projet-reseaux-profond/notebook.ipynb
2022-04-05 22:38:05 +02:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import PIL.Image\n",
"import glob\n",
"import os\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/tmp/deepl/dataset_rot\n",
"['octane', 'werewolf', 'breakout', 'aftershock']\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 = \"./dataset_rot/\"\n",
"DATASET_PATH = os.path.abspath(DATASET_PATH)\n",
"CLASSES = next(os.walk(DATASET_PATH))[1]\n",
"\n",
"print(DATASET_PATH)\n",
"print(CLASSES)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def load_data():\n",
" # Récupération des fichiers\n",
" files = glob.glob(f\"{DATASET_PATH}/**/*.jpg\", recursive = True)\n",
"\n",
" # Initialise les structures de données\n",
" x = np.zeros((len(files), *RESIZED_SIZE_PIL))\n",
" y = np.zeros((len(files), 1))\n",
"\n",
" # print(f\"x.shape = {x.shape}\")\n",
"\n",
" for i, path in enumerate(files):\n",
" # Lecture de l'image\n",
" img = PIL.Image.open(path)\n",
"\n",
" # print(f\"img.size = {img.size}\")\n",
"\n",
" # Redimensionnement de l'image\n",
" img = img.resize(RESIZED_SIZE[:-1], PIL.Image.ANTIALIAS)\n",
"\n",
" # print(f\"img.size = {img.size}\")\n",
"\n",
" test = np.asarray(img)\n",
"\n",
" # print(f\"test.shape = {test.shape}\")\n",
"\n",
" # Remplissage de la variable x\n",
" x[i] = test\n",
"\n",
" # On récupère l'index dans le path\n",
" class_label = path.split(\"/\")[-2]\n",
"\n",
" # On récupère le numéro de la classe à partir du string\n",
" class_label = CLASSES.index(class_label)\n",
" \n",
" # Remplissage de la variable y\n",
" y[i] = class_label\n",
"\n",
" return x, y"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"x, y = load_data()\n",
"x = x / 255"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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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()"
]
},
{
"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"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-04-05 22:28:37.416102: 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",
"2022-04-05 22:28:40.750736: 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"
]
},
{
"name": "stdout",
"output_type": "stream",
"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",
"Epoch 1/10\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-04-05 22:28:44.035945: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8100\n",
