580 lines
510 KiB
Plaintext
580 lines
510 KiB
Plaintext
{
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"cells": [
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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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"import numpy as np\n",
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"import PIL.Image\n",
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"import glob\n",
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"import os\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"%matplotlib inline\n"
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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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"/tmp/deepl/dataset_rot\n",
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"['octane', 'werewolf', 'breakout', 'aftershock']\n"
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]
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}
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],
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"source": [
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"IMAGE_SIZE = (400, 150, 3)\n",
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"RESIZED_SIZE = (100, 50, 3)\n",
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"RESIZED_SIZE_PIL = (RESIZED_SIZE[1], RESIZED_SIZE[0], RESIZED_SIZE[2])\n",
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"DATASET_PATH = \"./dataset_rot/\"\n",
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"DATASET_PATH = os.path.abspath(DATASET_PATH)\n",
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"CLASSES = next(os.walk(DATASET_PATH))[1]\n",
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"\n",
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"print(DATASET_PATH)\n",
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"print(CLASSES)\n"
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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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"source": [
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"def load_data():\n",
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" # Récupération des fichiers\n",
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" files = glob.glob(f\"{DATASET_PATH}/**/*.jpg\", recursive=True)\n",
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"\n",
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" # Initialise les structures de données\n",
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" x = np.zeros((len(files), *RESIZED_SIZE_PIL))\n",
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" y = np.zeros((len(files), 1))\n",
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"\n",
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" # print(f\"x.shape = {x.shape}\")\n",
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"\n",
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" for i, path in enumerate(files):\n",
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" # Lecture de l'image\n",
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" img = PIL.Image.open(path)\n",
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"\n",
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" # print(f\"img.size = {img.size}\")\n",
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"\n",
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" # Redimensionnement de l'image\n",
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" img = img.resize(RESIZED_SIZE[:-1], PIL.Image.ANTIALIAS)\n",
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"\n",
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" # print(f\"img.size = {img.size}\")\n",
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"\n",
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" test = np.asarray(img)\n",
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"\n",
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" # print(f\"test.shape = {test.shape}\")\n",
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"\n",
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" # Remplissage de la variable x\n",
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" x[i] = test\n",
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"\n",
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" # On récupère l'index dans le path\n",
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" class_label = path.split(\"/\")[-2]\n",
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"\n",
