567 lines
496 KiB
Plaintext
567 lines
496 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import tensorflow as tf\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"import tensorflow_hub as hub\n",
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"import tensorflow_datasets as tfds\n",
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"\n",
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"from tensorflow.keras import layers\n",
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"\n",
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"from matplotlib import pyplot as plt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Load CIFAR10 dataset\n",
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"(training_set, validation_set), dataset_info = tfds.load(\n",
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" 'cifar10',\n",
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" split=['train[:70%]', 'train[70%:]'],\n",
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" with_info=True,\n",
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" as_supervised=True,\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Total Number of Classes: 10\n",
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"Total Number of Training Images: 35000\n",
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"Total Number of Validation Images: 15000 \n",
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"\n"
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]
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}
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],
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"source": [
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"# Look at the shape of our dataset\n",
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"num_classes = dataset_info.features['label'].num_classes\n",
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"\n",
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"num_training_examples = 0\n",
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"num_validation_examples = 0\n",
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"\n",
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"for example in training_set:\n",
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" num_training_examples += 1\n",
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"\n",
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"for example in validation_set:\n",
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" num_validation_examples += 1\n",
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"\n",
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"print('Total Number of Classes: {}'.format(num_classes))\n",
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"print('Total Number of Training Images: {}'.format(num_training_examples))\n",
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"print('Total Number of Validation Images: {} \\n'.format(num_validation_examples))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x648 with 30 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Check out a few specific samples\n",
|
|
"image_batch = []\n",
|
|
"for i, example in enumerate(training_set.take(30)):\n",
|
|
" image_batch.append(example[0])\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10,9))\n",
|
|
"for n in range(30):\n",
|
|
" plt.subplot(6,5,n+1)\n",
|
|
" plt.subplots_adjust(hspace = 0.3)\n",
|
|
" plt.imshow(image_batch[n])\n",
|
|
" plt.axis('off')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Reformat to fit MobileNet V2 and split into batches\n",
|
|
"IMAGE_RES = 224\n",
|
|
"\n",
|
|
"def format_image(image, label):\n",
|
|
" image = tf.image.resize(image, (IMAGE_RES, IMAGE_RES))/255.0\n",
|
|
" return image, label\n",
|
|
"\n",
|
|
"BATCH_SIZE = 64\n",
|
|
"\n",
|
|
"train_batches = training_set.shuffle(num_training_examples//4).map(format_image).batch(BATCH_SIZE).prefetch(1)\n",
|
|
"\n",
|
|
"validation_batches = validation_set.map(format_image).batch(BATCH_SIZE).prefetch(1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Setup MobileNet V2 feature extractor\n",
|
|
"URL = \"https://tfhub.dev/google/tf2-preview/mobilenet_v2/feature_vector/4\"\n",
|
|
"feature_extractor = hub.KerasLayer(URL,\n",
|
|
" input_shape=(IMAGE_RES, IMAGE_RES, 3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Freeze layers of pretrained model\n",
|
|
"feature_extractor.trainable = False"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Model: \"sequential\"\n",
|
|
"_________________________________________________________________\n",
|
|
"Layer (type) Output Shape Param # \n",
|
|
"=================================================================\n",
|
|
"keras_layer (KerasLayer) (None, 1280) 2257984 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense (Dense) (None, 10) 12810 \n",
|
|
"=================================================================\n",
|
|
"Total params: 2,270,794\n",
|
|
"Trainable params: 12,810\n",
|
|
"Non-trainable params: 2,257,984\n",
|
|
"_________________________________________________________________\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Attach classification head\n",
|
|
"model = tf.keras.Sequential([\n",
|
|
" feature_extractor,\n",
|
|
" layers.Dense(num_classes)\n",