"2022-04-05 22:28:44.502196: 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: 1.3556 - accuracy: 0.3171 - val_loss: 1.8914 - val_accuracy: 0.0000e+00\n",
"Epoch 2/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 1.2893 - accuracy: 0.6168 - val_loss: 2.0711 - val_accuracy: 0.0000e+00\n",
"Epoch 3/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 1.2347 - accuracy: 0.7135 - val_loss: 2.0556 - val_accuracy: 0.0000e+00\n",
"Epoch 4/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 1.1550 - accuracy: 0.7450 - val_loss: 1.9452 - val_accuracy: 0.0000e+00\n",
"Epoch 5/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 1.0499 - accuracy: 0.7638 - val_loss: 1.9318 - val_accuracy: 0.0000e+00\n",
"Epoch 6/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 0.9393 - accuracy: 0.7618 - val_loss: 1.7806 - val_accuracy: 0.0000e+00\n",
"Epoch 7/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 0.8375 - accuracy: 0.7762 - val_loss: 1.5481 - val_accuracy: 0.0650\n",
"Epoch 8/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 0.7452 - accuracy: 0.7985 - val_loss: 1.5029 - val_accuracy: 0.0717\n",
"Epoch 9/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 0.6600 - accuracy: 0.8229 - val_loss: 1.3571 - val_accuracy: 0.2733\n",
"Epoch 10/10\n",
"136/136 [==============================] - 5s 35ms/step - loss: 0.5855 - accuracy: 0.8603 - val_loss: 1.1708 - val_accuracy: 0.4583\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)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lhtGjz25hZwwDBnbdp55y5KMo5Vc0oSuP/PSTPcm3YgWsXGl70evUCRYtsrXop5+21ztntLBr1bLXPoOtN2dc0aGUyj+a0NVZTp+G9ett4t67N/PqkDFjYOlSe5Lyppvsdc7uV2r8+99ORKuUcqcJvRBzv0vwww/hnXdgzRp7AhPsALrPPmvr3VOn2hZ4mTLOxauUypkm9ELk8GFbLlmxIrN0sn69rXEfP24T97BhtvXdooUtm7ifmFRKeTdN6H7q1Cl792FoKFSqBHPmQM+edp6IHWTg5pszW+MPPGAfSinfpQndTxw/Dl98kdn6XrvW1sOnTLEDDFx9tR1Qt3lziIqyN+YopfyL3ljkw/bvt1ebNGiQ2atecLBN2Bllk2uvtS10pZR/0BuL/Iwx8Pnntt5dtaptjVeoYAfhDQ+3tXClVOGjQ7P6mL17bd8ivXvb+vjMmZknLuvX12SuVGGmf/4+5I8/bAklKcn2EPjII5rAlVKZNB34gNRUm7jr1rUt8+HD7cgzSinlTksuXswYeO89e3fmgQOZo9NoMldKZUcTupeKj7cjrQ8aZO/YPHnS6YiUUt5OE7qXMQbeftsOMbZypb0d/4cfbFezSimVE62he6Hvv7cDPkyZYm+/V0opT2hC9wJpaXYItZtvhtq17aWIwcE6Io9S6sJoycVhcXG2G9pHH4WPP7bTSpbUZK6UunCa0B2SkmIHD27aFLZuhU8+0UEglFKXRhO6Q954w47y0727vWW/b19tlSulLo3W0AvQ6dOwa5cdou2BB+yNQt27Ox2VUspfaAu9gKxaBZGRdtDklBQICdFkrpTKW5rQ81lyMjz5JLRsCYcOwbhxdtBkpZTKa1pyyUc7d9q7PTdvhnvvtcm8bFmno1JK+StN6PkgY/DlqlWhUSP4739tYldKqfykJZc8tnQptG6d2ZnW559rMldKFQxN6HkkMRGGDoX27e3QcLt3Ox2RUqqw0YSeB777znam9c47MGIErF8PjRs7HZVSqrDRGnoeeOcd2/fKr79Cq1ZOR6OUKqw0oV+kX36BKlVsZ1pTp9qEHhTkdFRKqcJMSy4XITUVoqNh1Cj7vnx5TeZKKed5lNBFpJOIbBaRrSLy5HmW6SUicSKyQUQ+ydswvcunn8L27dCvn9ORKKVUplxLLiISALwN3AAkAKtEZIExJs5tmdrAv4E2xpjDIlIpvwJ2WloavPACRERAt25OR6OUUpk8qaE3B7YaY7YDiEgM0B2Ic1tmIPC2MeYwgDHmn7wO1Ft89hls2QKzZ2vviEop7+JJyaU6sNPtfYJrmrtwIFxEfhWR5SLSKbsNicggEYkVkdj9+/dfXMQOW7PG3v3Zo4fTkSil1Nny6qRoIFAbaAf0Bd4TkbJZFzLGTDHGRBljoi677LI82nXB+s9/YPlyKKKnk5VSXsaTtLQLcB9zvoZrmrsEYIExJsUYswPYgk3wfiM93Y4sBPYSRaWU8jaeJPRVQG0RCRORYkAfYEGWZeZjW+eISEVsCWZ73oXpvAULIDwcfv7Z6UiUUip7uSZ0Y0wqMAz4FtgIfGaM2SAiY0Uk4zqPb4GDIhIHLAEeN8YczK+gC5ox8PzzcMUVtuMtpZTyRh7dKWqMWQgszDJttNtrAzzievidhQth9Wr44APbg6JSSnkjPbWXC2Ng7FgIDYU77nA6GqWUOj9tb+Ziyxbbe+LEiTp0nFLKu2lCz0WdOvY2/woVnI5EKaVypiWXHCQm2ueqVaFYMWdjUUqp3GhCz8HNN0OfPk5HoZRSntGEfh4//ww//aSXKSqlfIcm9PN4/nmoXBkGDnQ6EqWU8oyeFM3Gb7/B4sUwbhyUKOF0NEop5RltoWdj4kSoWBEGD3Y6EqWU8py20LMxdSps2AAlSzodiVJKeU5b6Fmkp9tE3ry505EopdSF0YTuZs0aqFcP1q1zOhKllLpwmtDdvPAC7Ntn+21RSilfownd5X//g7lz4eGHoUwZp6NRSqkLpwnd5YUXoFQpm9CVUsoXaUIHNm+Gzz+HBx+E8uWdjkYppS6OXrYIXHUVxMTA9dc7HYlSSl08TehAQAD06uV0FL4rJSWFhIQEkpOTnQ5FZSMoKIgaNWpQVDv093uFPqE/+ihUq2af1cVJSEigVKlShIaGIiJOh6PcGGM4ePAgCQkJhIWFOR2OymeFuoa+fTu8+Sbs2uV0JL4tOTmZChUqaDL3QiJChQoV9NtTIVGoE/rLL9tBnx9/3OlIfJ8mc++lP5vCo9Am9L/+gunTbfe4Vas6HY26WAcPHqRJkyY0adKEKlWqUL169TPvT58+neO6sbGxPPTQQ7nuo7V2iq98RKGtob/yChQpAk884XQk6lJUqFCBtWvXAjBmzBhCQkJ47LHHzsxPTU0lMDD7X/OoqCiioqJy3ceyZcvyJFal8luhbaHfeSe88QbUqOF0JCqvRUdHM3jwYFq0aMHIkSNZuXIlrVq1omnTprRu3ZrNmzcDsHTpUrp27QrYfwb33HMP7dq144orrmDixIlnthcSEnJm+Xbt2tGzZ0/q1q1L//79McYAsHDhQurWrUtkZCQPPfTQme26i4+Pp23btjRr1oxmzZqd9Y/i1VdfpVGjRkRERPDkk08CsHXrVjp27EhERATNmjVj27Zt+XPAlN8otC301q11eLn80q7dudN69YKhQyEpCW666dz50dH2ceAA9Ox59rylSy88hoSEBJYtW0ZAQADHjh3jl19+ITAwkMWLF/PUU08xZ86cc9bZtGkTS5YsITExkTp16jBkyJBzLvVbs2YNGzZsoFq1arRp04Zff/2VqKgo7r//fn7++WfCwsLo27dvtjFVqlSJ77//nqCgIP7880/69u1LbGwsixYt4osvvmDFihUEBwdz6NAhAPr378+TTz5Jjx49SE5OJj09/cIPhCpUCl1C37PH3uY/apTWzv3Z7bffTkBAAABHjx5lwIAB/Pnnn4gIKSkp2a7TpUsXihcvTvHixalUqRL79u2jRpavcM2bNz8zrUmTJsTHxxMSEsIVV1xx5rLAvn37MmXKlHO2n5KSwrBhw1i7di0BAQFs2bIFgMWLF3P33XcTHBwMQPny5UlMTGTXrl306NEDsNeSK/+watcqoqpF5cvJ6kKX0F97Dd59Fx55xOlI/FdOLerg4JznV6x4cS3yrEq6jU7yzDPP0L59e+bNm0d8fDztsvsKARQvXvzM64CAAFJTUy9qmfMZP348lStXZt26daSnp2uSLoR+iv+JDh914OUOL/N4m7y/vK5Q1dD/+QfeeQf694crr3Q6GlVQjh49SvXq1QGYPn16nm+/Tp06bN++nfj4eABmzZp13jiqVq1KkSJFmDFjBmlpaQDccMMNTJs2jaSkJAAOHTpEqVKlqFGjBvPnzwfg1KlTZ+Yr35RwLIFes3txZfkrGRQ5KF/2UagS+uuvw6lT8NRTTkeiCtLIkSP597//TdOmTS+oRe2pEiVKMGnSJDp16kRkZCSlSpWiTDZ9MA8dOpQPP/yQiIgINm3adOZbRKdOnejWrRtRUVE0adKEcePGATBjxgwmTpxI48aNad26NXv37s3z2FXBSE5N5rbPbiMpJYn5vedTJih/+uiWjLP0BS0qKsrExsYW2P4OHLADV3TrBp98UmC7LRQ2btxIvXr1nA7DUcePHyckJARjDA888AC1a9dmxIgRTod1hv6MnGOM4b4F9/HB2g+Y22suPer1uKTticjvxphsr7ctNC301FTo3RueftrpSJQ/eu+992jSpAkNGjTg6NGj3H///U6HpLzEu7+/ywdrP+Dptk9fcjLPTaFpoav8o60/76c/I2cs27mMdtPb0fGKjnzZ90sCigRc8jYLfQt91ixYtcrpKJRShcnuxN3c9tlt1CpTi5m3zsyTZJ4bv0/oR4/C/ffDSy85HYlSqrA4nXaa2z+/nWOnjjG/z3zKlShXIPv1++vQ//tfm9SfecbpSJRShcXwb4azbOcyZvWcRcNKDQtsv37dQk9MhPHjoWtXaNbM6WiUUoXB+6vfZ3LsZEa2HkmvBgU7FJpfJ/RJk+DQIW2d+7v27dvz7bffnjVtwoQJDBky5LzrtGvXjoyT8jfddBNHjhw5Z5kxY8acuSb8fObPn09cXNyZ96NHj2bx4sUXEL3yJyt3rWTowqF0vKIjL3Z4scD371FCF5FOIrJZRLaKyJM5LHebiBgRyb1P0gJQrJjtFKp5c6cjUfmpb9++xMTEnDUtJibmvJ1kZbVw4ULKli17UfvOmtDHjh1Lx44dL2pbyrftO76PW2fdSrVS1Yi5LYbAIgVf0c41oYtIAPA20BmoD/QVkfrZLFcKeBhYkddBXqwRI+wVLsq/9ezZk6+//vrMgBbx8fHs3r2btm3bMmTIEKKiomjQoAHPPvtstuuHhoZy4MABAF588UXCw8O55pprznSzC/Y686uvvpqIiAhuu+02kpKSWLZsGQsWLODxxx+nSZMmbNu2jejoaGbPng3ADz/8QNOmTWnUqBH33HMPp06dOrO/Z599lmbNmtGoUSM2bdp0Tkza1a5vSUlLodfsXhw6eYh5vedRIbiCI3F48i+kObDVGLMdQERigO5AXJblngdeBRwf0O3kSfj+e1s7L+LXRSXvM/yb4azduzZPt9mkShMmdJpw3vnly5enefPmLFq0iO7duxMTE0OvXr0QEV588UXKly9PWloaHTp0YP369TRu3Djb7fz+++/ExMSwdu1aUlNTadasGZGRkQDceuutDBw4EIBRo0bx/vvv8+CDD9KtWze6du1Kzyx9/iYnJxMdHc0PP/xAeHg4d911F5MnT2b48OEAVKxYkdWrVzNp0iTGjRvH1KlTz1pfu9r1LY999xg///UzH/f4mCZVmjgWhyfprjqw0+19gmvaGSLSDKhpjPk6pw2JyCARiRWR2P37919wsJ567z3o3h1WeM13BZXf3Msu7uWWzz77jGbNmtG0aVM2bNhwVnkkq19++YUePXoQHBxM6dKl6dat25l5f/zxB23btqVRo0bMnDmTDRs25BjP5s2bCQsLIzw8HIABAwbw888/n5l/6623AhAZGXmmUy93KSkpDBw4kEaNGnH77befidvTrnYz5qv8N2PdDCaunMjwFsPp37i/o7FccpFHRIoAbwDRuS1rjJkCTAF7p+il7js7ycnw6qtw7bXQqlV+7EHlJKeWdH7q3r07I0aMYPXq1SQlJREZGcmOHTsYN24cq1atoly5ckRHR5OcnHxR24+Ojmb+/PlEREQwffp0ll5iH78Z3fCerwte7WrXN6zes5pBXw2iXWg7/nPDf5wOx6MW+i6gptv7Gq5pGUoBDYGlIhIPtAQWOHVidNo02L0bRo92Yu/KKSEhIbRv35577rnnTOv82LFjlCxZkjJlyrBv3z4WLVqU4zauvfZa5s+fz8mTJ0lMTOTLL788My8xMZGqVauSkpLCzJkzz0wvVaoUiYmJ52yrTp06xMfHs3XrVsD2nHjdddd5/Hm0q13vdyDpAD1m9aBicEVm9ZxF0YCiua+UzzxJ6KuA2iISJiLFgD7AgoyZxpijxpiKxphQY0wosBzoZowp8I5aTp+Gl1+2LfPrry/ovSun9e3bl3Xr1p1J6BERETRt2pS6devSr18/2rRpk+P6zZo1o3fv3kRERNC5c2euvvrqM/Oef/55WrRoQZs2bahbt+6Z6X369OG1116jadOmZ52IDAoKYtq0adx+++00atSIIkWKMHjwYI8/i3a1691S01PpM7sP+47vY26vuVQqWcnpkCxjTK4P4CZgC7ANeNo1bSw2cWdddikQlds2IyMjTV7buNGY0FBjFi3K802rHMTFxTkdgsqF/ozy1mPfPmYYg5m2ZlqB7