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" # On récupère le numéro de la classe à partir du string\n",
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" class_label = CLASSES.index(class_label)\n",
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"\n",
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" # Remplissage de la variable y\n",
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" y[i] = class_label\n",
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"\n",
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" return x, y\n"
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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": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"x, y = load_data()\n",
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"x = x / 255\n"
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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": 6,
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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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",
|
|
"text/plain": [
|
|
"<Figure size 864x432 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Randomisation des indices et affichage de 9 images alétoires de la base d'apprentissage\n",
|
|
"indices = np.arange(x.shape[0])\n",
|
|
"np.random.shuffle(indices)\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12, 6))\n",
|
|
"\n",
|
|
"for i in range(0, 3 * 3):\n",
|
|
" plt.subplot(3, 3, i + 1)\n",
|
|
" plt.title(CLASSES[int(y[indices[i]])])\n",
|
|
" plt.imshow(x[indices[i]])\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import tensorflow\n",
|
|
"from tensorflow.keras.models import Sequential\n",
|
|
"from tensorflow.keras.layers import InputLayer, Dense, Flatten, Conv2D, MaxPooling2D\n",
|
|
"from tensorflow.keras import optimizers\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
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"text": [
|
|
"Model: \"sequential\"\n",
|
|
"_________________________________________________________________\n",
|
|
" Layer (type) Output Shape Param # \n",
|
|
"=================================================================\n",
|
|
" conv2d (Conv2D) (None, 48, 98, 32) 896 \n",
|
|
" \n",
|
|
" max_pooling2d (MaxPooling2D (None, 24, 49, 32) 0 \n",
|
|
" ) \n",
|
|
" \n",
|
|
" conv2d_1 (Conv2D) (None, 22, 47, 64) 18496 \n",
|
|
" \n",
|
|
" max_pooling2d_1 (MaxPooling (None, 11, 23, 64) 0 \n",
|
|
" 2D) \n",
|
|
" \n",
|
|
" conv2d_2 (Conv2D) (None, 9, 21, 92) 53084 \n",
|
|
" \n",
|
|
" max_pooling2d_2 (MaxPooling (None, 4, 10, 92) 0 \n",
|
|
" 2D) \n",
|
|
" \n",
|
|
" flatten (Flatten) (None, 3680) 0 \n",
|
|
" \n",
|
|
" dense (Dense) (None, 250) 920250 \n",
|
|
" \n",
|
|
" dense_1 (Dense) (None, 4) 1004 \n",
|
|
" \n",
|
|
"=================================================================\n",
|
|
"Total params: 993,730\n",
|
|
"Trainable params: 993,730\n",
|
|
"Non-trainable params: 0\n",
|
|
"_________________________________________________________________\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2022-04-06 08:11:35.469372: 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",
|
|
"2022-04-06 08:11:36.213690: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1525] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 1538 MB memory: -> device: 0, name: Quadro K620, pci bus id: 0000:03:00.0, compute capability: 5.0\n",
|
|
"2022-04-06 08:11:37.102887: W tensorflow/core/framework/cpu_allocator_impl.cc:82] Allocation of 204000000 exceeds 10% of free system memory.\n",
|
|
"2022-04-06 08:11:37.327551: W tensorflow/core/framework/cpu_allocator_impl.cc:82] Allocation of 204000000 exceeds 10% of free system memory.\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Epoch 1/10\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2022-04-06 08:11:38.606991: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8100\n",
|
|
"2022-04-06 08:11:39.092316: W tensorflow/stream_executor/gpu/asm_compiler.cc:111] *** WARNING *** You are using ptxas 10.1.243, which is older than 11.1. ptxas before 11.1 is known to miscompile XLA code, leading to incorrect results or invalid-address errors.\n",
|
|
"\n",
|
|
"You may not need to update to CUDA 11.1; cherry-picking the ptxas binary is often sufficient.\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"136/136 [==============================] - 8s 38ms/step - loss: 1.3213 - accuracy: 0.3459 - val_loss: 2.0370 - val_accuracy: 0.0000e+00\n",
|
|
"Epoch 2/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 1.2617 - accuracy: 0.5968 - val_loss: 2.0015 - val_accuracy: 0.0000e+00\n",
