.8622 - val_loss: 1.6940 - val_accuracy: 0.5856 - val_Top1 accuracy: 0.5856 - val_Top2 accuracy: 0.7112 - val_Top3 accuracy: 0.7701 - val_Top4 accuracy: 0.8034 - val_Top5 accuracy: 0.8260\n", "Epoch 18/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.4065 - accuracy: 0.6314 - Top1 accuracy: 0.6314 - Top2 accuracy: 0.7580 - Top3 accuracy: 0.8162 - Top4 accuracy: 0.8459 - Top5 accuracy: 0.8679 - val_loss: 1.7420 - val_accuracy: 0.5722 - val_Top1 accuracy: 0.5722 - val_Top2 accuracy: 0.6979 - val_Top3 accuracy: 0.7572 - val_Top4 accuracy: 0.7931 - val_Top5 accuracy: 0.8165\n", "Epoch 19/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.4126 - accuracy: 0.6334 - Top1 accuracy: 0.6334 - Top2 accuracy: 0.7584 - Top3 accuracy: 0.8138 - Top4 accuracy: 0.8464 - Top5 accuracy: 0.8684 - val_loss: 1.6856 - val_accuracy: 0.5812 - val_Top1 accuracy: 0.5812 - val_Top2 accuracy: 0.7129 - val_Top3 accuracy: 0.7778 - val_Top4 accuracy: 0.8114 - val_Top5 accuracy: 0.8325\n", "Epoch 20/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.3993 - accuracy: 0.6307 - Top1 accuracy: 0.6307 - Top2 accuracy: 0.7569 - Top3 accuracy: 0.8135 - Top4 accuracy: 0.8451 - Top5 accuracy: 0.8653 - val_loss: 1.8042 - val_accuracy: 0.5702 - val_Top1 accuracy: 0.5702 - val_Top2 accuracy: 0.6983 - val_Top3 accuracy: 0.7550 - val_Top4 accuracy: 0.7883 - val_Top5 accuracy: 0.8155\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 21/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.4160 - accuracy: 0.6330 - Top1 accuracy: 0.6330 - Top2 accuracy: 0.7596 - Top3 accuracy: 0.8134 - Top4 accuracy: 0.8447 - Top5 accuracy: 0.8669 - val_loss: 1.7206 - val_accuracy: 0.5851 - val_Top1 accuracy: 0.5851 - val_Top2 accuracy: 0.7163 - val_Top3 accuracy: 0.7773 - val_Top4 accuracy: 0.8104 - val_Top5 accuracy: 0.8345\n", "Epoch 22/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.3981 - accuracy: 0.6328 - Top1 accuracy: 0.6328 - Top2 accuracy: 0.7584 - Top3 accuracy: 0.8158 - Top4 accuracy: 0.8474 - Top5 accuracy: 0.8680 - val_loss: 1.6760 - val_accuracy: 0.5875 - val_Top1 accuracy: 0.5875 - val_Top2 accuracy: 0.7183 - val_Top3 accuracy: 0.7766 - val_Top4 accuracy: 0.8065 - val_Top5 accuracy: 0.8318\n", "Epoch 23/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.3981 - accuracy: 0.6373 - Top1 accuracy: 0.6373 - Top2 accuracy: 0.7641 - Top3 accuracy: 0.8191 - Top4 accuracy: 0.8481 - Top5 accuracy: 0.8669 - val_loss: 1.7371 - val_accuracy: 0.5902 - val_Top1 accuracy: 0.5902 - val_Top2 accuracy: 0.7149 - val_Top3 accuracy: 0.7696 - val_Top4 accuracy: 0.8038 - val_Top5 accuracy: 0.8284\n", "Epoch 24/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.3885 - accuracy: 0.6427 - Top1 accuracy: 0.6427 - Top2 accuracy: 0.7614 - Top3 accuracy: 0.8170 - Top4 accuracy: 0.8489 - Top5 accuracy: 0.8709 - val_loss: 1.7921 - val_accuracy: 0.5790 - val_Top1 accuracy: 0.5790 - val_Top2 accuracy: 0.6998 - val_Top3 accuracy: 0.7589 - val_Top4 accuracy: 0.7878 - val_Top5 accuracy: 0.8133\n", "Epoch 25/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.3840 - accuracy: 0.6378 - Top1 accuracy: 0.6378 - Top2 accuracy: 0.7633 - Top3 accuracy: 0.8202 - Top4 accuracy: 0.8497 - Top5 accuracy: 0.8698 - val_loss: 1.6981 - val_accuracy: 0.5858 - val_Top1 accuracy: 0.5858 - val_Top2 accuracy: 0.7171 - val_Top3 accuracy: 0.7756 - val_Top4 accuracy: 0.8097 - val_Top5 accuracy: 0.8323\n", "Epoch 