xuINefJqx7V0I0xC4GFWaZlW9QwxrS7qP8seaBuXdiyBQL9vkMDpZRTYv6IYdxv4xgaNZToJtFOh3MWv7mob+NGe0K0aFHIh7FXlVKK9fvWc++Ce2lTsw3jO413Opxz+EVCT021IxH1yN++45VShdihk4foMasHZYPKMrvXbIoFFHM6pHP4RUKfNQu2boVB+TPuqvKAcWigFJU7/dlcurT0NPrN6cfOozuZ02sOVUKqOB1Stnw+oaelwQsvQKNG9mYiVfCCgoI4ePCgJg4vZIzh4MGDeh37JRq9ZDTfbvuWt256i5Y1Wjodznn5/OnD2bNh0ybbStfb/J1Ro0YNEhISyM+7f9XFCwoKokaNGk6H4bPmxM3hpf97iYHNBjIo0rvLAD6f0Bctgnr14LbbnI6k8CpatChhYWFOh6FUnovbH0f0F9G0qN6C/3b+r9Ph5MrnE/q0abB/PwTk/3B9SqlC5GjyUW6JuYWSRUsyp9ccigcWdzqkXPlskcIYOHjQXqJYyUtu0lJK+Yd0k84d8+5gx5EdfH7751QvXT33lbyAzyb0r76CWrUgtsA7GFBK+buxP43lqy1fMeHGCbS9vK3T4XjMJxO6MTB2LFSpAhERTkejlPInCzYv4LmfnmNAxACGXj3U6XAuiE/W0L/5xrbMp061d4YqpVRe2HxgM3fOu5PIqpFM7jIZ8bHbzn2uhZ7ROr/8crjzTqejUUr5i8RTifSY1YNiAcWY23suJYqWcDqkC+ZzLfT162H5cnjnHTsItFJKXap0k86A+QPYcnAL39/5PbXK1HI6pIvicwk9IgL+9z+oXdvpSJRS/uKV/3uFeZvm8ca/3qB9WHunw7loPpfQARo2dDoCpZS/WPTnIkb9OIp+jfoxvOVwp8O5JD5XQ1dKqbyy7dA2+s3tR+PKjXnv5vd87iRoVprQlVKF0vHTx7ll1i0UkSLM6z2P4KLBTod0yXyy5KKUUpfCGMO9C+4lbn8c3/T/hrBy/tEXkSZ0pVSh8/pvr/PZhs94pcMr3HDlDU6Hk2e05KKUKlQWb1/ME4ufoGf9noxsM9LpcPKUJnSlVKERfySe3rN7U69iPaZ1n+bzJ0Gz0oSulCoUklKS6DGrB2npaczvM5+QYiFOh5TntIaulPJ7xhgGfzWYdXvX8WXfL7mq/FVOh5QvNKErpfze9LXTmbF+Bs+1e44u4V2cDiffaMlFKeXXNh/YzLBFw2gf2p6n2z7tdDj5ShO6UspvnUo9RZ85fSgRWIIZPWYQUMS/x6rUkotSym+N/H4ka/eu5cu+X/rMMHKXQlvoSim/9OXmL5m4ciIPt3iYruFdnQ6nQGhCV0r5nV3HdnH3F3fTtEpTXu34qtPhFBhN6Eopv5KWnkb/uf1JTk0mpmcMxQOLOx1SgdEaulLKr7z0y0v89NdPTO8+nfAK4U6HU6C0ha6U8hu//v0rY34aQ79G/bgr4i6nwylwmtCVUn7h8MnD9Jvbj7CyYUzuMtnv+mnxhJZclFI+zxjDfV/ex+7E3Sy7Zxmli5d2OiRHaEJXSvm8d39/l7kb5/LaDa9xdfWrnQ7HMVpyUUr5tD/++YMR347gxitv5JFWjzgdjqM0oSulfFZSShK9Z/emTPEyfHjLhxSRwp3SPPr0ItJJRDaLyFYReTKb+Y+ISJyIrBeRH0Tk8rwPVSmlzvbIt48Qtz+Oj3p8ROWQyk6H47hcE7qIBABvA52B+kBfEamfZbE1QJQxpjEwG/hPXgeqlFLu5sTN4d3f32Vk65H868p/OR2OV/Ckhd4c2GqM2W6MOQ3EAN3dFzDGLDHGJLneLgdq5G2YSimV6a8jf3Hfl/fRvHpzXrj+BafD8RqeJPTqwE639wmuaedzL7AouxkiMkhEYkUkdv/+/Z5HqZRSLqnpqfSb2490k86nt31K0YCiTofkNfL0DIKI3AFEAa9lN98YM8UYE2WMibrsssvyctdKqUJizNIxLNu5jHe7vssV5a5wOhyv4sl16LuAmm7va7imnUVEOgJPA9cZY07lTXhKKZXpxx0/8tIvL3FPk3vo07CP0+F4HU9a6KuA2iISJiLFgD7AAvcFRKQp8C7QzRjzT96HqZQq7Paf2M8dc+8gvEI4EztPdDocr5RrC90Ykyoiw4BvgQDgA2PMBhEZC8QaYxZgSywhwOeu/hP+NsZ0y8e4lVKFiDGGu7+4m4MnD7Kw/0JKFivpdEheyaNb/40xC4GFWaaNdnvdMY/jUkqpMyaumMjXf37NxE4TaVKlidPheK3CfVuVUsrrrdmzhpGLR9KtTjeGNR/mdDheTRO6UsprHT99nN6ze3NZ8GV80O2DQtkl7oXQ3haVUl5r2MJhbD20lSUDllAhuILT4Xg9baErpbzSzPUz+XDdh4y6dhTXhV7ndDg+QRO6UsrrbDu0jcFfD+aaWtcw+rrRua+gAE3oSikvczrtNH3m9KFokaLMvHUmgUW0MuwpPVJKKa/y9A9PE7s7lrm95lKrTC2nw/Ep2kJXSnmNb7Z+w7jfxjEkagg96vVwOhyfowldKeUV9h7fy4D5A2hYqSGv/+t1p8PxSVpyUUo5Lt2kc+e8O0k8lciPd/1IiaIlnA7JJ2lCV0o57rVfX2Px9sW82/VdGlRq4HQ4PktLLkopR61IWMGoJaO4vf7tDGw20OlwfJomdKWUY44mH6XvnL5UL1WdKTdP0Vv7L5GWXJRSjjDGMPjrwfx99G9+ufsXygaVdTokn6cJXSnliGlrpxHzRwwvXv8irWq2cjocv6AlF6VUgdu4fyMPLnqQ9qHteaLNE06H4zc0oSulClRyajJ95vQhuGgwH9/6MQFFApwOyW9oyUUpVaAe/+5x1u9bz1d9v6JaqWpOh+NXtIWulCowCzYv4K1VbzG8xXC6hHdxOhy/owldKVUgEo4lcPcXd9O0SlNe6fiK0+H4JU3oSql8l5aexh1z7+BU6iliesZQPLC40yH5Ja2hK6Xy3Yu/vMhPf/3E9O7TCa8Q7nQ4fksTulIqT6Slp3Ei5QTHTx/nxGn7fPz0cbYd3sZzPz1H/0b9uSviLqfD9Gua0JUqZFLTU88k3IwE7J6Ec52WTdI+kXKC5NTk8+6zdvnaTOoySW/tz2ea0JXyQwnHEnh75dv8GP/jOcn5VNopj7cjCCHFQihZrKR9LmqfywWVo0bpGmdNy3jObvmGlRpSqnipfPzECjShK+VXVu1axfjl4/k87nPSTTrXXn4tNUvXzDXhZjetZLGSlAgsoa1qH6IJXSkfl5aexvxN8xm/fDy/7vyV0sVL81Dzh3iwxYOElg11OjxVgDShK+Wjjp06xvur32fiyonEH4knrGwYE26cwD1N79HyRiGlCV0pH7Pj8A4mrpjI+2veJ/F0Im1rteWNf71BtzrdtF+UQk4TulI+wBjDsp3LGL98PPM2zaOIFKF3g96MaDmCyGqRToenvIQmdKW8WEpaCrPjZjN++XhW7V5FuaByPNHmCR64+gGql67udHjKy2hCV8oLHT55mCm/T+GtVW+RcCyB8ArhTLppEndF3EXJYiWdDk95KU3oSnmRLQe38ObyN5m+bjpJKUl0COvAO13eoXPtzhQR7XpJ5UwTulIOM8awJH4J45eP5+stX1M0oCj9G/VneMvhNK7c2OnwlA/RhK6UQ06lnuLTPz5lwvIJrNu3jsuCL2P0daMZEjWEyiGVnQ5P+SBN6EoVsP0n9jM5djKTVk1i34l9NKzUkPe7vU+/Rv0ICgxyOjzlwzShK1VANvyzgQnLJzBj/QxOpZ3ipto3MaLlCDqEddDb61We8Cihi0gn4E0gAJhqjHkly/ziwEdAJHAQ6G2Mic/bUJXyPcYYvt32LeOXj+e7bd9RIrAEdze5m4dbPkzdinWdDk/5mVwTuogEAG8DNwAJwCoRWWCMiXNb7F7gsDHmKhHpA7wK9M6PgJXyBSdTTjJj/QwmLJ/AxgMbqRpSlZeuf4lBkYOoEFzB6fCUn/Kkhd4c2GqM2Q4gIjFAd8A9oXcHxrhezwbeEhExxpg8jBWAD9Z8wOu/vZ7Xm1UqT+1O3M2R5CM0q9qMGT1m0KtBL4oFFHM6LOXnPEno1YGdbu8TgBbnW8YYkyoiR4EKwAH3hURkEDAIoFatWhcVcIUSFah/Wf2LWlepgtKieguim0TTtlZbrY+rAlOgJ0WNMVOAKQBRUVEX1XrvXrc73et2z9O4lFLKH3hy69kuoKbb+xquadkuIyKBQBnsyVGllFIFxJOEvgqoLSJhIlIM6AMsyLLMAmCA63VP4Mf8qJ8rpZQ6v1xLLq6a+DDgW+xlix8YYzaIyFgg1hizAHgfmCEiW4FD2KSvlFKqAHlUQzfGLAQWZpk22u11MnB73oamlFLqQmj3bUop5Sc0oSullJ/QhK6UUn5CE7pSSvkJcerqQhHZD/x1katXJMtdqIWcHo+z6fHIpMfibP5wPC43xlyW3QzHEvqlEJFYY0yU03F4Cz0eZ9PjkUmPxdn8/XhoyUUppfyEJnSllPITvprQpzgdgJfR43E2PR6Z9Ficza+Ph0/W0JVSSp3LV1voSimlstCErpRSfsLnErqIdBKRzSKyVUSedDoep4hITRFZIiJxIrJBRB52OiZvICIBIrJGRL5yOhaniUhZEZktIptEZKOItHI6JqeIyAjX38kfIvKpiAQ5HVN+8KmE7jZgdWegPtBXRArreHSpwKPGmPpAS+CBQnws3D0MbHQ6CC/xJvCNMaYuEEEhPS4iUh14CIgyxjTEdgPul118+1RCx23AamPMaSBjwOpCxxizxxiz2vU6EfvHWt3ZqJwlIjWALsBUp2NxmoiUAa7FjlWAMea0MeaIo0E5KxAo4RpRLRjY7XA8+cLXEnp2A1YX6iQGICKhQFNghcOhOG0CMBJIdzgObxAG7AemuUpQU0WkpNNBOcEYswsYB/wN7AGOGmO+czaq/OFrCV1lISIhwBxguDHmmNPxOEVEugL/GGN+dzoWLxEINAMmG2OaAieAQnnOSUTKYb/JhwHVgJIicoezUeUPX0vongxYXWiISFFsMp9pjJnrdDwOawN0E5F4bCnuehH52NmQHJUAJBhjMr61zcYm+MKoI7DDGLPfGJMCzAVaOxxTvvC1hO7JgNWFgogItj660RjzhtPxOM0Y829jTA1jTCj29+JHY4xftsI8YYzZC+wUkTquSR2AOAdDctLfQEsRCXb93XTAT08QezSmqLc434DVDofllDbAncD/RGSta9pTrvFflQJ4EJjpavxsB+52OB5HGGNWiMhsYDX26rA1+GkXAHrrv1JK+QlfK7kopZQ6D03oSinlJzShK6WUn9CErpRSfkITulJK+QlN6Eop5Sc0oSullJ/4f6e7s65hSqd0AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"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",
"plot_training_analysis()"
]
},
{
"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)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset_length = 380870\n",
"batch size = 16\n",
"number of batchs = 23804\n",
"\n",
"train_size = 304696\n",
"validation_size = 76174\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 = 16\n",
"\n",
"def customGenerator():\n",
" data = sqlite3.connect(f\"{DATASET_PATH}/index.db\").execute(\"SELECT uuid, model from data LIMIT 10000\").fetchall()\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",
" # img.set_shape(RESIZED_SIZE)\n",
" # label.set_shape([])\n",
" \n",
" yield img, label\n",
"\n",
"def cutout(image, label):\n",
" img = tfa.image.random_cutout(image, (6, 6), constant_values=1)\n",
" return (img, label)\n",
"\n",
"def rotate(image,label) :\n",
" img = tfa.image.rotate(image, tf.constant(np.pi)) \n",
" return (img, label)\n",
"\n",
"dataset = tf.data.Dataset.from_generator(\n",
" generator=customGenerator, \n",
" output_types=(tf.float32, tf.uint8)\n",
")\n",
"\n",
"(dataset_length,) = sqlite3.connect(f\"{DATASET_PATH}/index.db\").execute(\"SELECT count(uuid) from data\").fetchone()\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)\n",
"print(f\"train_size = {train_size}\")\n",
"print(f\"validation_size = {dataset_length - train_size}\")\n",
"\n",
"dataset = (\n",
" dataset.batch(BATCH_SIZE)\n",
" .prefetch(AUTOTUNE)\n",
" # .map(cutout)\n",
")\n",
"\n",
"dataset_train = dataset.take(train_size)\n",
"dataset_validate = dataset.skip(train_size)\n",
"\n",
"dataset_train = dataset_train.shuffle(10)\n",
"\n",
"# print(RESIZED_SIZE)\n",
"# for boop in dataset_train.take(2):\n",
"# print(boop)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" conv2d_3 (Conv2D) (None, 98, 48, 32) 896 \n",
" \n",
" max_pooling2d_3 (MaxPooling (None, 49, 24, 32) 0 \n",
" 2D) \n",
" \n",