|
|
"Epoch 3/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 1.1950 - accuracy: 0.7044 - val_loss: 2.0601 - val_accuracy: 0.0000e+00\n",
|
|
"Epoch 4/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 1.1062 - accuracy: 0.7488 - val_loss: 1.9844 - val_accuracy: 0.0000e+00\n",
|
|
"Epoch 5/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 0.9996 - accuracy: 0.7671 - val_loss: 1.9182 - val_accuracy: 0.0000e+00\n",
|
|
"Epoch 6/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 0.8900 - accuracy: 0.7841 - val_loss: 1.8775 - val_accuracy: 0.0000e+00\n",
|
|
"Epoch 7/10\n",
|
|
"136/136 [==============================] - 5s 36ms/step - loss: 0.7846 - accuracy: 0.7979 - val_loss: 1.6075 - val_accuracy: 0.0050\n",
|
|
"Epoch 8/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 0.6920 - accuracy: 0.8165 - val_loss: 1.3300 - val_accuracy: 0.2317\n",
|
|
"Epoch 9/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 0.6098 - accuracy: 0.8512 - val_loss: 1.3028 - val_accuracy: 0.2817\n",
|
|
"Epoch 10/10\n",
|
|
"136/136 [==============================] - 5s 35ms/step - loss: 0.5365 - accuracy: 0.8791 - val_loss: 1.2423 - val_accuracy: 0.3483\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"model = Sequential()\n",
|
|
"\n",
|
|
"model.add(InputLayer(input_shape=RESIZED_SIZE_PIL))\n",
|
|
"\n",
|
|
"model.add(Conv2D(32, 3, activation=\"relu\"))\n",
|
|
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
|
|
"\n",
|
|
"model.add(Conv2D(64, 3, activation=\"relu\"))\n",
|
|
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
|
|
"\n",
|
|
"model.add(Conv2D(92, 3, activation=\"relu\"))\n",
|
|
"model.add(MaxPooling2D(pool_size=(2, 2)))\n",
|
|
"\n",
|
|
"model.add(Flatten())\n",
|
|
"\n",
|
|
"model.add(Dense(250, activation=\"relu\"))\n",
|
|
"\n",
|
|
"model.add(Dense(4, activation=\"softmax\"))\n",
|
|
"\n",
|
|
"model.summary()\n",
|
|
"\n",
|
|
"adam = optimizers.Adam(learning_rate=7e-6)\n",
|
|
"model.compile(optimizer=adam, loss=\"sparse_categorical_crossentropy\", metrics=[\"accuracy\"])\n",
|
|
"history = model.fit(x, y, validation_split=0.15, epochs=10, batch_size=25)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_training_analysis():\n",
|
|
" acc = history.history[\"accuracy\"]\n",
|
|
" val_acc = history.history[\"val_accuracy\"]\n",
|
|
" loss = history.history[\"loss\"]\n",
|
|
" val_loss = history.history[\"val_loss\"]\n",
|
|
"\n",
|
|
" epochs = range(len(acc))\n",
|
|
"\n",
|
|
" plt.plot(epochs, acc, \"b\", linestyle=\"--\", label=\"Training acc\")\n",
|
|
" plt.plot(epochs, val_acc, \"g\", label=\"Validation acc\")\n",
|
|
" plt.title(\"Training and validation accuracy\")\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.figure()\n",
|
|
"\n",
|
|
" plt.plot(epochs, loss, \"b\", linestyle=\"--\", label=\"Training loss\")\n",
|
|
" plt.plot(epochs, val_loss, \"g\", label=\"Validation loss\")\n",
|
|
" plt.title(\"Training and validation loss\")\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"plot_training_analysis()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/deepl/data\n",
|
|
"[]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"IMAGE_SIZE = (400, 150, 3)\n",
|
|
"RESIZED_SIZE = (100, 50, 3)\n",
|
|
"RESIZED_SIZE_PIL = (RESIZED_SIZE[1], RESIZED_SIZE[0], RESIZED_SIZE[2])\n",
|
|
"DATASET_PATH = \"./data/\"\n",
|
|
"DATASET_PATH = os.path.abspath(DATASET_PATH)\n",
|
|
"CLASSES = next(os.walk(DATASET_PATH))[1]\n",
|
|
"\n",
|
|
"print(DATASET_PATH)\n",
|
|
"print(CLASSES)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import tensorflow\n",
|
|
"from tensorflow.keras.models import Sequential\n",
|
|
"from tensorflow.keras.layers import InputLayer, Dense, Flatten, Conv2D, MaxPooling2D\n",
|
|
"from tensorflow.keras import optimizers\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"dataset_length = 10000\n",
|
|
"batch size = 32\n",
|
|
"number of batchs = 312\n",
|
|
"\n",
|
|
"train_size = 250\n",
|
|
"validation_size = 9750\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import tensorflow as tf\n",
|
|
"import tensorflow_addons as tfa\n",
|
|
"import sqlite3\n",
|
|
"\n",
|
|
"AUTOTUNE = tf.data.experimental.AUTOTUNE\n",
|
|
"BATCH_SIZE = 32\n",
|
|
"SHUFFLE_SIZE = 32\n",
|
|
"LIMIT = 10000\n",
|
|
"\n",
|
|
"\n",
|
|
"def customGenerator():\n",
|
|
" data = (\n",
|
|
" sqlite3.connect(f\"{DATASET_PATH}/index.db\")\n",
|
|
" .execute(f\"SELECT uuid, model from data order by random() LIMIT {LIMIT}\")\n",
|
|
" .fetchall()\n",
|
|
" )\n",
|
|
"\n",
|
|
" for uuid, model in data:\n",
|
|
" img = tf.io.read_file(f\"{DATASET_PATH}/{uuid}.jpg\")\n",