26/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.3747 - accuracy: 0.6407 - Top1 accuracy: 0.6407 - Top2 accuracy: 0.7609 - Top3 accuracy: 0.8178 - Top4 accuracy: 0.8492 - Top5 accuracy: 0.8693 - val_loss: 1.6945 - val_accuracy: 0.5972 - val_Top1 accuracy: 0.5972 - val_Top2 accuracy: 0.7146 - val_Top3 accuracy: 0.7761 - val_Top4 accuracy: 0.8036 - val_Top5 accuracy: 0.8247\n", "Epoch 27/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.3767 - accuracy: 0.6383 - Top1 accuracy: 0.6383 - Top2 accuracy: 0.7648 - Top3 accuracy: 0.8219 - Top4 accuracy: 0.8522 - Top5 accuracy: 0.8717 - val_loss: 1.7655 - val_accuracy: 0.5792 - val_Top1 accuracy: 0.5792 - val_Top2 accuracy: 0.7076 - val_Top3 accuracy: 0.7725 - val_Top4 accuracy: 0.8024 - val_Top5 accuracy: 0.8233\n", "Epoch 28/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.3889 - accuracy: 0.6389 - Top1 accuracy: 0.6389 - Top2 accuracy: 0.7640 - Top3 accuracy: 0.8195 - Top4 accuracy: 0.8501 - Top5 accuracy: 0.8684 - val_loss: 1.7851 - val_accuracy: 0.5783 - val_Top1 accuracy: 0.5783 - val_Top2 accuracy: 0.7090 - val_Top3 accuracy: 0.7686 - val_Top4 accuracy: 0.8012 - val_Top5 accuracy: 0.8252\n", "Epoch 29/30\n", "515/515 [==============================] - 16s 31ms/step - loss: 1.3583 - accuracy: 0.6434 - Top1 accuracy: 0.6434 - Top2 accuracy: 0.7668 - Top3 accuracy: 0.8238 - Top4 accuracy: 0.8531 - Top5 accuracy: 0.8715 - val_loss: 1.7126 - val_accuracy: 0.5982 - val_Top1 accuracy: 0.5982 - val_Top2 accuracy: 0.7149 - val_Top3 accuracy: 0.7744 - val_Top4 accuracy: 0.8075 - val_Top5 accuracy: 0.8277\n", "Epoch 30/30\n", "515/515 [==============================] - 16s 30ms/step - loss: 1.3688 - accuracy: 0.6427 - Top1 accuracy: 0.6427 - Top2 accuracy: 0.7660 - Top3 accuracy: 0.8173 - Top4 accuracy: 0.8483 - Top5 accuracy: 0.8671 - val_loss: 1.7237 - val_accuracy: 0.5775 - val_Top1 accuracy: 0.5775 - val_Top2 accuracy: 0.7018 - val_Top3 accuracy: 0.7698 - val_Top4 accuracy: 0.8014 - val_Top5 accuracy: 0.8262\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n" ] } ], "source": [ "from tensorflow.keras.metrics import TopKCategoricalAccuracy\n", "\n", "epochs=30\n", "base_models = [\n", " ('VGG-16', keras.applications.vgg16.VGG16, keras.applications.vgg16.preprocess_input),\n", " ('VGG-19', keras.applications.vgg19.VGG19, keras.applications.vgg19.preprocess_input),\n", " ('ResNetV2', keras.applications.resnet_v2.ResNet50V2, keras.applications.resnet_v2.preprocess_input),\n", " ('Xception', keras.applications.xception.Xception, keras.applications.xception.preprocess_input),\n", " ('InceptionV3', keras.applications.inception_v3.InceptionV3, keras.applications.inception_v3.preprocess_input)\n", "]\n", "\n", "trained_models = []\n", "for name, model, preprocess in base_models:\n", " print(f'Transfering to {name}')\n", " print('-'*80)\n", " base_model = model(\n", " weights='imagenet', # Load weights pre-trained on ImageNet.