Cifar10TransferLearning/Cifar10.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import tensorflow as tf\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import tensorflow_hub as hub\n",
"import tensorflow_datasets as tfds\n",
"\n",
"from tensorflow.keras import layers\n",
"from tensorflow.keras.callbacks import EarlyStopping\n",
"\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import time"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Load CIFAR10 dataset\n",
"(training_set, validation_set), dataset_info = tfds.load(\n",
" 'cifar10',\n",
" split=['train[:70%]', 'train[70%:]'],\n",
" with_info=True,\n",
" as_supervised=True,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Number of Classes: 10\n",
"Total Number of Training Images: 35000\n",
"Total Number of Validation Images: 15000 \n",
"\n"
]
}
],
"source": [
"# Look at the shape of our dataset\n",
"num_classes = dataset_info.features['label'].num_classes\n",
"\n",
"num_training_examples = 0\n",
"num_validation_examples = 0\n",
"\n",
"for example in training_set:\n",
" num_training_examples += 1\n",
"\n",
"for example in validation_set:\n",
" num_validation_examples += 1\n",
"\n",
"print('Total Number of Classes: {}'.format(num_classes))\n",
"print('Total Number of Training Images: {}'.format(num_training_examples))\n",
"print('Total Number of Validation Images: {} \\n'.format(num_validation_examples))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"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": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"keras_layer (KerasLayer) (None, 1280) 2257984 \n",
"_________________________________________________________________\n",
"dense_1 (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": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/3\n",
"547/547 [==============================] - 1310s 2s/step - loss: 0.6476 - accuracy: 0.7790 - val_loss: 0.4802 - val_accuracy: 0.8372\n",
"Epoch 2/3\n",
"547/547 [==============================] - 1033s 2s/step - loss: 0.4412 - accuracy: 0.8484 - val_loss: 0.4525 - val_accuracy: 0.8445\n",
"Epoch 3/3\n",
"547/547 [==============================] - 1225s 2s/step - loss: 0.4062 - accuracy: 0.8597 - val_loss: 0.4545 - val_accuracy: 0.8433\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",
"earlystop_callback = EarlyStopping(\n",
" monitor='val_accuracy', min_delta=0.0001,\n",
" patience=1)\n",
"\n",
"history = model.fit(train_batches,\n",
" epochs=EPOCHS,\n",
" validation_data=validation_batches, \n",
" callbacks = [earlystop_callback])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['airplane' 'automobile' 'bird' 'cat' 'deer' 'dog' 'frog' 'horse' 'ship'\n",
" 'truck']\n"
]
}
],
"source": [
"# Look at our class names\n",
"class_names = np.array(dataset_info.features['label'].names)\n",
"\n",
"print(class_names)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['truck' 'ship' 'cat' 'frog' 'frog' 'bird' 'cat' 'bird' 'airplane' 'ship'\n",
" 'horse' 'horse' 'frog' 'airplane' 'automobile' 'horse' 'horse' 'truck'\n",
" 'dog' 'truck' 'bird' 'deer' 'automobile' 'bird' 'frog' 'bird' 'cat' 'dog'\n",
" 'truck' 'airplane' 'frog' 'dog' 'cat' 'bird' 'deer' 'cat' 'truck' 'frog'\n",
" 'ship' 'frog' 'deer' 'airplane' 'bird' 'cat' 'horse' 'horse' 'frog'\n",
" 'deer' 'frog' 'automobile' 'airplane' 'horse' 'cat' 'horse' 'airplane'\n",
" 'bird' 'ship' 'truck' 'frog' 'frog' 'ship' 'deer' 'bird' 'airplane']\n"
]
}
],
"source": [
"# Make some predictions\n",
"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": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Labels: [9 8 0 0 6 2 3 2 0 8 7 7 6 0 1 7 7 9 5 9 2 7 1 2 2 2 5 5 0 0 6 5 3 2 4 0 9\n",
" 6 7 6 4 0 2 3 7 7 4 4 6 1 0 7 3 7 0 2 8 9 4 6 8 4 4 0]\n",
"Predicted labels: [9 8 3 6 6 2 3 2 0 8 7 7 6 0 1 7 7 9 5 9 2 4 1 2 6 2 3 5 9 0 6 5 3 2 4 3 9\n",
" 6 8 6 4 0 2 3 7 7 6 4 6 1 0 7 3 7 0 2 8 9 6 6 8 4 2 0]\n"
]
}
],
"source": [
"# Computed actual labels to our predictions\n",
"print(\"Labels: \", label_batch)\n",
"print(\"Predicted labels: \", predicted_ids)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x648 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Visualize our predictions\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",
" color = \"blue\" if predicted_ids[n] == label_batch[n] else \"red\"\n",
" plt.title(predicted_class_names[n].title(), color=color)\n",
" plt.axis('off')\n",
" _ = plt.suptitle(\"Model predictions (blue: correct, red: incorrect)\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_2\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"keras_layer_1 (KerasLayer) (None, 2048) 21802784 \n",
"_________________________________________________________________\n",
"dense_2 (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",
"\n",
"# Set image resolution to math Inception V3 input shape\n",
"IMAGE_RES = 299\n",
"\n",
"# Load in data\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",
"\n",
"# Split into training batches\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",
"# Grab our pretrained model and set as our feature extractor\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",
"# Add a prediction layer to our feature extractor\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",
"# Adjust Epochs to properly fit model\n",
"EPOCHS = 1\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 (Adjust EPOCHS for longer training to achieve higher accuracy and \n",
"# more useful visualizations)\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": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"./mobilenet1591336460.h5\n",
"./mobilenet1591336460\n",
"WARNING:tensorflow:From C:\\Users\\TSB\\Miniconda3\\envs\\myenv\\lib\\site-packages\\tensorflow\\python\\ops\\resource_variable_ops.py:1817: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"If using Keras pass *_constraint arguments to layers.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From C:\\Users\\TSB\\Miniconda3\\envs\\myenv\\lib\\site-packages\\tensorflow\\python\\ops\\resource_variable_ops.py:1817: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"If using Keras pass *_constraint arguments to layers.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Assets written to: ./mobilenet1591336460\\assets\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:tensorflow:Assets written to: ./mobilenet1591336460\\assets\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"./inception1591336460.h5\n",
"./inception1591336460\n",
"INFO:tensorflow:Assets written to: ./inception1591336460\\assets\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:tensorflow:Assets written to: ./inception1591336460\\assets\n"
]
}
],
"source": [
"t = time.time()\n",
"\n",
"# Save Mobilenet Model in Keras' h5 format and TF SavedModel format\n",
"mobilenet_export_path_keras = \"./mobilenet{}.h5\".format(int(t))\n",
"print(mobilenet_export_path_keras)\n",
"model.save(mobilenet_export_path_keras)\n",
"\n",
"mobilenet_export_path_sm = \"./mobilenet{}\".format(int(t))\n",
"print(mobilenet_export_path_sm)\n",
"tf.saved_model.save(model, mobilenet_export_path_sm)\n",
"\n",
"# Save Inception Model in Keras' h5 format and TF SavedModel format\n",
"inception_export_path_keras = \"./inception{}.h5\".format(int(t))\n",
"print(inception_export_path_keras)\n",
"model_inception.save(inception_export_path_keras)\n",
"\n",
"inception_export_path_sm = \"./inception{}\".format(int(t))\n",
"print(inception_export_path_sm)\n",
"tf.saved_model.save(model_inception, inception_export_path_sm)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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"display_name": "Python 3",
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"file_extension": ".py",
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