|
|
" img = tf.image.decode_jpeg(img, channels=IMAGE_SIZE[2])\n",
|
|
" img = tf.image.convert_image_dtype(img, tf.float32)\n",
|
|
" img = tf.image.resize(img, RESIZED_SIZE[:-1])\n",
|
|
"\n",
|
|
" label = tf.convert_to_tensor(model, dtype=tf.uint8)\n",
|
|
"\n",
|
|
" yield img, label\n",
|
|
"\n",
|
|
"\n",
|
|
"def cutout(image, label):\n",
|
|
" img = tfa.image.random_cutout(image, (6, 6), constant_values=1)\n",
|
|
" return (img, label)\n",
|
|
"\n",
|
|
"\n",
|
|
"def rotate(image, label):\n",
|
|
" img = tfa.image.rotate(image, tf.constant(np.pi))\n",
|
|
" return (img, label)\n",
|
|
"\n",
|
|
"\n",
|
|
"def set_shapes(image, label):\n",
|
|
" image.set_shape(RESIZED_SIZE)\n",
|
|
" label.set_shape([])\n",
|
|
" return image, label\n",
|
|
"\n",
|
|
"\n",
|
|
"dataset = tf.data.Dataset.from_generator(generator=customGenerator, output_types=(tf.float32, tf.uint8))\n",
|
|
"\n",
|
|
"(dataset_length,) = sqlite3.connect(f\"{DATASET_PATH}/index.db\").execute(\"SELECT count(uuid) from data\").fetchone()\n",
|
|
"dataset_length = min(dataset_length, LIMIT)\n",
|
|
"\n",
|
|
"print(f\"dataset_length = {dataset_length}\")\n",
|
|
"print(f\"batch size = {BATCH_SIZE}\")\n",
|
|
"print(f\"number of batchs = {dataset_length // BATCH_SIZE}\")\n",
|
|
"\n",
|
|
"print()\n",
|
|
"\n",
|
|
"train_size = int(0.8 * dataset_length / BATCH_SIZE)\n",
|
|
"print(f\"train_size = {train_size}\")\n",
|
|
"print(f\"validation_size = {dataset_length - train_size}\")\n",
|
|
"\n",
|
|
"dataset = (\n",
|
|
" dataset.shuffle(SHUFFLE_SIZE)\n",
|
|
" .map(set_shapes)\n",
|
|
" .batch(BATCH_SIZE)\n",
|
|
" # .map(cutout)\n",
|
|
" .prefetch(AUTOTUNE)\n",
|
|
")\n",
|
|
"\n",
|
|
"dataset_train = dataset.take(train_size)\n",
|
|
"dataset_validate = dataset.skip(train_size)\n",
|
|
"\n",
|
|
"# print()\n",
|
|
"# print(RESIZED_SIZE)\n",
|
|
"# for boop in dataset_train.take(2):\n",
|
|
"# print(boop)\n",
|
|
"\n",
|
|
"# for image_batch, label_batch in dataset.take(1):\n",
|
|
"# print(label_batch.shape, image_batch.shape)\n",
|
|
"# pass\n",
|
|
"# for image_batch, label_batch in dataset_train.take(1):\n",
|
|
"# print(label_batch.shape, image_batch.shape)\n",
|
|
"# pass\n",
|
|
"# for image_batch, label_batch in dataset_validate.take(1):\n",
|
|
"# print(label_batch.shape, image_batch.shape)\n",
|
|
"# pass\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model = Sequential(\n",
|
|
" [\n",
|
|
" InputLayer(input_shape=RESIZED_SIZE),\n",
|
|
" Conv2D(32, 3, activation=\"relu\"),\n",
|
|
" MaxPooling2D(pool_size=(2, 2)),\n",
|
|
" Conv2D(64, 3, activation=\"relu\"),\n",
|
|
" MaxPooling2D(pool_size=(2, 2)),\n",
|
|
" Conv2D(92, 3, activation=\"relu\"),\n",
|
|
" MaxPooling2D(pool_size=(2, 2)),\n",
|
|
" Flatten(),\n",
|
|
" Dense(250, activation=\"relu\"),\n",
|
|
" Dense(4, activation=\"softmax\"),\n",
|
|
" ]\n",
|
|
")\n",
|
|
"\n",
|
|
"model.summary()\n",
|
|
"\n",
|
|
"adam = optimizers.Adam(learning_rate=7e-6)\n",
|
|
"model.compile(optimizer=adam, loss=\"sparse_categorical_crossentropy\", metrics=[\"accuracy\"])\n",
|
|
"history = model.fit(dataset_train, validation_data=dataset_validate, epochs=25, batch_size=BATCH_SIZE)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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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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"data": {
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"image/png": 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",
|
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"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_training_analysis():\n",
|
|
" acc = history.history[\"accuracy\"]\n",
|
|
" val_acc = history.history[\"val_accuracy\"]\n",
|
|
" loss = history.history[\"loss\"]\n",
|
|
" val_loss = history.history[\"val_loss\"]\n",
|
|
"\n",
|
|
" epochs = range(len(loss))\n",
|
|
"\n",
|
|
" plt.plot(epochs, acc, \"b\", linestyle=\"--\", label=\"Training acc\")\n",
|
|
" plt.plot(epochs, val_acc, \"g\", label=\"Validation acc\")\n",
|
|
" plt.title(\"Training and validation accuracy\")\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.figure()\n",
|
|
"\n",
|
|
" plt.plot(epochs, loss, \"b\", linestyle=\"--\", label=\"Training loss\")\n",
|
|
" plt.plot(epochs, val_loss, \"g\", label=\"Validation loss\")\n",
|
|
" plt.title(\"Training and validation loss\")\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"plot_training_analysis()\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"interpreter": {
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