" conv2d_4 (Conv2D) (None, 47, 22, 64) 18496 \n",
" \n",
" max_pooling2d_4 (MaxPooling (None, 23, 11, 64) 0 \n",
" 2D) \n",
" \n",
" conv2d_5 (Conv2D) (None, 21, 9, 92) 53084 \n",
" \n",
" max_pooling2d_5 (MaxPooling (None, 10, 4, 92) 0 \n",
" 2D) \n",
" \n",
" flatten_1 (Flatten) (None, 3680) 0 \n",
" \n",
" dense_2 (Dense) (None, 250) 920250 \n",
" \n",
" dense_3 (Dense) (None, 4) 1004 \n",
" \n",
"=================================================================\n",
"Total params: 993,730\n",
"Trainable params: 993,730\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"Epoch 1/10\n",
"625/625 [==============================] - 89s 139ms/step - loss: 0.7095\n",
"Epoch 2/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.4486\n",
"Epoch 3/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.3915\n",
"Epoch 4/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.3414\n",
"Epoch 5/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.3116\n",
"Epoch 6/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.2882\n",
"Epoch 7/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.2601\n",
"Epoch 8/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.2375\n",
"Epoch 9/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.2176\n",
"Epoch 10/10\n",
"625/625 [==============================] - 37s 59ms/step - loss: 0.1952\n"
]
}
],
"source": [
"model = Sequential([\n",
" InputLayer(input_shape=RESIZED_SIZE),\n",
" \n",
" Conv2D(32, 3, activation=\"relu\"),\n",
" MaxPooling2D(pool_size=(2, 2)),\n",
" \n",
" Conv2D(64, 3, activation=\"relu\"),\n",
" MaxPooling2D(pool_size=(2, 2)),\n",
"\n",
" Conv2D(92, 3, activation=\"relu\"),\n",
" MaxPooling2D(pool_size=(2, 2)),\n",
"\n",
" Flatten(),\n",
"\n",
" Dense(250, activation=\"relu\"),\n",
" Dense(4, activation=\"softmax\")\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']) # not currently working\n",
"model.compile(optimizer=adam, loss='sparse_categorical_crossentropy')\n",
"history = model.fit(dataset_train, validation_data=dataset_validate, epochs=10)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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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",
"plot_training_analysis()"
]
}
],
"metadata": {
"interpreter": {
"hash": "e55666fbbf217aa3df372b978577f47b6009e2f78e2ec76a584f49cd54a1e62c"
},
"kernelspec": {
"display_name": ".env",
"language": "python",
"name": ".env"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}