|
|
"])\n",
|
|
"\n",
|
|
"model.summary()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 1/3\n",
|
|
"547/547 [==============================] - 1102s 2s/step - loss: 0.6506 - accuracy: 0.7774 - val_loss: 0.4842 - val_accuracy: 0.8329\n",
|
|
"Epoch 2/3\n",
|
|
"547/547 [==============================] - 1003s 2s/step - loss: 0.4432 - accuracy: 0.8457 - val_loss: 0.4602 - val_accuracy: 0.8395\n",
|
|
"Epoch 3/3\n",
|
|
"547/547 [==============================] - 994s 2s/step - loss: 0.4045 - accuracy: 0.8584 - val_loss: 0.4350 - val_accuracy: 0.8509\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Train our classification head to take input from our feature extractor\n",
|
|
"model.compile(\n",
|
|
" optimizer='adam',\n",
|
|
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
|
|
" metrics=['accuracy'])\n",
|
|
"\n",
|
|
"EPOCHS = 3\n",
|
|
"\n",
|
|
"history = model.fit(train_batches,\n",
|
|
" epochs=EPOCHS,\n",
|
|
" validation_data=validation_batches)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 576x576 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot valid accuracy / loss graphs\n",
|
|
"acc = history.history['accuracy']\n",
|
|
"val_acc = history.history['val_accuracy']\n",
|
|
"\n",
|
|
"loss = history.history['loss']\n",
|
|
"val_loss = history.history['val_loss']\n",
|
|
"\n",
|
|
"epochs_range = range(EPOCHS)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(8, 8))\n",
|
|
"plt.subplot(1, 2, 1)\n",
|
|
"plt.plot(epochs_range, acc, label='Training Accuracy')\n",
|
|
"plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
|
|
"plt.legend(loc='lower right')\n",
|
|
"plt.title('Training and Validation Accuracy')\n",
|
|
"\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"plt.plot(epochs_range, loss, label='Training Loss')\n",
|
|
"plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
|
|
"plt.legend(loc='upper right')\n",
|
|
"plt.title('Training and Validation Loss')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"['airplane' 'automobile' 'bird' 'cat' 'deer' 'dog' 'frog' 'horse' 'ship'\n",
|
|
" 'truck']\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"class_names = np.array(dataset_info.features['label'].names)\n",
|
|
"\n",
|
|
"print(class_names)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"['airplane' 'cat' 'cat' 'frog' 'cat' 'frog' 'frog' 'dog' 'truck' 'bird'\n",
|
|
" 'cat' 'horse' 'ship' 'frog' 'airplane' 'bird' 'horse' 'horse' 'frog'\n",
|
|
" 'airplane' 'ship' 'automobile' 'automobile' 'dog' 'horse' 'airplane'\n",
|
|
" 'bird' 'ship' 'airplane' 'airplane' 'truck' 'deer' 'deer' 'frog' 'truck'\n",
|
|
" 'cat' 'ship' 'dog' 'dog' 'automobile' 'dog' 'ship' 'horse' 'frog'\n",
|
|
" 'airplane' 'bird' 'airplane' 'deer' 'bird' 'horse' 'automobile' 'frog'\n",
|
|
" 'horse' 'ship' 'airplane' 'airplane' 'airplane' 'ship' 'frog' 'ship'\n",
|
|
" 'bird' 'ship' 'truck' 'horse']\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"image_batch, label_batch = next(iter(train_batches))\n",
|
|
"\n",
|
|
"\n",
|
|
"image_batch = image_batch.numpy()\n",
|
|
"label_batch = label_batch.numpy()\n",
|
|
"\n",
|
|
"predicted_batch = model.predict(image_batch)\n",
|
|
"predicted_batch = tf.squeeze(predicted_batch).numpy()\n",
|
|
"\n",
|
|
"predicted_ids = np.argmax(predicted_batch, axis=-1)\n",
|
|
"predicted_class_names = class_names[predicted_ids]\n",
|
|
"\n",
|
|
"print(predicted_class_names)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Labels: [0 4 3 6 3 6 6 5 9 2 3 7 8 6 0 2 4 3 2 0 8 1 1 5 7 0 2 8 4 0 9 4 4 6 9 3 8\n",
|
|
" 5 4 1 5 8 7 6 0 2 0 2 2 7 1 6 7 8 0 0 0 8 6 8 2 8 9 7]\n",
|
|
"Predicted labels: [0 3 3 6 3 6 6 5 9 2 3 7 8 6 0 2 7 7 6 0 8 1 1 5 7 0 2 8 0 0 9 4 4 6 9 3 8\n",
|
|
" 5 5 1 5 8 7 6 0 2 0 4 2 7 1 6 7 8 0 0 0 8 6 8 2 8 9 7]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(\"Labels: \", label_batch)\n",
|
|
"print(\"Predicted labels: \", predicted_ids)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 720x648 with 30 Axes>"
|
|
]
|
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},
|
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"metadata": {
|
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"needs_background": "light"
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},
|
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"output_type": "display_data"
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}
|
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],
|
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"source": [
|
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"plt.figure(figsize=(10,9))\n",
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"for n in range(30):\n",
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" plt.subplot(6,5,n+1)\n",
|
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" plt.subplots_adjust(hspace = 0.3)\n",
|
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" plt.imshow(image_batch[n])\n",
|
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" color = \"blue\" if predicted_ids[n] == label_batch[n] else \"red\"\n",
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" plt.title(predicted_class_names[n].title(), color=color)\n",
|
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" plt.axis('off')\n",
|
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" _ = plt.suptitle(\"Model predictions (blue: correct, red: incorrect)\")"