\n", " input_shape=input_shape[1:],\n", " include_top=False)\n", "\n", " base_model.trainable = False\n", "\n", " inputs = keras.Input(shape=input_shape[1:])\n", " x = data_augmentation(inputs, training=True)\n", " x = preprocess(x)\n", " x = base_model(x, training=False)\n", " #x = keras.layers.Conv2D(64, 3, activation='relu')(x)\n", " x = keras.layers.GlobalAveragePooling2D()(x)\n", " x = keras.layers.Dense(2048, activation='relu')(x)\n", " x = keras.layers.Dense(2048, activation='relu')(x)\n", " x = keras.layers.Dense(1024, activation='relu')(x)\n", " x = keras.layers.Dropout(0.2)(x)\n", " x = keras.layers.Dense(512, activation='relu')(x)\n", " x = keras.layers.Dropout(0.2)(x)\n", " x = keras.layers.Dense(256, activation='relu')(x)\n", " outputs = keras.layers.Dense(num_classes, activation='softmax')(x)\n", "\n", " model = keras.Model(inputs=inputs, outputs=outputs, name=name)\n", " #model.summary()\n", " metrics = ['accuracy']\n", " for i in range(1, 6):\n", " metrics.append(TopKCategoricalAccuracy(i, f'Top{i} accuracy'))\n", " \n", " model.compile(optimizer=keras.optimizers.Adam(1e-3),\n", " loss='categorical_crossentropy',\n", " metrics=metrics)\n", " \n", " es = keras.callbacks.EarlyStopping(monitor='val_accuracy', mode='max', patience=2, min_delta=0.0001, restore_best_weights=True)\n", " history = model.fit(train_ds, epochs=epochs, validation_data=test_ds)#, callbacks=[es])\n", " trained_models.append((base_model, model))\n", " plot_acc(history.history, name)\n", " print('=' * 80)" ] }, { "cell_type": "markdown", "id": "bf451eb5", "metadata": {}, "source": [ "## Fine tuning" ] }, { "cell_type": "code", "execution_count": null, "id": "10da3d11", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-04-21 14:39:25.494077: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.04GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-21 14:39:25.494099: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.04GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "515/515 [==============================] - 64s 121ms/step - loss: 1.0354 - accuracy: 0.7174 - Top1 accuracy: 0.6894 - Top2 accuracy: 0.8074 - Top3 accuracy: 0.8577 - Top4 accuracy: 0.8842 - Top5 accuracy: 0.9012 - val_loss: 1.9148 - val_accuracy: 0.5717 - val_Top1 accuracy: 0.5717 - val_Top2 accuracy: 0.7005 - val_Top3 accuracy: 0.7657 - val_Top4 accuracy: 0.8019 - val_Top5 accuracy: 0.8243\n", "Epoch 2/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.9370 - accuracy: 0.7447 - Top1 accuracy: 0.7447 - Top2 accuracy: 0.8543 - Top3 accuracy: 0.8969 - Top4 accuracy: 0.9184 - Top5 accuracy: 0.9321 - val_loss: 1.9602 - val_accuracy: 0.5671 - val_Top1 accuracy: 0.5671 - val_Top2 accuracy: 0.7018 - val_Top3 accuracy: 0.7659 - val_Top4 accuracy: 0.8007 - val_Top5 accuracy: 0.8209\n", "Epoch 3/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.8551 - accuracy: 0.7600 - Top1 accuracy: 0.7600 - Top2 accuracy: 0.8659 - Top3 accuracy: 0.9092 - Top4 accuracy: 0.9299 - Top5 accuracy: 0.9423 - val_loss: 1.9625 - val_accuracy: 0.5649 - val_Top1 accuracy: 0.5649 - val_Top2 accuracy: 0.6962 - val_Top3 accuracy: 0.7659 - val_Top4 accuracy: 0.8021 - val_Top5 accuracy: 0.8289\n", "Epoch 4/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.8005 - accuracy: 0.7795 - Top1 accuracy: 0.7795 - Top2 accuracy: 0.8782 - Top3 accuracy: 0.9148 - Top4 accuracy: 0.9356 - Top5 accuracy: 0.9468 - val_loss: 1.9063 - val_accuracy: 0.5865 - val_Top1 accuracy: 0.5865 - val_Top2 accuracy: 0.7105 - val_Top3 accuracy: 0.7703 - val_Top4 accuracy: 0.8058 - val_Top5 accuracy: 0.8308\n", "Epoch 5/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.7859 - accuracy: 0.7784 - Top1 accuracy: 0.7784 - Top2 accuracy: 0.8796 - Top3 accuracy: 0.9169 - Top4 accuracy: 0.9364 - Top5 accuracy: 0.9482 - val_loss: 1.8049 - val_accuracy: 0.5919 - val_Top1 accuracy: 0.5919 - val_Top2 accuracy: 0.7210 - val_Top3 accuracy: 0.7856 - val_Top4 accuracy: 0.8257 - val_Top5 accuracy: 0.8500\n", "Epoch 6/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.7301 - accuracy: 0.7920 - Top1 accuracy: 0.7920 - Top2 accuracy: 0.8912 - Top3 accuracy: 0.9246 - Top4 accuracy: 0.9439 - Top5 accuracy: 0.9543 - val_loss: 1.9274 - val_accuracy: 0.5826 - val_Top1 accuracy: 0.5826 - val_Top2 accuracy: 0.7110 - val_Top3 accuracy: 0.7722 - val_Top4 accuracy: 0.8085 - val_Top5 accuracy: 0.8352\n", "Epoch 7/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.7138 - accuracy: 0.7959 - Top1 accuracy: 0.7959 - Top2 accuracy: 0.8952 - Top3 accuracy: 0.9295 - Top4 accuracy: 0.9457 - Top5 accuracy: 0.9559 - val_loss: 1.8410 - val_accuracy: 0.6018 - val_Top1 accuracy: 0.6018 - val_Top2 accuracy: 0.7292 - val_Top3 accuracy: 0.7849 - val_Top4 accuracy: 0.8204 - val_Top5 accuracy: 0.8430\n", "Epoch 8/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.6796 - accuracy: 0.8025 - Top1 accuracy: 0.8025 - Top2 accuracy: 0.9015 - Top3 accuracy: 0.9359 - Top4 accuracy: 0.9500 - Top5 accuracy: 0.9591 - val_loss: 1.7760 - val_accuracy: 0.6043 - val_Top1 accuracy: 0.6043 - val_Top2 accuracy: 0.7290 - val_Top3 accuracy: 0.7897 - val_Top4 accuracy: 0.8255 - val_Top5 accuracy: 0.8488\n", "Epoch 9/20\n", "515/515 [==============================] - 62s 121ms/step - loss: 0.6441 - accuracy: 0.8113 - Top1 accuracy: 0.8113 - Top2 accuracy: 0.9056 - Top3 accuracy: 0.9379 - Top4 accuracy: 0.9533 - Top5 accuracy: 0.9620 - val_loss: 1.8237 - val_accuracy: 0.5916 - val_Top1 accuracy: 0.5916 - val_Top2 accuracy: 0.7261 - val_Top3 accuracy: 0.7876 - val_Top4 accuracy: 0.8209 - val_Top5 accuracy: 0.8449\n", "Epoch 10/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.6412 - accuracy: 0.8148 - Top1 accuracy: 0.8148 - Top2 accuracy: 0.9064 - Top3 accuracy: 0.9380 - Top4 accuracy: 0.9533 - Top5 accuracy: 0.9621 - val_loss: 1.8733 - val_accuracy: 0.5950 - val_Top1 accuracy: 0.5950 - val_Top2 accuracy: 0.7280 - val_Top3 accuracy: 0.7919 - val_Top4 accuracy: 0.8269 - val_Top5 accuracy: 0.8517\n", "Epoch 11/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.6206 - accuracy: 0.8202 - Top1 accuracy: 0.8202 - Top2 accuracy: 0.9090 - Top3 accuracy: 0.9392 - Top4 accuracy: 0.9542 - Top5 accuracy: 0.9636 - val_loss: 1.8542 - val_accuracy: 0.5999 - val_Top1 accuracy: 0.5999 - val_Top2 accuracy: 0.7265 - val_Top3 accuracy: 0.7859 - val_Top4 accuracy: 0.8211 - val_Top5 accuracy: 0.8420\n", "Epoch 12/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.5970 - accuracy: 0.8270 - Top1 accuracy: 0.8270 - Top2 accuracy: 0.9149 - Top3 accuracy: 0.9445 - Top4 accuracy: 0.9599 - Top5 accuracy: 0.9679 - val_loss: 1.8669 - val_accuracy: 0.5994 - val_Top1 accuracy: 0.5994 - val_Top2 accuracy: 0.7343 - val_Top3 accuracy: 0.7902 - val_Top4 accuracy: 0.8257 - val_Top5 accuracy: 0.8461\n", "Epoch 13/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.6035 - accuracy: 0.8253 - Top1 accuracy: 0.8253 - Top2 accuracy: 0.9153 - Top3 accuracy: 0.9462 - Top4 accuracy: 0.9590 - Top5 accuracy: 0.9676 - val_loss: 1.8569 - val_accuracy: 0.6062 - val_Top1 accuracy: 0.6062 - val_Top2 accuracy: 0.7324 - val_Top3 accuracy: 0.7883 - val_Top4 accuracy: 0.8216 - val_Top5 accuracy: 0.8413\n", "Epoch 14/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.5483 - accuracy: 0.8359 - Top1 accuracy: 