|
|
]
|
|
},
|
|
{
|
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"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Model: \"sequential_1\"\n",
|
|
"_________________________________________________________________\n",
|
|
"Layer (type) Output Shape Param # \n",
|
|
"=================================================================\n",
|
|
"keras_layer_1 (KerasLayer) (None, 2048) 21802784 \n",
|
|
"_________________________________________________________________\n",
|
|
"dense_1 (Dense) (None, 10) 20490 \n",
|
|
"=================================================================\n",
|
|
"Total params: 21,823,274\n",
|
|
"Trainable params: 20,490\n",
|
|
"Non-trainable params: 21,802,784\n",
|
|
"_________________________________________________________________\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# setup model with Inception V3 pretrained model as feature extractor\n",
|
|
"IMAGE_RES = 299\n",
|
|
"\n",
|
|
"(training_set, validation_set), dataset_info = tfds.load(\n",
|
|
" 'cifar10', \n",
|
|
" with_info=True, \n",
|
|
" as_supervised=True, \n",
|
|
" split=['train[:70%]', 'train[70%:]'],\n",
|
|
")\n",
|
|
"train_batches = training_set.shuffle(num_training_examples//4).map(format_image).batch(BATCH_SIZE).prefetch(1)\n",
|
|
"validation_batches = validation_set.map(format_image).batch(BATCH_SIZE).prefetch(1)\n",
|
|
"\n",
|
|
"URL = \"https://tfhub.dev/google/tf2-preview/inception_v3/feature_vector/4\"\n",
|
|
"feature_extractor = hub.KerasLayer(URL,\n",
|
|
" input_shape=(IMAGE_RES, IMAGE_RES, 3),\n",
|
|
" trainable=False)\n",
|
|
"\n",
|
|
"model_inception = tf.keras.Sequential([\n",
|
|
" feature_extractor,\n",
|
|
" tf.keras.layers.Dense(num_classes)\n",
|
|
"])\n",
|
|
"\n",
|
|
"model_inception.summary()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model_inception.compile(\n",
|
|
" optimizer='adam', \n",
|
|
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
|
|
" metrics=['accuracy'])\n",
|
|
"\n",
|
|
"EPOCHS = 3\n",
|
|
"\n",
|
|
"history = model_inception.fit(train_batches,\n",
|
|
" epochs=EPOCHS,\n",
|
|
" validation_data=validation_batches)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Plot valid accuracy / loss graphs\n",
|
|
"acc = history.history['accuracy']\n",
|
|
"val_acc = history.history['val_accuracy']\n",
|
|
"\n",
|
|
"loss = history.history['loss']\n",
|
|
"val_loss = history.history['val_loss']\n",
|
|
"\n",
|
|
"epochs_range = range(EPOCHS)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(8, 8))\n",
|
|
"plt.subplot(1, 2, 1)\n",
|
|
"plt.plot(epochs_range, acc, label='Training Accuracy')\n",
|
|
"plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
|
|
"plt.legend(loc='lower right')\n",
|
|
"plt.title('Training and Validation Accuracy')\n",
|
|
"\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"plt.plot(epochs_range, loss, label='Training Loss')\n",
|
|
"plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
|
|
"plt.legend(loc='upper right')\n",
|
|
"plt.title('Training and Validation Loss')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# setup model with Bit pretrained model as feature extractor\n",
|
|
"IMAGE_RES = 224\n",
|
|
"\n",
|
|
"(training_set, validation_set), dataset_info = tfds.load(\n",
|
|
" 'cifar10', \n",
|
|
" with_info=True, \n",
|
|
" as_supervised=True, \n",
|
|
" split=['train[:70%]', 'train[70%:]'],\n",
|
|
")\n",
|
|
"train_batches = training_set.shuffle(num_training_examples//4).map(format_image).batch(BATCH_SIZE).prefetch(1)\n",
|
|
"validation_batches = validation_set.map(format_image).batch(BATCH_SIZE).prefetch(1)\n",
|
|
"\n",
|
|
"URL = \"https://tfhub.dev/google/bit/s-r152x4/1\"\n",
|
|
"feature_extractor = hub.KerasLayer(URL,\n",
|
|
" input_shape=(IMAGE_RES, IMAGE_RES, 3),\n",
|
|
" trainable=False)\n",
|
|
"\n",
|
|
"model_Bit = tf.keras.Sequential([\n",
|
|
" feature_extractor,\n",
|
|
" tf.keras.layers.Dense(num_classes)\n",
|
|
"])\n",
|
|
"\n",
|
|
"model_Bit.summary()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model_Bit.compile(\n",
|
|
" optimizer='adam', \n",
|
|
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
|
|
" metrics=['accuracy'])\n",
|
|
"\n",
|
|
"EPOCHS = 3\n",
|
|
"\n",
|
|
"history = model_Bit.fit(train_batches,\n",
|
|
" epochs=EPOCHS,\n",
|
|
" validation_data=validation_batches)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Plot valid accuracy / loss graphs\n",
|
|
"acc = history.history['accuracy']\n",
|
|
"val_acc = history.history['val_accuracy']\n",
|
|
"\n",
|
|
"loss = history.history['loss']\n",
|
|
"val_loss = history.history['val_loss']\n",
|
|
"\n",
|
|
"epochs_range = range(EPOCHS)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(8, 8))\n",
|
|
"plt.subplot(1, 2, 1)\n",
|
|
"plt.plot(epochs_range, acc, label='Training Accuracy')\n",
|
|
"plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
|
|
"plt.legend(loc='lower right')\n",
|
|
"plt.title('Training and Validation Accuracy')\n",
|
|
"\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"plt.plot(epochs_range, loss, label='Training Loss')\n",
|
|
"plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
|
|
"plt.legend(loc='upper right')\n",
|
|
"plt.title('Training and Validation Loss')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|