0.8359 - Top2 accuracy: 0.9231 - Top3 accuracy: 0.9505 - Top4 accuracy: 0.9634 - Top5 accuracy: 0.9717 - val_loss: 1.8294 - val_accuracy: 0.6198 - val_Top1 accuracy: 0.6198 - val_Top2 accuracy: 0.7416 - val_Top3 accuracy: 0.7956 - val_Top4 accuracy: 0.8272 - val_Top5 accuracy: 0.8478\n", "Epoch 15/20\n", "515/515 [==============================] - 62s 120ms/step - loss: 0.5628 - accuracy: 0.8354 - Top1 accuracy: 0.8354 - Top2 accuracy: 0.9217 - Top3 accuracy: 0.9497 - Top4 accuracy: 0.9613 - Top5 accuracy: 0.9693 - val_loss: 1.8948 - val_accuracy: 0.5999 - val_Top1 accuracy: 0.5999 - val_Top2 accuracy: 0.7251 - val_Top3 accuracy: 0.7878 - val_Top4 accuracy: 0.8196 - val_Top5 accuracy: 0.8422\n", "Epoch 16/20\n", "108/515 [=====>........................] - ETA: 44s - loss: 0.5622 - accuracy: 0.8339 - Top1 accuracy: 0.8339 - Top2 accuracy: 0.9239 - Top3 accuracy: 0.9502 - Top4 accuracy: 0.9641 - Top5 accuracy: 0.9714" ] } ], "source": [ "for base_model, model in trained_models:\n", " base_model.trainable = True\n", " #model.summary()\n", "\n", " model.compile(\n", " optimizer=keras.optimizers.Adam(1e-5), # Low learning rate\n", " loss='categorical_crossentropy',\n", " metrics=metrics,\n", " )\n", "\n", " epochs = 20\n", " history = model.fit(train_ds, epochs=epochs, validation_data=test_ds)\n", " plot_acc(history.history, model.name)" ] }, { "cell_type": "code", "execution_count": 12, "id": "c2d60add", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-04-20 18:13:58.522862: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: /home/jbrichardet/Documents/workspace/machine_learning/PDeepLearning/VGG-16/assets\n", "INFO:tensorflow:Assets written to: /home/jbrichardet/Documents/workspace/machine_learning/PDeepLearning/VGG-19/assets\n", "INFO:tensorflow:Assets written to: /home/jbrichardet/Documents/workspace/machine_learning/PDeepLearning/ResNetV2/assets\n", "INFO:tensorflow:Assets written to: /home/jbrichardet/Documents/workspace/machine_learning/PDeepLearning/Xception/assets\n", "INFO:tensorflow:Assets written to: /home/jbrichardet/Documents/workspace/machine_learning/PDeepLearning/InceptionV3/assets\n" ] } ], "source": [ "for _, model in trained_models:\n", " model.save(os.path.join(os.getcwd(), model.name))" ] }, { "cell_type": "code", "execution_count": 7, "id": "d974194f", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-04-21 10:31:36.444230: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8303\n", "2022-04-21 10:31:37.388121: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-04-21 10:31:37.388295: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-04-21 10:31:37.388308: W tensorflow/stream_executor/gpu/asm_compiler.cc:80] Couldn't get ptxas version string: INTERNAL: Couldn't invoke ptxas --version\n", "2022-04-21 10:31:37.388488: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-04-21 10:31:37.388513: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] INTERNAL: Failed to launch ptxas\n", "Relying on driver to perform ptx compilation. \n", "Modify $PATH to customize ptxas location.\n", "This message will be only logged once.\n", "2022-04-21 10:31:37.762161: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.47GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-21 10:31:37.762178: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.47GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-21 10:31:37.831775: I tensorflow/stream_executor/cuda/cuda_blas.cc:1786] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n", "2022-04-21 10:31:38.296432: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.40GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-21 10:31:38.296458: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.40GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-21 10:31:38.302626: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.50GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n", "2022-04-21 10:31:38.302639: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 3.50GiB with freed_by_count=0. The caller indicates that this is not a failure, but may mean that there could be performance gains if more memory were available.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "515/515 [==============================] - 112s 196ms/step - loss: 1.1313 - accuracy: 0.6895 - top_k_categorical_accuracy: 0.9081 - val_loss: 1.5212 - val_accuracy: 0.6169 - val_top_k_categorical_accuracy: 0.8636\n", "Epoch 2/20\n", "515/515 [==============================] - 96s 186ms/step - loss: 1.0968 - accuracy: 0.6941 - top_k_categorical_accuracy: 0.9174 - val_loss: 1.4855 - val_accuracy: 0.6303 - val_top_k_categorical_accuracy: 0.8627\n", "Epoch 3/20\n", "515/515 [==============================] - 94s 183ms/step - loss: 1.0105 - accuracy: 0.7148 - top_k_categorical_accuracy: 0.9265 - val_loss: 1.4241 - val_accuracy: 0.6393 - val_top_k_categorical_accuracy: 0.8792\n", "Epoch 4/20\n", "515/515 [==============================] - 94s 183ms/step - loss: 0.9077 - accuracy: 0.7423 - top_k_categorical_accuracy: 0.9375 - val_loss: 1.3938 - val_accuracy: 0.6546 - val_top_k_categorical_accuracy: 0.8814\n", "Epoch 5/20\n", "515/515 [==============================] - 96s 187ms/step - loss: 0.8838 - accuracy: 0.7487 - top_k_categorical_accuracy: 0.9423 - val_loss: 1.3683 - val_accuracy: 0.6575 - val_top_k_categorical_accuracy: 0.8848\n", "Epoch 6/20\n", "515/515 [==============================] - 96s 187ms/step - loss: 0.8277 - accuracy: 0.7592 - top_k_categorical_accuracy: 0.9485 - val_loss: 1.3509 - val_accuracy: 0.6558 - val_top_k_categorical_accuracy: 0.8870\n", "Epoch 7/20\n", "515/515 [==============================] - 96s 187ms/step - loss: 0.7427 - accuracy: 0.7837 - top_k_categorical_accuracy: 0.9539 - val_loss: 1.3841 - val_accuracy: 0.6655 - val_top_k_categorical_accuracy: 0.8845\n", "Epoch 8/20\n", "515/515 [==============================] - 96s 186ms/step - loss: 0.7277 - accuracy: 0.7888 - top_k_categorical_accuracy: 0.9570 - val_loss: 1.4123 - val_accuracy: 0.6663 - val_top_k_categorical_accuracy: 0.8877\n", "Epoch 9/20\n", "515/515 [==============================] - 94s 183ms/step - loss: 0.6842 - accuracy: 0.8019 - top_k_categorical_accuracy: 0.9622 - val_loss: 1.3811 - val_accuracy: 0.6626 - val_top_k_categorical_accuracy: 0.8860\n", "Epoch 10/20\n", "515/515 [==============================] - 96s 186ms/step - loss: 0.6493 - accuracy: 0.8123 - top_k_categorical_accuracy: 0.9643 - val_loss: 1.3911 - val_accuracy: 0.6655 - val_top_k_categorical_accuracy: 0.8884\n", "Epoch 11/20\n", "515/515 [==============================] - 97s 187ms/step - loss: 0.6353 - accuracy: 0.8141 - top_k_categorical_accuracy: 0.9702 - val_loss: 1.4269 - val_accuracy: 0.6653 - val_top_k_categorical_accuracy: 0.8848\n", "Epoch 12/20\n", "515/515 [==============================] - 97s 187ms/step - loss: 0.5808 - accuracy: 0.8278 - top_k_categorical_accuracy: 0.9711 - val_loss: 1.3627 - val_accuracy: 0.6736 - val_top_k_categorical_accuracy: 0.8882\n", "Epoch 13/20\n", "515/515 [==============================] - 96s 186ms/step - loss: 0.5693 - accuracy: 0.8325 - top_k_categorical_accuracy: 0.9719 - val_loss: 1.4516 - val_accuracy: 0.6675 - val_top_k_categorical_accuracy: 0.8938\n", "Epoch 14/20\n", "515/515 [==============================] - 96s 186ms/step - loss: 0.5243 - accuracy: 0.8461 - top_k_categorical_accuracy: 0.9772 - val_loss: 1.4225 - val_accuracy: 0.6791 - val_top_k_categorical_accuracy: 0.8984\n", "Epoch 15/20\n", "515/515 [==============================] - 97s 188ms/step - loss: 0.5014 - accuracy: 0.8502 - top_k_categorical_accuracy: 0.9774 - val_loss: 1.4522 - val_accuracy: 0.6599 - val_top_k_categorical_accuracy: 0.8867\n", "Epoch 16/20\n", "515/515 [==============================] - 94s 183ms/step - loss: 0.4848 - accuracy: 0.8577 - top_k_categorical_accuracy: 0.9800 - val_loss: 1.3980 - val_accuracy: 0.6860 - val_top_k_categorical_accuracy: 0.9008\n", "Epoch 17/20\n", "515/515 [==============================] - 96s 187ms/step - loss: 0.4641 - accuracy: 0.8636 - top_k_categorical_accuracy: 0.9806 - val_loss: 1.4315 - val_accuracy: 0.6835 - val_top_k_categorical_accuracy: 0.9011\n", "Epoch 18/20\n", "515/515 [==============================] - 97s 187ms/step - loss: 0.4395 - accuracy: 0.8712 - top_k_categorical_accuracy: 0.9813 - val_loss: 1.5364 - val_accuracy: 0.6702 - val_top_k_categorical_accuracy: 0.8865\n", "Epoch 19/20\n", "515/515 [==============================] - 97s 188ms/step - loss: 0.4155 - accuracy: 0.8755 - top_k_categorical_accuracy: 0.9837 - val_loss: 1.6216 - val_accuracy: 0.6719 - val_top_k_categorical_accuracy: 0.8879\n", "Epoch 20/20\n", "515/515 [==============================] - 97s 188ms/step - loss: 0.4324 - accuracy: 0.8763 - top_k_categorical_accuracy: 0.9823 - val_loss: 1.5816 - val_accuracy: 0.6670 - val_top_k_categorical_accuracy: 0.8904\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loaded = keras.models.load_model(os.path.join(os.getcwd(), 'Xception'))\n", "loaded.trainable = True\n", "metrics = ['accuracy', 'top_k_categorical_accuracy']\n", "loaded.compile(\n", " optimizer=keras.optimizers.Adam(1e-4), # Low learning rate\n", " loss='categorical_crossentropy',\n", " metrics=metrics,\n", ")\n", "\n", "epochs = 20\n", "history = loaded.fit(train_ds, epochs=epochs, validation_data=test_ds)\n", "plot_acc(history.history, loaded.name)" ] }, { "cell_type": "markdown", "id": "951c00e1", "metadata": {}, "source": [ "# Test" ] }, { "cell_type": "code", "execution_count": null, "id": "9ff61047", "metadata": {}, "outputs": [], "source": [ "img = keras.preprocessing.image.load_img(\n", " \"jerome.jpg\", target_size=image_size\n", ")\n", "img_array = keras.preprocessing.image.img_to_array(img)\n", "img_array = tf.expand_dims(img_array, 0) # Create batch axis\n", "\n", "predictions = model.predict(img_array)\n", "\n", "top4 = predictions.argsort()[0, -1:-5:-1]\n", "\n", "for race, acc in zip(np.array(race_names)[top4], predictions[0, top4]):\n", " print(f'{race} at {acc:.2%}')" ] } ], "metadata": { "kernelspec": { "display_name": ".venv-p6", "language": "python", "name": ".venv-p6" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }