TP-reseaux-profond/TP5.ipynb
2023-06-22 20:35:38 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "XMMppWbnG3dN"
},
"source": [
"\n",
"# Estimation de posture dans une image\n",
"\n",
"Pour ce TP ainsi que le suivant, nous allons traiter le problème de la détection du \"squelette\" d'un humain dans une image, tel qu'illustré dans la figure ci-dessous.\n",
"\n",
"![Texte alternatif…](https://drive.google.com/uc?id=1HpyLwzwkFdyQ6APoGZQJL7f837JCHNkh)\n",
"\n",
"Nous allons pour ce faire utiliser le [Leeds Sport Pose Dataset](https://sam.johnson.io/research/lspet.html) qui introduit 10000 images présentant des sportifs dans diverses situations, augmentées d'une annotation manuelle du squelette.\n",
"\n",
"À chaque image est associée une matrice de taille 3x14, correspondant aux coordonnées dans l'image des 14 joints du squelette de la personne décrite dans l'image. La 3e dimension désigne la visibilité du joint (1 s'il est visible, 0 s'il est occulté)\n",
"\n",
"Ces joints sont, dans l'ordre :\n",
"* Cheville droite\n",
"* Genou droit\n",
"* Hanche droite\n",
"* Hanche gauche\n",
"* Genou gauche\n",
"* Cheville gauche\n",
"* Poignet droit\n",
"* Coude droit\n",
"* Épaule droite\n",
"* Épaule gauche\n",
"* Coude gauche\n",
"* Poignet gauche\n",
"* Cou\n",
"* Sommet du crâne\n",
"\n",
"Pour un rappel des notions vues en cours sur ce sujet, vous pouvez regarder la vidéo ci-dessous :\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "COfRON-Mp1Iu"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <iframe\n",
" width=\"640\"\n",
" height=\"360\"\n",
" src=\"https://video.polymny.studio/?v=84ace9c1-f460-4375-9b33-917c3ff82c83/\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" \n",
" ></iframe>\n",
" "
],
"text/plain": [
"<IPython.lib.display.IFrame at 0x7f4a74088460>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import IFrame\n",
"IFrame(\"https://video.polymny.studio/?v=84ace9c1-f460-4375-9b33-917c3ff82c83/\", width=640, height=360)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "z3mdNJJXc6Wy"
},
"source": [
"Commencez par télécharger la base de données sur Github\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "3IVjmLKWRDag"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fatal: le chemin de destination 'lsp' existe déjà et n'est pas un répertoire vide.\n"
]
}
],
"source": [
"!git clone https://github.com/axelcarlier/lsp.git"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "quOHEF__pf36"
},
"outputs": [
{
"data": {
"text/plain": [
"((10, 64, 64, 3), (10, 3, 14))"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"import PIL\n",
"from PIL import Image\n",
"import os, sys\n",
"from scipy.io import loadmat\n",
"\n",
"# Cette fonction permettra plus tard de charger plus ou moins d'images (en modifiant le paramètre num_images)\n",
"# et de modifier la dimension d'entrée\n",
"def load_data(image_size=128, num_images=1000):\n",
"\n",
" path = \"./lsp/images/\"\n",
" dirs = sorted(os.listdir(path))\n",
"\n",
" x = np.zeros((min(num_images,len(dirs)),image_size,image_size,3))\n",
" y = np.zeros((min(num_images,len(dirs)), 3, 14))\n",
" \n",
" #Chargement des joints \n",
" mat_contents = loadmat('./lsp/joints.mat')\n",
" joints = mat_contents['joints']\n",
"\n",
" # Chargement des images, qui sont rangées dans lsp/images\n",
" for i in range(min(num_images,len(dirs))):\n",
" item = dirs[i]\n",
" if os.path.isfile(path+item):\n",
" img = Image.open(path+item)\n",
" # Redimensionnement et sauvegarde des joints\n",
" y[i, 0] = joints[:,0,i]*image_size/img.size[0]\n",
" y[i, 1] = joints[:,1,i]*image_size/img.size[1]\n",
" y[i, 2] = joints[:,2,i]\n",
" # Redimensionnement et sauvegarde des images \n",
" img = img.resize((image_size,image_size))\n",
" x[i] = np.asarray(img)\n",
"\n",
"\n",
" return x, y\n",
"\n",
"# Chargement de seulement 10 images, de taille 64x64\n",
"x, y = load_data(image_size=64, num_images=10) \n",
"x.shape, y.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "zRc0B4oxe6h_"
},
"outputs": [],
"source": [
"labels= {0: 'Cheville droite',\n",
" 1: 'Genou droit',\n",
" 2: 'Hanche droite',\n",
" 3: 'Hanche gauche',\n",
" 4: 'Genou gauche',\n",
" 5: 'Cheville gauche',\n",
" 6: 'Poignet droit',\n",
" 7: 'Coude droit',\n",
" 8: 'Épaule droite',\n",
" 9: 'Épaule gauche',\n",
" 10: 'Coude gauche',\n",
" 11: 'Poignet gauche',\n",
" 12: 'Cou',\n",
" 13: 'Sommet du crâne'}"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "meezS1y4G8QO"
},
"source": [
"La fonction suivante vous permet de visualiser les données. Vous vous rendrez compte que certaines données sont manquantes ! En effet quand des joints sont occultés dans les images, des valeurs de position aberrantes (négatives) sont indiquées. Dans ce cas, nous n'afficherons pas les articulations."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "JvcqdQIZdCYk"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Fonction d'affichage d'une image et de son label associé\n",
"def print_data(x,y,i):\n",
" \n",
" if y.shape[1] < 3:\n",
" y_new = np.ones((y.shape[0], 3, y.shape[2]))\n",
" y_new[:,0:2,:] = y\n",
" y = y_new\n",
" \n",
" plt.figure(figsize=(5, 5))\n",
" plt.imshow(x[i]/255)\n",
" for j in range(0,14):\n",
" if y[i, 2, j] == 1:\n",
" plt.scatter(y[i,0,j],y[i,1,j],label=labels.get(j))\n",
"\n",
" # Jambe droite \n",
" if (y[i, 2, 0] + y[i, 2, 1] == 2):\n",
" plt.plot(y[i,0,0:2],y[i,1,0:2],'b')\n",
" # Cuisse droite \n",
" if (y[i, 2, 1] + y[i, 2, 2] == 2):\n",
" plt.plot(y[i,0,1:3],y[i,1,1:3],'b')\n",
" # Bassin \n",
" if (y[i, 2, 2] + y[i, 2, 3] == 2):\n",
" plt.plot(y[i,0,2:4],y[i,1,2:4],'b')\n",
" # Cuisse gauche \n",
" if (y[i, 2, 3] + y[i, 2, 4] == 2):\n",
" plt.plot(y[i,0,3:5],y[i,1,3:5],'b')\n",
" # Jambe gauche \n",
" if (y[i, 2, 4] + y[i, 2, 5] == 2):\n",
" plt.plot(y[i,0,4:6],y[i,1,4:6],'b')\n",
" # Avant-bras droit \n",
" if (y[i, 2, 6] + y[i, 2, 7] == 2):\n",
" plt.plot(y[i,0,6:8],y[i,1,6:8],'b')\n",
" # Bras droit \n",
" if (y[i, 2, 7] + y[i, 2, 8] == 2):\n",
" plt.plot(y[i,0,7:9],y[i,1,7:9],'b')\n",
" # Bras gauche \n",
" if (y[i, 2, 9] + y[i, 2, 10] == 2):\n",
" plt.plot(y[i,0,9:11],y[i,1,9:11],'b')\n",
" # Avant-bras gauche \n",
" if (y[i, 2, 10] + y[i, 2, 11] == 2):\n",
" plt.plot(y[i,0,10:12],y[i,1,10:12],'b') \n",
" # Buste droit\n",
" x1=[y[i,0,2],y[i,0,12]]\n",
" y1=[y[i,1,2],y[i,1,12]]\n",
" if (y[i, 2, 2] + y[i, 2, 12] == 2):\n",
" plt.plot(x1, y1,'b')\n",
" # Buste gauche\n",
" x1=[y[i,0,3],y[i,0,12]]\n",
" y1=[y[i,1,3],y[i,1,12]]\n",
" if (y[i, 2, 3] + y[i, 2, 12] == 2):\n",
" plt.plot(x1, y1,'b')\n",
" # Omoplate droite\n",
" x1=[y[i,0,8],y[i,0,12]]\n",
" y1=[y[i,1,8],y[i,1,12]]\n",
" if (y[i, 2, 8] + y[i, 2, 12] == 2):\n",
" plt.plot(x1, y1,'b')\n",
" # Omoplate gauche\n",
" x1=[y[i,0,9],y[i,0,12]]\n",
" y1=[y[i,1,9],y[i,1,12]]\n",
" if (y[i, 2, 9] + y[i, 2, 12] == 2):\n",
" plt.plot(x1, y1,'b')\n",
" # Tete \n",
" if (y[i, 2, 12] + y[i, 2, 13] == 2):\n",
" plt.plot(y[i,0,12:14],y[i,1,12:14],'b')\n",
"\n",
" plt.axis([0, x.shape[1], x.shape[2], 0])\n",
" plt.show()\n",
" #plt.legend()\n",
"\n",
"# Affichage aléatoire d'une image\n",
"print_data(x,y,np.random.randint(x.shape[0]-1))\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WueEErACp1Iy"
},
"source": [
"Pour comparer nos résultats avec ceux du TP 5, nous redéfinissons le **PCK0.5** (*Percentage of Correct Keypoints*). Pour rappel, *0.5* correspond à un seuil en-deça duquel on considère qu'un joint est correctement estimé. Cette question du seuil est particulièrement sensible car il faut utiliser une valeur qui soit valable pour n'importe quelle image. La personne considérée peut apparaître plus ou moins largement sur l'image, de face ou de profil, ce qui fait qu'une erreur de prédiction sur un joint peut avoir une importance très grande ou très faible selon les cas.\n",
"\n",
"Pour résoudre cette ambiguïté, on considère dans la métrique du **PCK0.5** que la référence est la taille de la tête, définie par la distance entre le joint du cou et le joint de la tête sur la vérité terrain. Un joint prédit par le réseau sera considéré correct s'il est situé à une distance inférieure à la moitié (*0.5*) de la taille de la tête par rapport au joint réel. ([Andriluka et al.] 2D Human Pose Estimation: New Benchmark and State of the Art Analysis)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "NZjjvx9cp1Iz"
},
"outputs": [],
"source": [
"import numpy.matlib \n",
"\n",
"# Calcul du \"Percentage of Correct Keypoint\" avec seuil alpha :\n",
"# On compte corrects les joints pour lesquels la distance entre valeurs réelle et prédite \n",
"# est inférieure à alpha fois la dimension de la tête (c'est un peu arbitraire...)\n",
"# On ne comptera pas les joints invisibles.\n",
"# y_true est de dimension Nx3x14 et y_pred Nx2x14 (le réseau ne prédit pas la visibilité)\n",
"def compute_PCK_alpha(y_true, y_pred, alpha=0.5):\n",
" # Calcul des seuils ; la taille de la tête est la distance entre joints 12 et 13\n",
" head_sizes = np.sqrt(np.square(y_true[:,0,13]-y_true[:,0,12])+np.square(y_true[:,1,13]-y_true[:,1,12]))\n",
" thresholds = alpha*head_sizes\n",
" thresholds = np.matlib.repmat(np.expand_dims(thresholds, 1), 1, 14)\n",
"\n",
" # Calcul des distances inter-joints\n",
" joints_distances = np.sqrt(np.square(y_true[:,0,:]-y_pred[:,0,:]) + np.square(y_true[:,1,:]-y_pred[:,1,:]))\n",
"\n",
" # Visibilité des joints de la vérité terrain\n",
" visibility = y_true[:,2,:]\n",
" \n",
" total_joints = np.count_nonzero(visibility==1)\n",
" correctly_predicted_joints = np.count_nonzero(np.logical_and(joints_distances<thresholds, visibility == 1))\n",
" \n",
" return correctly_predicted_joints/total_joints"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JVmEnDdyB-_E"
},
"source": [
"## Petit retour sur le TP précédent : \n",
"\n",
"Si vous n'êtes pas allés jusqu'au bout du TP précédent, sachez que même avec un réseau bien construit, de capacité suffisante, en utilisant les 10000 images de la base d'apprentissage, de la régularisation et de l'augmentation de données (non demandé dans le TP), vous ne seriez pas arrivé à limiter le sur-apprentissage suffisamment pour obtenir des résultats satisfaisants sur l'ensemble de test. On plafonne à un pourcentage de joints correctement prédits (PCK@0.5) aux alentours de 20\\%.\n",
"\n",
"Cela est principalement dû à la formulation du problème, plus difficile à résoudre, et aux architectures mises en place. En effet, les couches de sous-échantillonnage (*pooling*) successives entraînent une perte de précision irrémédiable qui ne peut pas être compensée par les couches denses."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "u5rCr8gKCEnp"
},
"source": [
"# Prédiction de cartes de chaleur"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZrL2qpnoD0Lj"
},
"source": [
"Dans ce TP, nous allons utiliser une autre formulation du problème, présentée pendant le cours. Plutôt que de prédire directement la position pixellique des joints, nous allons prédire des cartes de probabilité de la position des joints, comme illustré ci-dessous. Pour ce faire, il nous faudra tester des architectures de réseau de neurones différentes, s'inspirant de celles utilisées en segmentation d'image.\n",
"\n",
"![Texte alternatif…](https://drive.google.com/uc?id=1B8BCwQ0Szg_T_H05mnfpXFemUT5xhfxX)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4Pqj24fMz78h"
},
"source": [
"## Fonctions utiles"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cyh-VbYvEppj"
},
"source": [
"La fonction suivante permet de créer une carte de chaleur de la dimension voulue, avec une gaussienne centrée en un point donné."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "0u_t30vIEv1P"
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.ndimage import gaussian_filter\n",
"\n",
"def heat_point(ind_x, ind_y, heatmap_size):\n",
" heat_point=np.zeros((heatmap_size,heatmap_size))\n",
" heat_point[ind_x][ind_y] = 1\n",
"\n",
" return gaussian_filter(heat_point, round(heatmap_size/20))\n",
"\n",
"h_m = heat_point(14, 44, 64)\n",
"plt.imshow(h_m)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "a1vQKbeBGI9g"
},
"source": [
"On peut ensuite retrouver la position du point le plus \"chaud\", en utilisant la commande suivante : \n",
"```python\n",
"np.unravel_index(np.argmax(h_m), h_m.shape) \n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kiLiDhPjGieb"
},
"source": [
"On peut donc définir les 2 fonctions suivantes permettant de générer les cartes de chaleur à partir des coordonnées de joints, et vice-versa."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "fD3PoNusGhC2"
},
"outputs": [],
"source": [
"def coord2heatmap(y, heatmap_size):\n",
" heatmap = np.zeros((y.shape[0], 14, heatmap_size, heatmap_size))\n",
" for img in range(y.shape[0]):\n",
" for j in range(14):\n",
" ind_x = int(y[img][1][j])\n",
" ind_y = int(y[img][0][j])\n",
" #print(ind_x, ind_y)\n",
" if ind_x >= 0 and ind_y >= 0 and ind_x < heatmap_size and ind_y < heatmap_size:\n",
" heatmap[img][j] = heat_point(ind_x, ind_y, heatmap_size)\n",
" heatmap = np.transpose(heatmap, (0, 2, 3, 1))\n",
" heatmap = heatmap / np.max(heatmap)\n",
" return heatmap\n",
"\n",
"def heatmap2coord(heatmap):\n",
" y = np.ones((heatmap.shape[0], 3, 14))\n",
"\n",
" heatmap = np.transpose(heatmap, (0, 3, 1, 2))\n",
" for img in range(y.shape[0]):\n",
" for j in range(14): \n",
" max_heat = np.unravel_index(np.argmax(heatmap[img][j]),heatmap[img][j].shape) \n",
" y[img][0][j] = max_heat[1]\n",
" y[img][1][j] = max_heat[0]\n",
" if max_heat[0] == 0 and max_heat[1] == 0:\n",
" y[img][2][j] = 0 # Le joint est invisible\n",
" return y"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TG0BlJ3LH2kP"
},
"source": [
"La fonction ci-dessous nous permettra d'afficher les cartes de chaleur associées à une image. On affichera d'abord la somme de toutes les cartes de chaleur, afin d'avoir une vue globale de la position de la personne, puis les cartes associées à 3 joints : tête, coude droit, et genou gauche (choix arbitraire, que vous pouvez aisément modifier si vous le voulez). "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "dCfWl8ncH5JQ"
},
"outputs": [],
"source": [
"def print_heatmap(x, y, rows=3):\n",
" hm = np.transpose(y, (0,3,1,2))\n",
"\n",
" for i in range(rows):\n",
" j=np.random.randint(1,x.shape[0])\n",
" plt.figure(figsize=(12, 12))\n",
" # Affichage de l'image\n",
" plt.subplot(rows,5,5*i+1)\n",
" plt.imshow(x[j])\n",
" plt.title('Image originale')\n",
" # Affichage simultané de tous les joints\n",
" plt.subplot(rows,5,5*i+2)\n",
" joints=np.zeros((y.shape[1], y.shape[2]))\n",
" for k in range(14):\n",
" joints+= hm[j][k]\n",
" plt.imshow(joints)\n",
" plt.title('Tous les joints')\n",
"\n",
" plt.subplot(rows, 5, 5*i+3)\n",
" plt.imshow(hm[j][13])\n",
" plt.title('Tête')\n",
" plt.subplot(rows, 5, 5*i+4)\n",
" plt.imshow(hm[j][7])\n",
" plt.title('Coude droit')\n",
" plt.subplot(rows, 5, 5*i+5)\n",
" plt.imshow(hm[j][4])\n",
" plt.title('Genou gauche')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "a9QKb9YLJRr4"
},
"source": [
"Les lignes suivantes vous permettront de démarrer simplement : "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "fwcCfcazJQL7"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"# Chargement des données : on choisit une dimension d'image et de carte de chaleur de 64x64\n",
"image_size = 64\n",
"heatmap_size = 64\n",
"\n",
"# Chargement de seulement 1000 images\n",
"# Chargement des données : 1000 images d'apprentissage, 100 de validation, 100 de test \n",
"x, y = load_data(image_size=image_size, num_images=1000) \n",
"# Normalisation des données\n",
"x = x/255\n",
"x_train, x_gen, y_train, y_gen = train_test_split(x, y, test_size=1/10, random_state=2)\n",
"x_val, x_test, y_val, y_test = train_test_split(x_gen, y_gen, test_size=1/2, random_state=1)\n",
"\n",
"# Calcul des cartes de chaleur pour chaque ensemble (prend un peu de temps)\n",
"y_hm_train = coord2heatmap(y_train, heatmap_size)\n",
"y_hm_val = coord2heatmap(y_val, heatmap_size)\n",
"y_hm_test = coord2heatmap(y_test, heatmap_size)\n",
"\n",
"# Affichage de quelques exemples\n",
"print_heatmap(x_train, y_hm_train)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QZVbag1MOphZ"
},
"source": [
"Pour vous aider pour la suite, voici ci-dessous une implémentation du réseau UNet, vu en cours sur la segmentation.\n",
"\n",
"![Texte alternatif…](https://raw.githubusercontent.com/zhixuhao/unet/master/img/u-net-architecture.png)\n",
"\n",
"A vous de l'adapter afin qu'il soit pertinent pour le problème courant (dimensions d'entrée et de sortie, **fonction d'activation de sortie**)\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "O_qMkG8ROoky"
},
"outputs": [],
"source": [
"import keras\n",
"from keras.layers import *\n",
"from keras import *\n",
"\n",
"def create_unet(image_size=572):\n",
" input_layer=Input((image_size, image_size, 3))\n",
"\n",
" conv1 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(input_layer)\n",
" conv1 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv1)\n",
" pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)\n",
" \n",
" conv2 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool1)\n",
" conv2 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv2)\n",
" pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)\n",
" \n",
" conv3 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool2)\n",
" conv3 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv3)\n",
" pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)\n",
" \n",
" conv4 = Conv2D(216, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool3)\n",
" conv4 = Conv2D(216, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv4)\n",
" drop4 = Dropout(0.5)(conv4)\n",
" pool4 = MaxPooling2D(pool_size=(2, 2))(drop4)\n",
"\n",
" conv5 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool4)\n",
" conv5 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv5)\n",
" drop5 = Dropout(0.5)(conv5)\n",
"\n",
" up6 = Conv2D(256, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(drop5))\n",
" merge6 = concatenate([drop4,up6], axis = 3)\n",
" conv6 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge6)\n",
" conv6 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv6)\n",
"\n",
" up7 = Conv2D(128, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv6))\n",
" merge7 = concatenate([conv3,up7], axis = 3)\n",
" conv7 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge7)\n",
" conv7 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv7)\n",
" \n",
" up8 = Conv2D(64, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv7))\n",
" merge8 = concatenate([conv2,up8], axis = 3)\n",
" conv8 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge8)\n",
" conv8 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv8)\n",
"\n",
" up9 = Conv2D(32, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv8))\n",
" merge9 = concatenate([conv1,up9], axis = 3)\n",
" conv9 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge9)\n",
" conv9 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv9)\n",
" conv10 = Conv2D(len(labels), 1, activation = 'sigmoid')(conv9)\n",
"\n",
" model = Model(input_layer, conv10)\n",
"\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"id": "vgFsh0DRp1I3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"model\"\n",
"__________________________________________________________________________________________________\n",
" Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
" input_1 (InputLayer) [(None, 64, 64, 3)] 0 [] \n",
" \n",
" conv2d (Conv2D) (None, 64, 64, 32) 896 ['input_1[0][0]'] \n",
" \n",
" conv2d_1 (Conv2D) (None, 64, 64, 32) 9248 ['conv2d[0][0]'] \n",
" \n",
" max_pooling2d (MaxPooling2D) (None, 32, 32, 32) 0 ['conv2d_1[0][0]'] \n",
" \n",
" conv2d_2 (Conv2D) (None, 32, 32, 64) 18496 ['max_pooling2d[0][0]'] \n",
" \n",
" conv2d_3 (Conv2D) (None, 32, 32, 64) 36928 ['conv2d_2[0][0]'] \n",
" \n",
" max_pooling2d_1 (MaxPooling2D) (None, 16, 16, 64) 0 ['conv2d_3[0][0]'] \n",
" \n",
" conv2d_4 (Conv2D) (None, 16, 16, 128) 73856 ['max_pooling2d_1[0][0]'] \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-04-12 21:27:08.105989: 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",
"2022-04-12 21:27:08.962948: 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": [
" \n",
" conv2d_5 (Conv2D) (None, 16, 16, 128) 147584 ['conv2d_4[0][0]'] \n",
" \n",
" max_pooling2d_2 (MaxPooling2D) (None, 8, 8, 128) 0 ['conv2d_5[0][0]'] \n",
" \n",
" conv2d_6 (Conv2D) (None, 8, 8, 216) 249048 ['max_pooling2d_2[0][0]'] \n",
" \n",
" conv2d_7 (Conv2D) (None, 8, 8, 216) 420120 ['conv2d_6[0][0]'] \n",
" \n",
" dropout (Dropout) (None, 8, 8, 216) 0 ['conv2d_7[0][0]'] \n",
" \n",
" max_pooling2d_3 (MaxPooling2D) (None, 4, 4, 216) 0 ['dropout[0][0]'] \n",
" \n",
" conv2d_8 (Conv2D) (None, 4, 4, 512) 995840 ['max_pooling2d_3[0][0]'] \n",
" \n",
" conv2d_9 (Conv2D) (None, 4, 4, 512) 2359808 ['conv2d_8[0][0]'] \n",
" \n",
" dropout_1 (Dropout) (None, 4, 4, 512) 0 ['conv2d_9[0][0]'] \n",
" \n",
" up_sampling2d (UpSampling2D) (None, 8, 8, 512) 0 ['dropout_1[0][0]'] \n",
" \n",
" conv2d_10 (Conv2D) (None, 8, 8, 256) 524544 ['up_sampling2d[0][0]'] \n",
" \n",
" concatenate (Concatenate) (None, 8, 8, 472) 0 ['dropout[0][0]', \n",
" 'conv2d_10[0][0]'] \n",
" \n",
" conv2d_11 (Conv2D) (None, 8, 8, 256) 1087744 ['concatenate[0][0]'] \n",
" \n",
" conv2d_12 (Conv2D) (None, 8, 8, 256) 590080 ['conv2d_11[0][0]'] \n",
" \n",
" up_sampling2d_1 (UpSampling2D) (None, 16, 16, 256) 0 ['conv2d_12[0][0]'] \n",
" \n",
" conv2d_13 (Conv2D) (None, 16, 16, 128) 131200 ['up_sampling2d_1[0][0]'] \n",
" \n",
" concatenate_1 (Concatenate) (None, 16, 16, 256) 0 ['conv2d_5[0][0]', \n",
" 'conv2d_13[0][0]'] \n",
" \n",
" conv2d_14 (Conv2D) (None, 16, 16, 128) 295040 ['concatenate_1[0][0]'] \n",
" \n",
" conv2d_15 (Conv2D) (None, 16, 16, 128) 147584 ['conv2d_14[0][0]'] \n",
" \n",
" up_sampling2d_2 (UpSampling2D) (None, 32, 32, 128) 0 ['conv2d_15[0][0]'] \n",
" \n",
" conv2d_16 (Conv2D) (None, 32, 32, 64) 32832 ['up_sampling2d_2[0][0]'] \n",
" \n",
" concatenate_2 (Concatenate) (None, 32, 32, 128) 0 ['conv2d_3[0][0]', \n",
" 'conv2d_16[0][0]'] \n",
" \n",
" conv2d_17 (Conv2D) (None, 32, 32, 64) 73792 ['concatenate_2[0][0]'] \n",
" \n",
" conv2d_18 (Conv2D) (None, 32, 32, 64) 36928 ['conv2d_17[0][0]'] \n",
" \n",
" up_sampling2d_3 (UpSampling2D) (None, 64, 64, 64) 0 ['conv2d_18[0][0]'] \n",
" \n",
" conv2d_19 (Conv2D) (None, 64, 64, 32) 8224 ['up_sampling2d_3[0][0]'] \n",
" \n",
" concatenate_3 (Concatenate) (None, 64, 64, 64) 0 ['conv2d_1[0][0]', \n",
" 'conv2d_19[0][0]'] \n",
" \n",
" conv2d_20 (Conv2D) (None, 64, 64, 32) 18464 ['concatenate_3[0][0]'] \n",
" \n",
" conv2d_21 (Conv2D) (None, 64, 64, 32) 9248 ['conv2d_20[0][0]'] \n",
" \n",
" conv2d_22 (Conv2D) (None, 64, 64, 14) 462 ['conv2d_21[0][0]'] \n",
" \n",
"==================================================================================================\n",
"Total params: 7,267,966\n",
"Trainable params: 7,267,966\n",
"Non-trainable params: 0\n",
"__________________________________________________________________________________________________\n"
]
}
],
"source": [
"model = create_unet(image_size=64)\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-04-12 21:27:32.068602: I tensorflow/stream_executor/cuda/cuda_dnn.cc:368] Loaded cuDNN version 8100\n",
"2022-04-12 21:27:32.858066: 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",
"2022-04-12 21:27:35.131334: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.21GiB 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",
"2022-04-12 21:27:40.157301: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.21GiB 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": [
"28/29 [===========================>..] - ETA: 0s - loss: 0.7098 - accuracy: 0.0273"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-04-12 21:27:54.195414: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.09GiB 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",
"2022-04-12 21:27:56.609297: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.09GiB 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": [
"29/29 [==============================] - ETA: 0s - loss: 0.7096 - accuracy: 0.0273"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-04-12 21:27:58.438753: W tensorflow/core/common_runtime/bfc_allocator.cc:275] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.15GiB 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": [
"29/29 [==============================] - 31s 663ms/step - loss: 0.7096 - accuracy: 0.0273 - val_loss: 0.6456 - val_accuracy: 0.0313\n"
]
}
],
"source": [
"from tensorflow.keras import optimizers\n",
"\n",
"adam = optimizers.Adam(learning_rate=1e-4)\n",
"model.compile(optimizer=adam, loss=\"binary_crossentropy\", metrics=[\"accuracy\"])\n",
"history = model.fit(x_train, y_hm_train, validation_data=(x_val, y_hm_val), epochs=1)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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1plnqWrZsGeeffz69e/fmwAMP5Nxzz61Z98ILL3DKKacwYsQI7r77biorKxutZ+3atQwdOpThw4cDcMkll7B06dKa9VOmTAFg9OjRNRdCa8gTTzzBF77wBaD+yxnfeuutbN26le7duzNmzBjuuOMO5syZw/PPP0+fPn0a3Xc+fERvZrU0duTdliZPnsysWbNYuXIlu3btYvTo0WzYsIF58+axfPly+vbty/Tp09m9e3eL9j99+nQWLlzIiSeeyJ133smSVl5Lef+ljltzmeP2upyxj+jNrFMoKipi4sSJzJgxo+Zofvv27XzkIx/hoIMO4s033+Shhx5qdB+nnnoqCxcu5J133mHHjh38/ve/r1m3Y8cODj/8cPbs2VNzaWGAPn36sGPHjvft65hjjmHjxo2sW7cOgF//+tecdtppLRpbR1/O2Ef0ZtZpTJs2jfPPP79mCmf/ZX2PPfZYBg8ezPjx4xvdftSoUXz+85/nxBNPZODAgYwZM6Zm3Y033si4ceMYMGAA48aNqwn3qVOnMnPmTG699daak7AAvXr14o477uBzn/sce/fuZcyYMVx++eUtGtf+37IdOXIkvXv3rnU548WLF/OhD32I448/njPPPJOysjJuvvlmevToQVFREb/61a9a9Ji5fJliM/NlirsYX6bYzMxqcdCbmaWcg97MAOhs07hWv5a8TnkFvaRJktZKWidpdj3rfyRpVXJ7SdLWnHWXSHo5uV3S7ArNrM316tWL6upqh30nFxFUV1fTq1evZm3X5KduJHUD5gOnA1XAcknlEVHzrYWImJXT/ytAaXK/H3ADkAECWJFsu6VZVZpZmyouLqaqqorNmzd3dCnWhF69elFcXNysbfL5eOVYYF1ErAeQVAZMBhr6eto0suEOcAbwSES8nWz7CDAJ+E2zqjSzNtWjRw+GDh3a0WVYG8ln6mYQ8FrOclXS9j6SjgKGAo83Z1tJl0qqkFThIwozs8Iq9MnYqcD9EbGvORtFxIKIyEREZsCAAQUuyczsgy2foN8EDM5ZLk7a6jOV2tMyzdnWzMzaQD5BvxwYJmmopAPIhnl53U6SjgX6Ak/nNC8CPi2pr6S+wKeTNjMzaydNnoyNiL2SriQb0N2AX0ZEpaS5QEVE7A/9qUBZ5Hw+KyLelnQj2TcLgLn7T8yamVn78LVuzMxSwNe6MTP7AHPQm5mlnIPezCzlHPRmZinnoDczSzkHvZlZyjnozcxSzkFvZpZyDnozs5Rz0JuZpZyD3sws5Rz0ZmYp56A3M0s5B72ZWco56M3MUs5Bb2aWcg56M7OUc9CbmaWcg97MLOUc9GZmKeegNzNLOQe9mVnK5RX0kiZJWitpnaTZDfS5UNJqSZWS7slp/4GkF5Lb5wtVuJmZ5ad7Ux0kdQPmA6cDVcBySeURsTqnzzDgOmB8RGyRNDBpPxsYBZQAPYElkh6KiO0FH4mZmdUrnyP6scC6iFgfEe8BZcDkOn1mAvMjYgtARPw9aT8OWBoReyPiH8BzwKTClG5mZvnIJ+gHAa/lLFclbbmGA8MlPSnpGUn7w/yvwCRJvSX1ByYCg+s+gKRLJVVIqti8eXPzR2FmZg1qcuqmGfsZBkwAioGlkkZExMOSxgBPAZuBp4F9dTeOiAXAAoBMJhMFqsnMzMjviH4TtY/Ci5O2XFVAeUTsiYgNwEtkg5+IuCkiSiLidEDJOjMzayf5BP1yYJikoZIOAKYC5XX6LCR7NE8yRTMcWC+pm6RDkvaRwEjg4cKUbmZm+Why6iYi9kq6ElgEdAN+GRGVkuYCFRFRnqz7tKTVZKdmromIakm9gGWSALYD/y0i9rbVYMzM7P0U0bmmxDOZTFRUVHR0GWZmXYqkFRGRqW+dvxlrZpZyDnozs5Rz0JuZpZyD3sws5Rz0ZmYp56A3M0s5B72ZWco56M3MUs5Bb2aWcg56M7OUc9CbmaWcg97MLOUc9GZmKeegNzNLOQe9mVnKOejNzFLOQW9mlnIOejOzlHPQm5mlnIPezCzlHPRmZimXV9BLmiRpraR1kmY30OdCSaslVUq6J6f9h0nbi5JulaRCFW9mZk3r3lQHSd2A+cDpQBWwXFJ5RKzO6TMMuA4YHxFbJA1M2k8GxgMjk65PAKcBSwo5CDMza1g+R/RjgXURsT4i3gPKgMl1+swE5kfEFoCI+HvSHkAv4ACgJ9ADeLMQhZuZWX7yCfpBwGs5y1VJW67hwHBJT0p6RtIkgIh4GlgMvJ7cFkXEi60v28zM8tXk1E0z9jMMmAAUA0sljQD6Ax9N2gAekXRKRCzL3VjSpcClAEceeWSBSjIzM8jviH4TMDhnuThpy1UFlEfEnojYALxENvjPB56JiJ0RsRN4CDip7gNExIKIyEREZsCAAS0Zh5mZNSCfoF8ODJM0VNIBwFSgvE6fhWSP5pHUn+xUznrg/wGnSeouqQfZE7GeujEza0dNBn1E7AWuBBaRDen7IqJS0lxJ5ybdFgHVklaTnZO/JiKqgfuBV4Dngb8Cf42I37fBOMzMrAGKiI6uoZZMJhMVFRUdXYaZWZciaUVEZOpb52/GmpmlnIPezCzlHPRmZinnoDczSzkHvZlZyjnozcxSzkFvZpZyDnozs5Rz0JuZpZyD3sws5Rz0ZmYp56A3M0s5B72ZWco56M3MUs5Bb2aWcg56M7OUc9CbmaWcg97MLOUc9GZmKeegNzNLOQe9mVnKOejNzFIur6CXNEnSWknrJM1uoM+FklZLqpR0T9I2UdKqnNtuSecVsH4zM2tC96Y6SOoGzAdOB6qA5ZLKI2J1Tp9hwHXA+IjYImkgQEQsBkqSPv2AdcDDhR6EmZk1LJ8j+rHAuohYHxHvAWXA5Dp9ZgLzI2ILQET8vZ79XAA8FBG7WlOwmZk1Tz5BPwh4LWe5KmnLNRwYLulJSc9ImlTPfqYCv2lZmWZm1lJNTt00Yz/DgAlAMbBU0oiI2Aog6XBgBLCovo0lXQpcCnDkkUcWqCQzM4P8jug3AYNzlouTtlxVQHlE7ImIDcBLZIN/vwuB30XEnvoeICIWREQmIjIDBgzIv3ozM2tSPkG/HBgmaaikA8hOwZTX6bOQ7NE8kvqTncpZn7N+Gp62MTPrEE0GfUTsBa4kO+3yInBfRFRKmivp3KTbIqBa0mpgMXBNRFQDSBpC9i+CP7VB/WZm1gRFREfXUEsmk4mKioqOLsPMrEuRtCIiMvWt8zdjzcxSzkFvZpZyDnozs5Rz0JuZpZyD3sws5Rz0ZmYp56A3M0s5B72ZWco56M3MUs5Bb2aWcg56M7OUc9CbmaWcg97MLOUc9GZmKeegNzNLOQe9mVnKOejNzFLOQW9mlnIOejOzlHPQm5mlnIPezCzlHPRmZimXV9BLmiRpraR1kmY30OdCSaslVUq6J6f9SEkPS3oxWT+kQLWbmVkeujfVQVI3YD5wOlAFLJdUHhGrc/oMA64DxkfEFkkDc3bxK+CmiHhEUhHwz4KOwMzMGpXPEf1YYF1ErI+I94AyYHKdPjOB+RGxBSAi/g4g6Tige0Q8krTvjIhdBavezMyalE/QDwJey1muStpyDQeGS3pS0jOSJuW0b5X0n5KelXRz8hdCLZIulVQhqWLz5s0tGYeZmTWgUCdjuwPDgAnANOB2SQcn7acAVwNjgKOB6XU3jogFEZGJiMyAAQMKVJKZmUF+Qb8JGJyzXJy05aoCyiNiT0RsAF4iG/xVwKpk2mcvsBAY1eqqzcwsb/kE/XJgmKShkg4ApgLldfosJHs0j6T+ZKds1ifbHixp/2H6J4DVmJlZu2ky6JMj8SuBRcCLwH0RUSlprqRzk26LgGpJq4HFwDURUR0R+8hO2zwm6XlAwO1tMRAzM6ufIqKja6glk8lERUVFR5dhZtalSFoREZn61vmbsWZmKeegNzNLOQe9mVnKOejNzFLOQW9mlnIOejOzlHPQm5mlnIPezCzlHPRmZinnoDczSzkHvZlZyjnozcxSzkFvZpZyDnozs5Rz0JuZpZyD3sws5Rz0ZmYp56A3M0s5B72ZWco56M3MUs5Bb2aWcg56M7OUyyvoJU2StFbSOkmzG+hzoaTVkiol3ZPTvk/SquRWXqjCzcwsP92b6iCpGzAfOB2oApZLKo+I1Tl9hgHXAeMjYoukgTm7eCciSgpbtpmZ5SufI/qxwLqIWB8R7wFlwOQ6fWYC8yNiC0BE/L2wZZqZWUvlE/SDgNdylquStlzDgeGSnpT0jKRJOet6SapI2s+r7wEkXZr0qdi8eXNz6jczsyY0OXXTjP0MAyYAxcBSSSMiYitwVERsknQ08Lik5yPildyNI2IBsAAgk8lEgWoyMzPyO6LfBAzOWS5O2nJVAeURsSciNgAvkQ1+ImJT8u96YAlQ2sqazcysGfIJ+uXAMElDJR0ATAXqfnpmIdmjeST1JzuVs15SX0k9c9rHA6sxM7N20+TUTUTslXQlsAjoBvwyIiolzQUqIqI8WfdpSauBfcA1EVEt6WTgZ5L+SfZN5fu5n9YxM7O2p4jONSWeyWSioqKio8swM+tSJK2IiEx96/zNWDOzlHPQm5mlnIPezCzlHPRmZinnoDczSzkHvZlZyjnozcxSzkFvZpZyDnozs5Rz0JuZpZyD3sws5Rz0ZmYp56A3M0s5B72ZWco56M3MUs5Bb2aWcg56M7OUc9CbmaVcp/spQUmbgVc7uo4W6A+81dFFtDOP+YPBY+4ajoqIAfWt6HRB31VJqmjo9xrTymP+YPCYuz5P3ZiZpZyD3sws5Rz0hbOgowvoAB7zB4PH3MV5jt7MLOV8RG9mlnIOejOzlHPQN4OkfpIekfRy8m/fBvpdkvR5WdIl9awvl/RC21fceq0Zs6Tekh6QtEZSpaTvt2/1+ZM0SdJaSeskza5nfU9J9ybr/yxpSM6665L2tZLOaNfCW6GlY5Z0uqQVkp5P/v1EuxffQq15nZP1R0raKenqdiu6ECLCtzxvwA+B2cn92cAP6unTD1if/Ns3ud83Z/0U4B7ghY4eT1uPGegNTEz6HAAsA87s6DHVU3834BXg6KTOvwLH1enzJeCnyf2pwL3J/eOS/j2Bocl+unX0mNp4zKXAEcn9E4BNHT2eth5zzvr7gf8Aru7o8TTn5iP65pkM3JXcvws4r54+ZwCPRMTbEbEFeASYBCCpCLgK+F7bl1owLR5zROyKiMUAEfEesBIobvuSm20ssC4i1id1lpEdd67c5+F+4JOSlLSXRcS7EbEBWJfsr7Nr8Zgj4tmI+FvSXgl8WFLPdqm6dVrzOiPpPGAD2TF3KQ765jk0Il5P7r8BHFpPn0HAaznLVUkbwI3A/wJ2tVmFhdfaMQMg6WDgM8BjbVBjazVZf26fiNgLbAMOyXPbzqg1Y871WWBlRLzbRnUWUovHnBykfRP4H+1QZ8F17+gCOhtJjwKH1bPq+tyFiAhJeX82VVIJ8C8RMavuvF9Ha6sx5+y/O/Ab4NaIWN+yKq2zkXQ88APg0x1dSzuYA/woInYmB/hdioO+joj4VEPrJL0p6fCIeF3S4cDf6+m2CZiQs1wMLAFOAjKSNpJ93gdKWhIRE+hgbTjm/RYAL0fELa2vtk1sAgbnLBcnbfX1qUreuA4CqvPctjNqzZiRVAz8Drg4Il5p+3ILojVjHgdcIOmHwMHAPyXtjogft3nVhdDRJwm60g24mdonJn9YT59+ZOfx+ia3DUC/On2G0HVOxrZqzGTPR/wW+FBHj6WRMXYnewJ5KP91ku74On2+TO2TdPcl94+n9snY9XSNk7GtGfPBSf8pHT2O9hpznT5z6GInYzu8gK50Izs/+RjwMvBoTphlgJ/n9JtB9qTcOuDf69lPVwr6Fo+Z7BFTAC8Cq5LbFzt6TA2M8yzgJbKfyrg+aZsLnJvc70X20xbrgL8AR+dse32y3Vo64aeKCj1m4NvAP3Je01XAwI4eT1u/zjn76HJB70sgmJmlnD91Y2aWcg56M7OUc9CbmaWcg97MLOUc9GZmKeegNzNLOQe9mVnK/X+suaOzkGTCeAAAAABJRU5ErkJggg==",
"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 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.043383751471786976\n"
]
}
],
"source": [
"mae = history.history['accuracy']\n",
"val_mae = 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, mae, 'b', linestyle=\"--\",label='Training accuracy')\n",
"plt.plot(epochs, val_mae, 'g', label='Validation accuracy')\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",
"y_pred_hm = model.predict(x_train)\n",
"print_heatmap(x_train, y_pred_hm)\n",
"y_pred_coords = heatmap2coord(y_pred_hm)\n",
"pck = compute_PCK_alpha(y_train, y_pred_coords)\n",
"print(pck)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LPamKJXZsCff"
},
"source": [
"## Travail à faire \n",
"\n",
"Commencez par adapter le réseau Unet à votre problème, puis à l'entraîner sur le petit ensemble de données x_train. \n",
"\n",
"Plusieurs remarques (**à lire attentivement**) : \n",
"\n",
"\n",
"\n",
"* Vous devriez observer beaucoup moins de sur-apprentissage ! Si vos prédictions sur l'ensemble de validation sont aberrantes, c'est que vous avez un bug !!\n",
"* Se pose la question de la formulation du problème : dans la mesure où \n",
"les cartes de chaleur sont assimilables à des cartes de probabilité (entre 0 et 1), on peut certes choisir de conserver une formulation du problème basée sur la régression, mais l'expérience montre que l'apprentissage se passe mieux si l'on formule le problème comme de la classification binaire.\n",
"* Il y a cependant toujours du sur-apprentissage. Vous pouvez donc augmenter la taille de la base de données à 10000, puis tester différentes possibilités pour diminuer ce sous-apprentissage, notamment l'augmentation de données. Les cellules suivantes vous fournissent des éléments permettant de mettre en place cette augmentation.\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JzghttyGTPvq"
},
"source": [
"## Code fourni pour l'augmentation de données (à n'envisager que dans un second temps)\n",
"\n",
"Je vous fournis ici quelques éléments qui vous permettront de mettre en place de l'augmentation de données. \n",
"Attention l'augmentation rend l'apprentissage plus difficile et en fait plus lent, et vous devrez peut-être augmenter un peu la capacité de votre UNet et le nombre d'epochs pour éviter le sous-apprentissage."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n2U4RIeNTmq_"
},
"source": [
"Albumentation est une librairie implémentant un grand nombre d'opérations d'augmentation de données. Dans le code suivant, deux types d'augmentation sont définies : des transformations spatiales (ShiftScaleRotate), et des transformations colorimétriques. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"id": "4E-o7eMQTtE5"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/deepl/.env/lib/python3.8/site-packages/albumentations/augmentations/transforms.py:1826: FutureWarning: This class has been deprecated. Please use RandomBrightnessContrast\n",
" warnings.warn(\n",
"/tmp/deepl/.env/lib/python3.8/site-packages/albumentations/augmentations/transforms.py:1800: FutureWarning: This class has been deprecated. Please use RandomBrightnessContrast\n",
" warnings.warn(\n"
]
}
],
"source": [
"import cv2 as cv\n",
"from albumentations import (Compose, RandomBrightness, RandomContrast, RandomGamma, ShiftScaleRotate)\n",
"\n",
"AUGMENTATIONS_TRAIN = Compose([\n",
" ShiftScaleRotate(p=0.5),\n",
" RandomContrast(limit=0.2, p=0.5),\n",
" RandomGamma(gamma_limit=(80, 120), p=0.5),\n",
" RandomBrightness(limit=0.2, p=0.5)\n",
"])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ac98mnGJTxNu"
},
"source": [
"La classe Sequence permet de définir l'accès aux données d'entraînement de manière personnalisée, afin par exemple d'implanter des augmentations particulières (c'est le cas ici), ou d'avoir un contrôle plus fin sur la manière de constituer les *mini-batches*.\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"id": "XaGczO0QT0H8"
},
"outputs": [],
"source": [
"from tensorflow.keras.utils import Sequence\n",
"\n",
"class LSPDSequence(Sequence):\n",
" # Initialisation de la séquence avec différents paramètres\n",
" def __init__(self, x_set, y_set, batch_size,augmentations):\n",
" self.x, self.y = x_set, y_set # Données et labels d'apprentissage \n",
" self.batch_size = batch_size # Taille de mini-batch\n",
" self.augment = augmentations # Fonction d'augmentation à appliquer\n",
" self.indices1 = np.arange(x_set.shape[0]) \n",
" np.random.shuffle(self.indices1) # Les indices permettent d'accéder\n",
" # aux données et sont retirés aléatoirement à chaque epoch pour varier \n",
" # la composition des batches au cours de l'entraînement\n",
"\n",
" # Fonction calculant le nombre de pas de descente du gradient par epoch\n",
" def __len__(self):\n",
" return int(np.ceil(len(self.x) / float(self.batch_size)))\n",
"\n",
" # Application de l'augmentation de données à chaque image du batch et aux\n",
" # cartes de probabilités associées\n",
" def apply_augmentation(self, bx, by):\n",
"\n",
" batch_x = np.zeros(bx.shape)\n",
" batch_y = np.zeros(by.shape)\n",
" # Pour chaque image du batch\n",
" for i in range(len(bx)):\n",
" masks = []\n",
" # Les 14 masques associés à l'image sont rangés dans une liste pour \n",
" # pouvoir être traités par la librairie Albumentation\n",
" for n in range(by.shape[3]):\n",
" masks.append(by[i,:,:,n])\n",
"\n",
" img = bx[i]\n",
" # Application de l'augmentation à l'image et aux masques\n",
" transformed = self.augment(image=img, masks=masks)\n",
" batch_x[i] = transformed['image']\n",
" batch_y_list = transformed['masks']\n",
"\n",
" # Reconstitution d'un tenseur à partir des masques augmentés\n",
" for k in range(by.shape[3]):\n",
" batch_y[i,:,:,k] = batch_y_list[k]\n",
"\n",
" return batch_x, batch_y\n",
"\n",
" # Fonction appelée pour chaque nouveau batch : sélection et augmentation des données\n",
" def __getitem__(self, idx):\n",
" batch_x = self.x[self.indices1[idx * self.batch_size:(idx + 1) * self.batch_size]]\n",
" batch_y = self.y[self.indices1[idx * self.batch_size:(idx + 1) * self.batch_size]]\n",
" \n",
" batch_x, batch_y = self.apply_augmentation(batch_x, batch_y)\n",
"\n",
" return np.array(batch_x), np.array(batch_y)\n",
"\n",
" # Fonction appelée à la fin d'un epoch ; on randomise les indices d'accès aux données\n",
" def on_epoch_end(self):\n",
" np.random.shuffle(self.indices1)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"id": "NGBI2gXVT399"
},
"outputs": [
{
"data": {
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GmL5qxIgRI0Y8OnwF6/zRnwF+rn6IUlu+L9uDiPxkos/HAv/zhyRjwIj3gLGvjHgYjP1kxMNi7CsjHgZjPxmxC++Z/ErM9/a9xCpEXwS+DfgFGos1jBjRY+wrIx4GYz8Z8bAY+8qIh8HYT0Zchvdje/hq4FOq+hkAEfmzRDvBpZ0qn061PEgZuB7AuXXXDBezkj5kYkHZ8e7SWXbMc98vHx663oWgse3hvTx86GXtuKxx+i7nv98csb3u7AxfVQ97NN5VXynMRKdmDw3DY6MP7DMjnk6cce+2qj734Dnf/TWlkFInzC/7esQHCBULGq0fzzVl7CfPFMZryoiHwf2uKe+H/L7CZjqtL7IjJZiI/ApiOT+K/X1+8L/3C9lUmxVVNqbd970qGhLpTQRSUXS4e7K5ryISX2lVMpyO9BPifFurEVkTwG4+NqfpgJdpWm6bbqsKqtBqwKuybFpcCNTep2XjWiVudHB4lG7tw2MR253WLVxcrvskIIn8bidslcHO6vZC6f+NdXQvgTf/0l/mXeCBfWXYTyZmjx95+LPR1Sruc1DUe9C0Bx/yDCUfNPxd/Yu7qkjtwru+pkyY8TXy77zvNo548vhW/XvvZvZ3d00Z+8kzhcd+TTE/YbzPPAO43zXlsQe8qeo3Ad8EsPf8C7qL+A4lve777b/pw4BlatR90/KCbBLgBEnk1SSSu8GRu2mJBMqaT/bLduzvIlEctHlLGB4SX00TAxAEqsbT+sCydVH17da7sXFd/+nY52DWng4PGHh3HPt96eZM64jHoGvvcJ41Yd/+qWsiujKk9u9H+b4Phv3ksHxBZVKC9+Ac6pvHs9ERH0gM+8qBXB/vUCN2YuwnIx4WY1/58OH9kN/X2SyH9xHeVYnVNfG97AFr24+8w/WwAdFtYidsfEpEuF/vgAzvJL6brWXI/DY3vUU4B+8Sb8UFjwtK6wMuhPRdLyUn0pzIZdc8Yc2sEwnebIVcPCYX2rUm0h3B3eav8Zikv7J7+c5g8h6577vrK91OmXRSrEXwqH9vGx/xgcH7vKaM+BBh7CsjHgZjPxmxE+8nz++3AV+Wyh4WxKocf/1hF+7451r5VVQ3X/H7wWdNFocL1FN6pin0BoJkP0jTBvaF3gbR2Rp64puWlosUr7NXAH0L1oaEIXEekFWBgBJQ6uBZti21dzR+zeLW1ouhrUCR3qOhG/6DqEab9Np1YDc/Sj9tTV4ve20vt2v6e8S77CvR3kKWIXmGWLve5xHPMt7XNWXEhwpjXxnxMHhv/WS0PDzzeM/Kr6o6Efk1xNK6FvgjqXTwwyxLR3bTlEFf260E78pKISK993dNWNcqb/9p6Ntl6DSQwedNv2+38E4rwGD73TaG3uGOKHtVnAYa72mcx2noA902vcS6+Xew/Y1GDPy43QSR7tgMdOdOcpZuuq7XI5JMwls71pFjHR4TNuaV9xh09q77SlJ7cQ6CQggXvx8vTs8c3s81ZcSHC2NfGfEwGPvJiMvwvjy/qvq3gL/1HpbsCXBcz3Cd7JyettctDgwFUdmasJv0xkmy9Xnz7/qL6CRer2z3emTHNjS1PaC4EKicw4WADxqDzrbbMNypDc9D9znt2C5Tc9eWtf15vVJNxHe4vQ2D75aCfsHysF5Gton5u8S76ysCZq3yRtV/O1xvxLOI935NGfFhw9hXRjwMxn4yYheuvMLb2tKgG2puzOCgPcHTwfzDv8CAl8nmx+6TbJHTSwjvdrtkSKK3o+M2lr/EGpEESafR17tqW3yIBDh0sWd91NoW2d0ioqq6kyTfj4IOv+8X37WzG0vEbQuylU1ie/tDMn5FEBN9v917RtPviBEjRowYMeL94erJL8MsDWlK8vKu1chNwnZpIY6On3Zq5vbXA5Ia/95P6dxc8SUi685tpL3o98Or4kOg9dHm0BHfjZQKG+u/LOJvcz7dwX7XzwHbau5loW3DT5JaHv/KdgDdBgF/EPV+xDDrtkZ7y2hzGDFixIgRI0a8f1wx+VVUAxsZBLYjx3StMEb7wG6v74W/cv95ek/rfUhtb28dzCN9NFwXMDYgZZu7RpsyOizbFq8Bp5vhecN1b6d422r94O8u1Tq1Z+D17d5fyFKhF60e2wR85yHpV63rbb1P68NDQ4he37aJf/MctEFUYsaH0e87YsSIESNGjHiPuFLyOxySH07o8xAMPt+fHG6h9+3KxiLSk7fh58G8fTPWvtqOAPee4a1Aul3Lh0RyXbI4rAPbLtcrHxyzJZtvd6niAtKnbZOeAL8farj56EH/6UqxvbkU8LZZ8W3EiBEjRowYMeLd48ptD0E7QXHNdEUHHzvSuMEML/p4+2+2/bcbAWzD+dhYZjjxgjK6oSjLxoj/LpXUhUAbAou2xaUKbu9NnJT+1QXbbW8vmhR0Pb1nq2uLwvD/dQ28i4F5u/eofxRZByVesGg8pCfkPSN1iLyAtkFrFwtedBizPYwYMWLEiBEj3iOunPxu+FK7EfXh11sZHbo8vLuI6sVAtgeTsqGS25HEfvu77A47rBDdzEGVEAJNCLTB44epzAYrXMe4bXuOh+rzFvqHgc0JXXq3fi8uHq64T0OyPtyODtZzIUXcptrbOYL7DV4F742NjGnONKRUZyPRHTFixIgRI0Y8Glwt+dVumD6xKN3iwluFLbpCFJGgyUVyeh9sKr3b33UTTFrtw4dTDVVj7wKV91QuFq4IhA378rZ22xHO7fX1W9e18nsp1odug5RvL9ET7ksU3+74DnMEd0VBLniyt3nx4/b+BkWrKrbB78jwMKq+I0aMGDFixIj3iKtXfqEPatvM76sbquS6gMSO4f+HUIEHs23Ns4tcrvMewEBp7kXRTSYdVGmdp/aO2nvasFZ8H5QlYjdpj3kWYjaHdRt0EPy3c9khKe2KV9yHOA8fLraV3y17NOuiHboRV3clEEAM2jTR7qBh9PuOGDFixIgRIx4JnoDtITG2+6i9sMPfu4PI3s/2sH6722qwuaysXbED4nuZuhxUe7W39i4Wr1Dtk0J02SdUdbjmrR3YMWGYYUGHFed2tKOzP/T8WIZy78ZmdmXM2LQ8XDBqDI5Kt47uza4j8qiR2uU96gfEV8Oo+o4YMWLEiBEj3heeSJGL9OZCKrOLeXnZlCQ7/y/CBRH0UhvE0Hcrg2UvJ86XqbcKVG2s1lZ7jwseH0JPQu9HxjfF0+F822QuzSndA8IuRfuCoWLnfJdho10bJHjYTgE1yVrRBc1dETSgzqE+0Fd2u6zC231z141EecSIESNGjBixiSdge9D+/22rQ4fdam+nnw4J8OXEcHPa9nc75kn/bZC/rVYHVdpkc3Ah4FK54nfnCLhoubicAMO252CT+L67Le861uvpA3V66PLoAwI7/68+2NvxfqH0doedeIjAxgvzj0R4xIgRI0aMGMETVH4v9fj2f2GDjfXzDJXcNS4nvbttFDsrvvWNpCfCkaRD5aLiWzmHU6UJPjkktlTo+3Csja/Wltqt9pJU8Y4AP6yquxm41r3vMqD1Pt/BBnXw/0bDBv+vHxdMn7f4cWvAqoq2Lr4PGkmwmPRtJMRi7fr7yyCsCfTwJI1EeMSTwHYfHPvkiBEjRjwRPBHlVzcI3w5Vc8j3LpDc9cRdntj7+4C3LBUX0xhcmBLLE6fiFSFWbRumM7vQhrSCXknWXew2onM1SE9U15aH3vUAdMnNFNlq7WZeiV25yLZFz35bwzYMlu0IeV/tDtkUe7dsEo8Nl6q+ZuOvmLD+vGMZDbunjxhxpeiHn1J/FFn35e5zh5EIjxgxYsRjxRMob8xOxdd0F/9O4Bvw013JujoVeJd/d/39fcj1DgztET6R3MpFb2/lPU5jMYu+mZdxwI65DuwBu/XV3W3uOfDwy6H9IRHsIXGVDQK8vZVNdTroRf22myLd2jY2J4gKSABMKlH9+NGpup3KGz8YMLI1TcCYFCCXUqMFRWz0LKtzawX5cWG7U12ovDfiQ4khye0mdX03TVfffZTU53f007EPjRgxYsQjw5NJdcZuq8Mm25MLBHB3poaH397mshctD53qu1Z7NVVv075k8S701dgGQqzu8hfrls56yX5sTO/iA7dVY0np0XTd7otr2/TyDnXiy26l/Xpkx7QdyvjjwSAI0gwUM0DybE12GT4wKFi7PnbDc2UtkuTrDXLxfgjFBd/NgOBsK3m72jTi2cSOftH34e6zNbH/hpAywtjB1wGwmxlORowYMWLEI8WVkt9eXdwZ3DagaNINu6/Zr2wEuG1Q4ovr2vq8rfhuzrZJUjSR3iYEGh+LWLQh4AgoitkZsLbev66t2/u9C9uZFnbuhwiqso59G6x1M/uYbm17SIe774aN2V3aIwrWu/aTgZItj5cBa1R9e4VMQ6/2SlmCNeATKbAmHpimRbIMijwFyyla1dGmURSRaDiHiEal7b0ONe96YOkIThrS1rBFhNM8j4R0j3h6sUvlzdMlNmjswyLIpARr0aZFwrpPaOvWD3CqsdhL11dHjBgxYsQjwxNQfjtFd1sZ2/SiysDSIKxtDutFLie9w2nb+Xwvvl8TEa+KD9AGpfFK46Pq66NMe0ERHRhjL65+uPYHkJ3dqm23QqHLuLBTdRXuU3BtQHoHTUYlOYh3rw+G52H4eXvqY4IMFF8jiGSQ55HcWhMJRpFIwnQCzkPWICYpamZAQIJGO0Q3zQiCvUgqHmRPuETp7UnvYLrYuJ2evGwtM5LgZxDbD94DW46IQJHFaR0ZFon9GdYPbKtqvYxqshkRRyw6O8/YZ0aM+GBjl+gyjg5eOa6e/F4YDY4ET/sv4l8zzO2LrMnncFUPYxt4yHkV8F5pk+IbVd8U4Eb0JO9chab/Bl9ud991cNzlpHFtNxgeB7MrMm2z/em/fs269u6CILr2A29YGlTotMhOAd5UnLt1DffxPg15pFgTShGJxLcskCyLuX8ByXPIM8L+FPGKrLLNC4dqJMPeo3WDeL8+D7YLNJLN8sm7CPDGMdnh3UyKtHrfq3tAJDYb7QmDt4Ogp/Fi92xg0DfESN/HejvOpIx9NsvQto1kN8vifLNp/AxxRGPYJ5tmPfITlM2nqREjRjz1GBLbYeAr0AshMt4TrhpXTn7XKi5rMiWJpAmUVrAGiswSgMaDR/BbpX431jnwfT6cH3iTyPqgeFVqHwPaKudpO4+vEP2iskP7TF6EbXV3u4jEw6ILNNOk9m60d7j1TupV6CMEO1/EhpwbojitawV5+zj0g/FbX62bPWDfl0vUjxQi0g8XS5ZBWUaSYC0ynaCZJczK/kIRCovul4hXUMWsWmhdUs/iULM6j4FIUr1PJNUOSMWWCnyhUWYzyG4r6E6KYvO8ex/bay2EWJmuJ8j48WL3rGCH4ivWRGuDJPNQliGzSTr3wP4crIXMxutD04LNYXINaR00LVo30DZgDBICmnzr8VozVjocMeKpx/Z9xMT7xUYMAIOUnduZYMbf+WPFlZLfTsHtlEpJKQWSqwAjMLGQZ8K0sLgQv60DifzquyIL91eA12Q6aCS/Mbgtqr4eJdCR327Oi2YJecj23L8tQzK7ae9Yz9xR4B1p1oYTEgHuSiv3u9qvuxd+B6veXO8aOpi6buNVZDqjI5Z5hpTFukVFjk5y/DxOMyuHlpZ2L0dCHC7OVOMjQcoVjDWIMWjKzayqvddSxSAmrAW17ZRU6f1QzYsbNkmJjv7ijpz3y9fpQSzP+jLNEqJvvI/qHz79jxe5Dy6Gqm/XD/JiPQqQ52hZIC4+eOmkRCcZIbeID9hjD5klTHOkzZDKIqpo8CBuTYBNfJCNnvKxz4wY8YHBMPB1awQxwm98F+8R4+/8ceLqld+B2qtieltDaYVpJnzFzSnX5gVf8uIRtxcN//qtU+4uWu4uWgIx+Gunt3arg6yLT8jGtHUbwGsghC6dmbJwLmZ66AopSCKQylZRM9253mEBj3eXmWJo7ZAtcXu4fEdohzN0Nea6H1b3fSKuCmFDS+5U4Itt6PYs7nAq27zL5nAFv0URiYrvbILuzfrp7nASlV4rqBX89RK1oHb9hOJLi2kC+b0M0zhkWUEuSDaHuoG6QZ0D76M1AiJRTmT3Qoq1YRYJY5AiDl9LWUY7hQ9IZteEHWJgXghoCHHeoJBl4BzaNCnwbnjBGy9yHzgM4w6M9PYGsiyODGQZujfD75W0RxOMC0gbcLOMkJv1T/ZaiXGKcQG8IvsT7CRHVhPM2QKtG7SuNxVgD2OfGTHiKcRW4Gt/beiscCGssxUVOYhB67rP/kIaiZQ0OtmPTI6/9UeKJ5LqbNNaGslsmQuz3PLcXsFz+yUfvTGjKCxvnTdULnCyjN63dQjXJVkjGBJfLny/VnGVEBSv61LFPoTkgQVENwjiWmR99GP/cikhHUK3XoPleyl3MH3ro4pGG0Da0tq+sVZ9LxpLnuCPzVqkyNE8QzMTA9asEEqLLwxqIvlt9gcXmd4VIqgx2GkGBkxjozrbEVAfEE3ENKWcigFq68IZfaopMbHvdCTZ2khmswwymxRgTYF4w44dVXhpXVo/qAZEozKo+KTi6YVlRnyAMCi6IiJJ/Y8jDSR7TpjkuKlFQvTwh1IINl73VECNYJySn/voX1cwTR5tPHke+4SLoxgbCvBo/x0x4unBYNSwG93ria+k2JDO92vS9SLL4vzer0ckvUfduqppvB+N2YIeNa6W/AoYM1QpE4lFeelgwov7BV/96h7X90quX5twMC+w0ynf8el3OD5dsnS6Jr+XEt/h37XFYZhSLYRA0EDtHa0PnLed4tvNoqldAzNA581gSMCHuOg33vb+DtXpnoxj6JXfHegKCl9UfLs9S9P7lA/D9nbbTn9F+2VkKGVvrDb0E3Ww7JVYHTqYmA5KD+ZoUlP9XoGbZ6iJZKE+NLiJUN8QxEG2UowD8USSQaC+USKuoMwtZtUiZyso8ugnbvLotazrdGoF8qTehoB4HwnvLsV3NiVVa0FnE3SSI62PwUo2EvWwVyCtx5xVcbi7dTErhcT1SMjQpgEfogI8WiA+WEjqTpftQ4o8ptRL0P05OiupXpqhabhzdTOjPhJspYgHXwqhgOqGkq0Ms7cM+UIpzj12ZRArcDCHMI0/5abdVICht92MGDHiKYAYJM8i2YX1fQNi4aWyiKOCWbLIVXUM4s4zxCTBp2mhqgZFmyxiiakQ44rG3/wjwBMrcsFAiTUCZSbMcsPBvORgVjDJDZMgTLNAYQUja2FsU2DbJsG6sYnt+VWj2utDoE0Bbl1Ri75Nw2Z2yw3+H6Yeey9CsAztDfdddk1oh7ZeGX51Yd5uRh14gePX6wpuycus0r8fpHVgvZ9DG8S72MH3DVn7Z62gRYabWdp5iqA30M4lkgcL2E49o3+pGGwbvb+hTIEGVdsPO0nX8fIsPqUPi2ZYu06N1k0zso7WH6i8OsnxswLTevAKmYlqnjVx+CqzsUCJkeT5BYIHIrmO5zJsKsAjnm5cCGQZjAykG1iYlfhZjloh5IIvhOZAqK+BrSWS3wmEDEKZkjyURClYLKbOEBcwjUdaom8YoGn6aoYb7RlvhiNGPDkMH4ahF07EWmQyAYh55ssSUgyLJpFHVNd56yFa6MoiijOwLoZjBiOF42/+feMJeH7XaiwCVpTMwDQ3zCeW6zf2uD4ryY1l6VqMazHqySzgIQj9U1WXDm0XGV4LdmvNVFWj4us8tfesWocLGh0DZvOG1gnH66RhsBEUlsijQQgaugk7JdJhOee46EDp1S3N98LiW4ruQ2GH/UE6fqtAiIqzyGBW7f9tY6NJqheqzT1yGIlPxq1DpznNYUF1PaM5iNsNVqhuglowDYQC6hsB4wTTgC+EbAnTu4BCfZRjK0sRFFM7ZNWsH3Qmk3iRci4+gdd1b7kg+YLJC8Sa6D1OJEeLHL9fEiYWN7XrY2zjMS1O2nixKrI4zRiMtUhVo4tlrxaqj0/xgt9Muzbi6ca23SENV8rBHjqbUD8/I+SxL7Qz4fwjhuqG4m82ieAqk72G4IXwxgxj4wNduw8rI7iyYDq1TN9cIq1Hp2W8KToXlaHWjZaZESOeBnTEN2V66f2800l8aD3aj/M5jxY5YZJhlg20Dn9jH7UG8QGpPebkPBLfvVmMVakqtKo3UnX2157R9/S+8GQ8v0gKIIvENKhiM0uepH81FvIcY5XcZJRZxiTPOGuTIXwjS0RiHZKG84dK8MAs4En+Xh+Jb+uTv3fgwths5DbpjQa9Lt2QysAWIAM1dYM8ysVAvM6yoXQLbmy/J906nL+b6fKb26ZCneYdEN9O2e2JayLB/ZJDpXhzDy5OvIqbrAg6LQhlRihNvw9uKlEpmylqIvFVCyEHCfF8+jIu75bRiptVGoPj5jlqDTZZFjayN6QLkBpJfs0s+YN9vBjZZImwBi0y/CyS8hh4ByET1ICbmv6Ym8aSpYh+0wa0TIFQzicC02zt8yDDxIinGxr6PM/k+XrEIM/Q3CJe0cJQHxrqI0N9pPg9j8kDk2nDpGj52OE9nFr+jb5As8gJeY6twa4EN4MqWPKzImYvcelG1xFeI+vMD2MwzIgRTwZDxbcT0Pp0h5OY7ceYGLeyN4n3CxE0txCUMM0I1mB8QMoUaB9CVIKLfM1nWpcC6YeB0uMD7/vBE8rzm95JJIcBKPKMyaQgmAxvMrQoMYUwsS2zvGSvnHCnWhHUYbqx/15R7dbckcehzyESohZoQ6BuHY2LdodN4rvL7JBW0IeFEVdmlGA0ckfTeWk12QgYkMhNIrxu5xbj3pHBIvbrbvqQ0G+vd2u5fstbpHbL2qC9CSK+Oi5+6aqv+EemmcXvT3DzjHZmUBPtDG4Gbk9x+wG1gzYpqIv+aT9VQinYSshWcZg55NDkGVnKCmGsRVofA9J6U7RGNbbz2HSrLguwgriAZgZ3WNLuZaxuZClKH9xE8AXUR/GchdxiG0O+sORnjuKkIUxypMwxrSPmHnZA6AnNmN7mA4LOIiUx3d0wFR9FjhZZDFYDVs8nxffFBpsHjPV87Po9Pr53l689/G4syt+bfRVfWFzje/eeo7k1ZbqytPuCm0J5miGqUSmC+DCWbDsqhj5F0ogRI64OuzK9dIJZuibowRzNTHoQzqienyAeTBPwE0Mohjd9G2NXJhl25chOKzRLdj2RXv1d+4BhzBL0/vBA8isirwJ/AniBSI2+SVV/n4hcB/4c8HHgc8DPU9V7911X+mvS4HogKrdGlKbxVCuHrxq8UaqmJtTKJFOuz0o+cnRArZZiVXPatPgQ1ipmNE7Sq8Ed402TQwg03tEGTx0cHrZSl8nGn/V64nyKkiVFLuAJ0dSJYpIiDELom7HLOLCZX1i6kc/7pkLbprzv3nibiG4nBA9FX+izPwzl5+3WPOwWH2U/gWh70CxFxROtDiGPSm/I6YP3yLsIWAiTOK9dCsZHoqxWsI1gnGAbjU/gVvB7BRiwixZxoU8/4wvbD0FhIwn284KQx4tYyA319Qyfx201e9F7HLcV22F8VJ9DJrhS8EX0fubnDqkdOinjxdK5qBa07bsvt/wBxqPtK08Aw1RGXSaGskSKgvZwipvHVGZuZmj2wU/ieZzOap7fP+drrn+Or5i8yYGpqDRnP6t4YXLG6mbOa0DlZkzeMRQLaPYMagvsaYHpAmMg3gCH6u8zehP8wPeVEVeCJ9VPNgsfpYfh+SyWLE9ZHdprUSxZvJBhWshqpbomtHOhOFPEgW3jqKzesBTnGdPCYJcOWbX9PVmKIlqrfNiME3mG7xWPE7uyLW/DAV+vql8F/AjgV4vIVwH/GfD3VPXLgL+XPj8Q0tkTiBJ+93LO0zSO0LT4qqFZLAh1RWngcFLw/MEeN/emXJtPKIxgJHp1O3IKA+KmA21VIQSldY7WeZx6AoNlRTYU4HVpCBm8VyyBTD1WHUZDXzUtiOkdvKK7bALbivKABHcK9nD7uqsfb6vFlxPmHl3O4Y1mDEl05/AN/eddq97ekuyYlvDo+okAxhDsOheqGgi5EHIlZN0JViQL8ZUHtAiESfougC+SUjyNAUdqIkHVzODmGc1+jp/Gl5bxr9sv8LMCLS2hjPaGdi/DzS3NYU5zlFFdM7Tz2G/cTKivQ31Nqa8HNFu31U+E9kBo9oV2z8bcroBOMnRapHywMV3ahud8ZxL0ZwqP9Jpy5RienxDQ1sUiKmWOn2W4PYufmPjgM1NCGa1ae5OaT+zf4YfNP8MPn7zGvllhCOzbipvlOZ/Yv8NzR+fo9Sb62VuN/WvfECZZGkK1Y1/5IPWVEVeFJ9NPxMRX0FTcJkMnBTotI7ewQn2UU12zVNeF+ppQHQmr54XVi0p1PQbCtnOh3YPVc0J13cR7U2nXDM1IvF/kqST6IOZgxHvDA5VfVX0TeDO9PxOR7wZeAX4m8LVptj8O/H3gNz1wi2L6ymmgfeGKRauc1p475xXBZxxMM6w1zPOcF9RSFiVHRwecNso/+8wXOV6uOG/aqOY2LhHJpBJCyuAAy9bhfKD2igdCSi22m8LJgF7GfJuHUjOVlhuyQrzj9llNJTln5SEuK2jzMtFGS+ehXRcjVnaT1h0WiwuMd1vtHRDU7usHPex13/fEXjcmrZXgTXvGRgsHKTNiurbhURps6lH2k+SRys4bkIJ2z+JLaOcpUj5Akwuag3pDn+Yt8XhfgholP4tp0FTA56B7MT2a2bP9rvpJkdTa9AReeUJh0Cw+rbczg0lD2PW+wc2E5cvR8mIbod1T3L7HNAYCrF5yiArZmcFWQn4ayffKGpCcvDSUd2twoY/Yl7KMgUxVnarNPduerkd+TXmS6ApbJAUoW8QI7dOPFrT7EmMDMmU6b/iSg7v82MPv4Tl7hgG+Il9RZUsChteaG9xt5szylsm8oXquQK1h//NKeRqwizqW7J5P0ZWk1HnumQ+SfKb6yojHhifST8Ssy9yLrNMdBkVDwN3coz3IOPtIFmNTMlgdKm5PCQctdupYPm9RJ8giw66EyZ0kyllo93NCaSlEkEUFZ4t4j8tzxHjGLEHvD+/K8ysiHwf+LeBbgRdShwN4izjcsGuZXwH8CoBib59uyD9+GcmUIlQusGgC51VLaWE+ieS3yCzz0qAayKYTDpzw+sGc3BjMckXtXBotFsDgNSQfseIUah+LWPighE79FC7Q0m0YFIuyLy0HUvO8roCWpqmwUrIyk6j6ZgW9TWIYyNb9v2F3GP7dfr+JaG6/9Ou0H7uD1C6uLP7XW371Ai9mY0UbWSA2W7s2SNynZe+zn0zyQ9SkCNiga/JtiHl8u/atvTNpFyT5sLWv+CYalVgEvI2KrBTEUsghZobodt+2Gr2aqWO0c0M7E2yyW7b7QjuHdj/aE5wTwiwgU0eQDHGCzF1cVjLUWLKFxMzJIrRTg3goTgQzJLXWIBoLd3zYLJzvu68w2zXL1cGYqMZ2fr/WYxpLyOPIQ5wI1gbmWcORXVKkXNr7pmCinufsKad20q9SRNEy4Gaxn9smRGuOahxaNebiz1MMz3r097vtK09VPxlxZbjKa4ok0U1S8SO6mBGI8Spzi5vHlIZqY7yKvFAxn7QUWczbqyqczya485xwmhOymB6xHwEtM6wrkPNlzzO0t14927/5x4mHJr8isgf8JeD/oaqnWwUcVER20jBV/SbgmwD2nn8+Ud2OmMQ0QYrw+knLvaXnpYOSlxvY399jmhXM5hO8VoSmwQZlnll+4g/6EioPn7l9ylnVcOt0SdV6qqbl1vEZp8sVS+epQ6ByLUEVh8TKScTctiLrcC9NYwsdKQ+iHNJwnYavMvd4XlYc+Bqvnpk2vONq7tYeu3eEzUoQm4JPUt5WDKBrX+r6KA7eDcsN9w3hIuvUwWJppqGX4bIsDUmp3RaI+0IXiaRvktmLCvCFVov2CusuPIp+cjh9SUUVNy1QI2QrpThVJEB1XdBMkSBxoMsPSgo3gmlkbXfJu8ZHtZgQPcO+gKyKadI6ctzOQYJQnKSHIyuYJgazLV4yuBnUN33cthd07rjx3Bm1szhnKY+WZDZQO0sIhjBrqPdzVqakODZMbit+AlVuyBcFKkLWOqRu0NPzmAA9y9Ze82dc0YNH01cO5PrVSh8i0ZvdDTeGsOHVFheJqq3pH5rECcvzku85fp559lX85MPv4tDc4W1fA/Cc9Rxn5wDcPp+z+uI+1q03qUZwh1PsokZuHcfiKLDOMOE9z3qWkPfSV55oPxnxRHAl15SO7EIsbW9MtCPMpoTDeZyeGaprlnaecnrvKc1HG24+d8oPe/41Vj6n9pF+GVHmL9W8uTrkX05epn6nIOSW6Z1AeRxwewWaW/JlFe8NqdhFl61oLHX+3vBQ5FdEcmKH+tOq+pfT5LdF5CVVfVNEXgLeebcbl55+QuuVFYFb5w1FZlk6xfo4lzVCnhl84yB4Dss95liqwxmLacmsLFnWLYuqwQLT3CLLmpVzOOdwmjIxqMYSs1vMbahkqsTOWBKY4zg0LUfSMlNHi6fQlkzBEJANcjmgkXJhrXCB+G6TSxmYEobLba5ulx841vbYlaH3IoZkuC96IWvCONzufVeya/Kj6idKtAWk96LRgiIhBpMFJ0jL+rCm78TFB5y++SY+cUvo1pOewPNYjyLk63WEMqrKbhYVZgyYLBbOaPcVN1d05hGraBAmew0v7Z9y1pQsmoJrkxXTrOX2ak7jLa2zeG9o5gFfSYzsbRQz5CiZBZc8nBpV3z6KX/SZJjSP65py5egS1Ic4SqHJx28bxdZg2thfVQWvQhMy7vg93jArjkwkv5Vajv2ce82UxtnYl9s44mAbxbTdaITEktwfsqHOZ6avjHisuPJ+kmwPveWys10WllBE4tvOpR8Fmh+uuDlbcD1fQE4MnE8wojQhIysc7SyjPTDkSyFfpFgVAc0zxOVgqqjYfAgEkseJh8n2IMD/Any3qv6ewVd/HfglwH+b/v61h9ngxuC/bFoDXFC+8/Uz3jprefnGIS+GnIOpYvOc2b6hvnUHv6rICmFaTPhBL+wjeYmZ7nO+qjlZVtxbrDivGr739bvcPVvyb15/g0XbctYEKuc4rz2IRyUgsVZuLJYhMV+DJZAbz5G0vGhqbtqaG1JjxbHyjrap8GKw0ymmSMUPgG0jwZq23p/4bh3ruKxGttaR043lZYskK70tYMiMN328W2RfLk5e78NWe3XrnLHrwyPuJyFgzpfYPA4nt/s2ZnvIID9VsnNBQhwaCoWm8saSMkHE0rGoEKxCygGMSbmAXfTqNkeKT4FIEoTsTBAD9bVBMwoIhaLXWrLSxYei0vHJ63d4YXrKV87f5J3mgDvtnC+dvcOhXfEvF69wu97jU8c3KcsWuaHUdoLajNkbEv2bK49pHGGaY0SQZare1brNqm/P6LXtUV9TrhTptyZGovISAlrXsey1iYFpobTM3mnJl5Z2L4tZQHLPXt5wPV/wbedfwrfqJ/hxB9/DxDR85/JjfN/yef7VWy/RtpZw1FJ+pmT2ljJ7uyU/jSQ5ZiXZQXyf4Ty/H+i+MuLKcNX9RIMiJiBZmTy/JnryFxX+2hHV9ZzFy4Kbx9+lu9nyg194g6N8hZXAV88/zSeyuwAsNeN/O/uBtMHiW4vMPKsvCUABwVCcgK0cYT7B5BlUNRJqQsr68CyLJI8TD6P8/mjgFwPfJSLfkab958TO9OdF5JcDnwd+3oNXFZ+OdGsSA5rXBli2gddPllhreflonzwT8iynnExQiAS0jZFMNm/Igcw5ZtJgZ4aDcoJrD7ixN2E6yTivW945rzhZ1dw+W7BqV1SupnZKIGDoChPEMso5yp4ErhlP5j0uxNzASyc02ZRWpoSsRG0WlR69wAXXCutWyeSurPFuAhyJp8g6y0T3V7YJ8JDoXqLErtsyJMyydaPc/ty14+L+bO3ZNh5hPwFUMY1Da0O2silbg4nZGqySL9ITdbP27EoL1kvv8VWIpNemv5lGa2QGfhrQPFkYjOLmaTU2EX4Pfh6QiSeftuS5Z29SMy8aPrl3ixv5guv2nEnZ8nxxGt+bllcnd5nallvVHkZK2jaLbfPpYb0Q/NQiIccsU/nKsojHt3Woc+tz++zmcXy0feUJQJMXvfP8ETw4h1m1qAh+lvU/GtNCfVLyennINHs51VdU/on9BACfPr/J7dUe3gu+ypCzjPwcsqUiqrF09zJWdRNr0NA9JD/bowMJH6y+clmgxrP3G37acDX9ZNf5HWZfGVRANW3MTd9c99iJ57iZcpBX3MzOec6eccMqlSoheG7mZ1wvDrBZwAWB1kS1NwM/NZgmiwHgzsdrTbfdZ1QguQo8TLaHb+HSgW7+nXe7wWQ1jRpjIr7d0DvE8sWLxvEvXr9H7eBj169xba9kb1Kyd3RE0TS89cXXcXXD5OycPM+ZzGaYDCY5XD+4Rj6Z8/zBjCZYvJ1xumr53jfv8ta9Uz7z9i3euHObW6fH3AornA9kHfUWsCgzDdwwno9mDnvWsGwalt6wDBnLyQG1meLKGS4rCSIxf8TAQ6s9iR3ueWfy2DyU23l++1LI3bFK69LuRjtYbk2AH8B+++0ONOMdhJ3Bd9152WptWvDiko+0n3TukcUKG0Iko64gW1mafUPIBVvHCm9uAqGIgWi2SYUwJvGigY2EM0xSCWtRQq5QBsQGjFHCIocA8lyDWCXPPM5ZfJWxd23JjfmSysWfyQ+88SYvlKd89fzTFBKvOkfmbQ5Nzd0wYRFKjiZf4LiYcdxOed0ecbqcgBfsKlaCa2dCfWgJmTA9q6JyOJvEc9u2/VDWs1y69lFfU54INKmwNvn/gqJNgzlZII2jPTjEF4aQxYpts89nVIt9/sVZSTlrKXLHZ+9dxwfD8rxERLG5R84y5q8ZprcC5UkgWEHKjOzWabzxZVm0WXgft/mMD31+YPrKLlK0kYYqrEfoOjxDv+knjSvtJw+RXkwUyuN47zZfvqLIHa8dH/HC5IyvKN/gVVvzvN3jTXdOLoEvL95iGQr25hXH7Rx7mkUBphTqA4uKkN9dIlVNaNpos0oxIoQPxUPwI8fVVni7yKboCCPELBBeoQmwaDzvnFf8m1v3+Lg/IDcWEUNmc/b357Rljm8jWXbO9QnMFufnmLqhCSUqOdO9kmya8eUv3eCVG0d82Ude4V9+9rN8+o03KY/vcVJVnC8rvAYkQCaO0jiaxZLb7SnFaoW4hrs6YSmG0yxjYXNcXqLWxkIRg0TBu/XcbY8AD/DXduvaVMl7Yryl/O5e726IduuRnuRe3HI6VRcIsm79fUwICk0bywonhc2uHKYNQE4oBJ932R8E30brQnKxxBamU6ICoQxxR4wiRSArUzSRKOzFt0XpMCYS4jz3yKzmpf0zXpidRi+WBL7/3utct+ccmIqZqdmXlrkJ7IuhkCUL0/CGOySo4WOTuwQ1vFnusyonhFLRJvp8fCEYH/PCAkjVJt+oRttDIlMb1odnjAA/E9AQqzB6H6s8SRbVWRHy0xZRmNzOY77nPSjuGfyypL6eU03SiVWgNeAE3wrT24bJXcXWUfW1lceuWmjaWBEwKLQN2g15jiWxnwy2ye4OQiRDRRC7Iy1VF9cw/q4/UOhKm0OsuGYMkgPWQFn09yDjovpb1RlZ5nnx4IzSOj7XPsfz9pyJLGPlWTX8q/oV3mkOeH7vnGVV4CjJKihOFOM2hRAp8jhK2DQfOv//o8SVlzfusXHxkP6zV6UNynnjubWo+J5b9yhMxo1yxnRqyLKcvYM5bZtzcq9CAe9dvIwo1O4MRTDZHjafMJED5pOc60cH2GxKVu4zsYZcwQkUZ+ecVzXeeTIUi6MMLfVixe3TU2btChM875gpS2s4289YmRxXlLHlHUHsJO20a+tYrEscvrKLKOtWlrF1xuCNufpyvO/qiG9UOkb7d5v/dwT7ghNiPb/23uDHBFW0beOPPH22qzZVYQM3sTCzqEmBRY3gHLgp+MngqAox8UYREKtglKxwTCctQYUQhMkkVtDJ7FpBm+SOw7Li1fk9Xi5PAMjF80MmX2CWgpSOTMNHbE4uNr0qzoLjc2rxGD5W3qZVy/eVz3Ey8fgyJ1vG9Ydc8B58abEuYFxUgPE+KsBZFhVhDxvjWiMBfqqg3q9d/XkGYtCmRbwnO1lhXGBeGqoji5sK5QJsDYvW4vbWZEklTi+OhfJYmd71pIEFbOUwywZt2lhJzvtojXnGFd+nGhsV/uIDiFi7+RCyiwxbNubRkB5cxt/1BwdD9V5MyvaQcu5mljDJ1mk2E/kNq4wwbfjI/JhMPF+ob/DR/A6H5g6BSH6/b/UCZ+2EV2YnvDPZ4xSwFUxOtn7n3f3B+/UD8PC7sR89NJ4A+d1mfZ09QPvvAsqi8qAtwpLQ3OHeacWXv3Sdm/sTyjzH5IZrRzkaulzB8Z/zgaAKwRHqJbdf/yw2L5gfHpIVM/Jyn48f5Rx95ZewN814494xRXXO2fkZx3dvY31D4ysyv+AQxydffY7DvSlfZMoCy+0soxbLua04dhm3XcZxC0uv0Tu8RSiHYuzQv7s+BLv9tReTlL2vI95vSdDB72Ntm5DBuwtV6vpqceGSFj8GqKLLCnEe432snJNbspMaey5ksyKVkLWx26jE6HoXPZIItPsxYI3GoEUgn7SUpWNaRPKrKhSZ2whLLDNHaR1HxQorSh0yPlre4cguycVREDg0LXMjWJE+uV2lnqXCWZhy1+1x4qd8bnWDW2fRTOyuO0yTYVqhTE/z7UFOKCzSJuXQubXC1we+JcVoVPeeHnQ3QDEx8AUfSW/QVNY0qkLSeia3KrJFTr7KcBPBTYX5mwO/vokZRkwDk3sB08aAzfzcxdGO4wVSNcm/Lmg9IL46KodXjgHxjWp/HgMfrY2ERBUpijg659zGcmLt+sElBUxtEGAYz+UHCRpikZssQ/KoxprTFfkk5voNz8UYlfKNnNVqj39RvMQLe+d8Yu8O77h99s2K76pe5cTPKI3jrhq+8+1XOL21x/Q49od6PwXPnrs4Oqh6udo79p13hasnv9ujRTKYmPJUabI+SOO5d95idUHTOo72puRZxpEVCpsxLS0o+ER4Q1BQhw+BoAH1juVyRZZn5JkS2hr1jqNyxtH0kDtnp+TqeafMyJfKcnWObRtCW5FlNdMs8NzhnOduHOB9wbmC8S0OxdPwloALhqUYlluBbTCklpuEUS/Xg/slhiFqOvi/P0yXLBXj1wb+YB2uRe/LXHvzRq9m70q+dkU/MO/TzSSsPeHWIu2w1nlGKAzBCxIUk9KFGRftM5io9koQVCHLArn1ZGZN4idZzOLQeouIMs1aJrZlalsy8XhMtDjYFTbt+9wIeWpFIBLTSpWFZlQhp9KM2+0e9+oZdZ3H2gRTRyiymHkibdyXMdBSc4u08SKq3sf8xWl/8SFVfet2eny6fyqga0+QBl1X68sz+hrlLmDP6vhwE6LdwRdCcRawTVw+WKE+MNhGKY/XKo+pfFy2atA6JQzuPL7jw9CTwVDx7SYl4ivW9g/QkmWx8hcDq5o1MSNIWk7xEFKRgg0Vefx9P/VQTdkeYnA6ZnCtrhpM47GN7e0P+RmoNZyezSgyz+mk5LY7YG4aPl09z3E74yBbUfmcs+MZ9tRia0BjhiLbBOyiiaODsI43GPG+8ORsD73i2xHfAR0UQTA4FU4bpfE1dxc1izZwbT7h+716g+uzkk8elpSZYVpCCAEfAlbABx9JhTWYkKMIrlrRNhWL5SnT6QFlOefVuXIQCk6myjvnjro5Q5qKSbPihbnyUqEUVDifszo9Y1E7Tm7dYX+a8WUvz5npHo4DapkSyFmJwZNKXQz65towMJx2wQm89b0MyG/nil4fu/WaGWxrMCQDm8RX1yR8yIs7I0Nn3+iI9UY2iY5+68Du8Dh/eyFEJS3LUgnXECPp8zwqwNZgTj0mzxAfsLMc0Yx2anDTWNI4W4I/N/iJ4m602KlnWjaY9MAyyRzWBEza4UnWYkQpjOvJ8Z6tuZYvOPFzlqFkUrYYCRwHsASOQ02lhhbDZ9oXueP2WIaSNmS8sTrkbjVDvRBqi9TpQa2E6pohK5XZbY9pAxICmmdwuIcsUtqcuo7D6nmyQHQXu5H0PD3ozsWAEGlVo00bx4DyHJ2WGOcpKkd2njO5lZ5+DDT7OdYrR5+pkCaVMBZBM4M5WSKreh0AWVXrB8Kga6/vSJSuBtuKbyK8UuTr6dNJrL7n0oPQ4Wzt+3U+psRLy5pk6dKqRn0qad73o/G8PtVIhW40mKjGtg6qCplM0DJHVi15COx/MQZon3/ExFiP1nDr7gF3TuZ8996LHEwqXpieAfCP3/gYi5MpxRcKTB37THkamN72ZMc1smqQ1kWvb91Ei5w1URTRduwv7wFPkPzCmsTtKPmQiLFXpXbRzvD22YpF4zg4mNF45cYkY19hmmWIiVkXjImlkI21oEpwlqDgQ4j56L3HZxXeGHIcE/EUviVzDaapMU1D1jTkU0NpLIrSBs9iseJsWbM6Paf0GaYWJpJxlE2Y+4JTyagB3+mnEv2zwzRkkXyu9eBdpJhunsRUtT8YuklyL3v7gB/BUFjoVrte+n5Db7u3+TigEAmfKvhYjQ8n8WlbJPqSUzo4afP4pF1ZfB5VXgnxr2mJWR8uQSahTztlRHsiHDTmfG7VEtRQkeERjv2cVjMqrSnwTMRxHKYchxmvt9dYhoI65Jz5CafNJGaJiLJ1NJgDajUG7HlBbXplJpa0dfQ3VHUuDXFFgiVGxjruTxuG/r+gxGoqcbq28YYkWcxVrd5jQkAah+YWtQZbRnuEPW2iOlzV0e4igtRt9PlCJLneox3xHXG1uGB1MHGo29qo+KXvpShipa+k1Ouk6PuHGBcfcsUgXXxB0EiioX+Q6s/vqAA//dBATCmkvSVBulGgFrKFRw2Y2mBqQVcZ3ireWO62lpNsir9hsCZwfm+GnGXYVSysZBuwtZItHNL6FBMS+gfgDRV4xHvClZNfVUnFUNbEd5sCioDtvMECrQZWIXD37hkaAm9XDdfmE+4snuPVoylf/eo1CmvIM4PzHvWG6WyONQZLnFY7R5DoaG2bmqZuOD9bcXa24J233uTW27c5vnVM7lpsaAmzfcjmrELGqg78y0+9zd2zFeprFouMwgYObhp+0AsTFqclq5Cz8uBUCBKLKEtSVLvd3CS7nQM3vl8T47UmHKQj0esj1V8QH/q62JHmgW1i42Cvv4rlkKW/8G4aL5L6vLWuxwJVQtMiPsSn2+SnA2KOwyxDJiXxygKmDRR3KySUqYqbQbMYMIAKUlk8sMhLpmXLNG8R0VjURMIG6W1ChlOl8Rkrn3O72eOj07vMTMM/OP0KnFraYLleLPjk5B3+9fJlPnN+k5emJ0xtyxcW1zhpprx1so/3Bpt5grXRgpGOvJvG4axVbcgnguiUbOHIjlfxhpmn4dG6RlfV5rF5dnP/fjChCiRbSucBDAFdLMFEBZ+8iP11sYoFXKYTNM+wJ6t4w2ySchM0jnQ4v/7lJcW3K2kcJ47n/8qwbXXoPJ6z2XqWskAnBf7aHn6WYRcteEXz9XISFHFzpE75ms+XMah3OonnclUlS4sbFeCnHQPPP0aiULNagQbE+5j1wVqKuyuyc4uEKfWhwdYZbgZuL5CfFGQVvH5zhlpldscgPj4/F6fK9HZgershO1lFxVdjKkWadsP6ND4Mv3dcOfmNfLZjgkOVl/59FH2152w+KC4ojfP4ELi7qGhD4M2TBdYob51NOZxkXJ9mBO1C30LMjTcpEOdogid4pXaBunW0refe3VNOT8+5dfeUO/fOOFvUTIJjhqduofYGdYK2UAVoFUoj5FYoLZQmMMFxlDlulo7jysdREIbEfpN0blPQbk4z+OA7/7JZ2yfiMdt8yrtMOX7wSdhUFXoFWDbtDuut0Nsm4HLP8SNHSvUlZnDz6Z6sXcyMIK1PFbQM4mKKKNtEhZWJrBsdBOcsbRbwKhgVgsaAteFRHZacDAiNt7whR5TG8Va1TxMyggr3milnbsLtes7K5dyq9shM4I3zQ5ZNTttaNBhCkHVGI5vKLcf6LKkAh+BmsRKHqbKoAKpGAhxCvNhpHOaOATKjMvTUoSPAISn4qbtKCGibAiqNrL26Lo4P9QEsncKvGhX/po2KIvSKLzDe6J4gLii+RuJ1KcvQaUmYT2JZW2sIB2XML54bRMFWHnEB4wJiJfr70/VLuywvWRZ/0yOp+WAhxN+7iER7XttGsioCmsXz7ZWsUiZ3lbYSbG2wdbwPlHcjIyqOFQlRz8nPlfzcY2of7x3eIy5leRkEUY6B0O8PV0t+h0Li2uqb/nZkcO0vVSAEpfWeyntaH3A+8Ma9M4pzixHhzmKFUfiy5+bsv3iACx7vHY1ryCVnejSnbR1LV1PXjnv3au6dLjg5X/L6629x9+4J//r7Xufe8Sm3b5+zb5RpLpwsA3dXBhYxt3yVFzAN7Bu4vmd5+bCgKKD0FR+dlMwmhmMvaJtxHiBg8KShMtHBbq+9vJL23wBWNJUJF6rW4X1AJEv+5wHRSU8El+i4Fw93+m84106rhWwssPXl/f3JjwVdjlvRtaLWpRNSiYpYYzGAzia4yRTTePKghFxADfUR6wCzIPhVRiNKU2TYvMUSCa5RcGoiGRbFB4MLa8L95uIAHwx1m/VHx3vDd9YfYX9vxY35ki+eHbFqcs5vzSEIZt6iQdDKxmTUAporQcDWA4Kdw+qapSgMEiA/i0PgWuSQ2Xgx7dSFzt814umDKmgM0OxSX2l8ckedQzoPe5FHz15NVPZV1yn9ugp/rVtXjdq2Ooyq79UhZWjoFD4RiQq+SQ8mRU44nOP3JzRHecrUoSxeynFTwU1iMZ7ZLYOtA9nKwzTecjNrMXWLnJzHa8rUIl0qu+0UhyOePgxGfERlnX5slfzeRYEe7EW1A8gWgcN7Dl8Y/MSwum5wc+Hgc4GsCmTnHozgC0O+cOR346gQhmiBquIo4EaKw5H4vi88EeX3wrQ4nr+ZKUHBhUDrlToEWh/wSX40AqqB2+crQLk2ybHimVh4cS/ncD7FZhkiQtCYO7csCxaLlrpacXZ6xr3jM17/4lvcunOXe/dOWCxWtMHRGktTFJyZjFvBQijxOuF8ckSbtbQTj86UYgJlZpngOZIaAb6khD2b8+kqo1a2gtYuHgcBMlH2JjnPH0zwKWjvndMly6bFJ/U7BqZ1lohubfeno52Ce2HOS20Luvv9kPg+iXuuDhQ1PLTR0xu9dinYoGkxVR5zLGZgGiU3gWwVI25NJYQJMFGCCss6R5LH11hPQPrUZ5W3/fvGWVwwrJZlzChhFVQITlBnoDHcW2WcnM4ItY2+Xi+ICnpaAJ1VZbA/An6qhAzavZjiKlsqPofmMENUyULAnNdIGDzkjKnPPjjoRyw6P7CJfRfoSyKTfqMpuLNXfv3AD8oOdWckvleDLbuDdNlmiiISHWviQ/fhFD+1qBHqQ4MvhNVNQyjANDHv+PkrlmxpKE8MttZYrOewjCVrnUeaNtqbuoccIwg2keDxYeepxWDEJ/p9Q7Q6tS7ed5cVJgSKe1n/MGtcwDYGyPDnQnkSg55REBfIFg7T+Bjr0rq15akd2J7Ga8IjwdUHvPUxIpvD/tvEVwO4oKySZaHRgEHBKBZFVXn7dMGqaciA1rUEHzj80ud55WBO28aAqRA8oEwnJVYWVMslJycn3Lp9j89+/jXefvsWd2/fo25bGgm0xlKXE45NTuYtJswIzDiegaqnOTKEsqWcnTE1gSme66yYSks9hRuu4O1mgvb2h8Gwum7xIFEyUa7Ncr7yleusmpZl46ico002jZ7wdst2lSp6z/C78AD3JHpr8saPZ9DI4fSB8ryR9eFxYRhMpOsnbE3fSQpo1LpGRDB5BpkhlDYOM3pDtoh5l90sVn8jC2gQ6qogs4HC+o2MD0GFqs1i1S5gVRe0rSXcLTG14OfxTJqlwbpIXMECOSYFtDVHATVKfmZQA77UaMuw2lsd3CwgQWickK1iZoqQC/WhYFyGOMUsB6ltYD0MLik9EozWh6cR/fnoRi6iXYVg0OD6GyMQM3kAWtWbN7OUyaEnvuM5fvKwNp6vSRkzs+QZfr+kvpH3s1TXDM2hUF+Lit3kHSEUUN1U8lNBraE4VfIF+IlBQoZpPGZhIHn7+2uxSQ/RowD8dKMjwK3rYzXUuZizPShUNVmysYVZFEQskJ2ZmLWo9SCCm+eYNpDdOovX9cwidRMfilZVqu6YgiK9H68LjwBXXt5YRAbBbt3ktT4Zq7wqVetwIdD4gCfQa5gSS0moQC5K6wOvny7xIVA3HmMtr5817E8mZMbgfYO0Nfb8Dndu3eONz7/Fa28d8/qdU86bBp8XzG5eZ6KCFjlFWaDzOefXDtGjQ3w5x0vBvWmOipJbxYvjmhZcE8/NzJG35+R+yZEKElo+YkruaMnntIgt74LWOuKacozNiowf8PI+zx9M+dj1GZ+9fcYb9+poe0jZDjYzAl/ux92pBCfVtlMfN7M7bM7Tt2uL+PYBbppo+FX+3oYEuENICrBzMXdmWUZP1LLCGIMVCEcloZDeZJ0tEzE9zWHqyactCjTeYkSxJuCDoXIZi1XZk9/mvEBWFmkEglC+YzGNkC/iOdUsrl8C2FUMajF1DLZTC5pyDPsCwkTRPER/mIsPLe2eEgoQL9gVFGdx2FR8IEwKxFpMR5baeHMUa9aWkBFPL7q+O7TvwM6sHRertfk1GR5vcFePjSAUg1iDTMpYyEAErMHvl/hJhnioDwz1oWH5stJe8zHeAGiP1qvxU6HdN5T3DMWxMLmnZFWgPSyxhSWvGjAG01Xwa12//VH9/QCgy8iSYnVkINxwtkDyHON8VIatiV7KEO18WEOxbGIswGIVlxNJ9qh67fnvKrqNo36PBE+gyEVn8t34A4CqoKr4oNTO41Rx6iN57JftCHBUH4MGjldNsoYq00nBWRt48SjaEtrVAlMvyO+9wcmdY+7ceofbd864c3dB5QM+zykPCjAWM5th8oIwnVAdHOD3DmisxYlhUZYocFcCBsdrQWhwZMZxFBZM24YpFq+B69S0Yjf2TqXLpRsvYlaEaW75+I09ru2VXJvlfB5Y1C2t87FK3YY7+EG4/7wXht/jAV8vukvl3Vjv+u3FoLjHiG0CrFFFw/v1I5Mq1A0UOSaPCqmmYSYJscSkrQS7NPhMsXux/c4bgo3Bb14F5w2uzegOvaws2XlUcAlQnAi2itG4IY+VuSJZhXypmHS/8qXQ7hMvgp6Y3gzAKmQabRwqhGlArWDmkiJ9Y9CDhBQpbqMCgLPr/Tcm3hA7L/SIpxfDnIJ9Kiuzfu9Cr/JeuuyIJ4culVUKbCOPlbswBj/N8EW0RfhSaI6gueHJr1X49Hvd26uizeo8PlD7A6hMiRohXxLLsk8tKpAVeQpwTUVSWrfZlnGU5+lFZzH0HkQRbLx2a4iDdKlqp0CfCYK6idOmk94qgXMbWV20aaFt4/chrEeDBtsc8d5x9anOeiILoLFyFwYfIpFdJtWz0UAgEDZSC4SUiitedIyQlMvAyrW8uVDOvvAO0zfuMCsnTIzwspyRrU6RNz/F6fGSW2+fclrssyj24JWXKPMitkEManNCZqmLktZaxBpct9WkkK6C8FZjOWsnvFw6brUNH9M9biBkZ6fglhhbYkUpmdJicSEj7Q25CJPc8sM/8SI39wo+cVRwvKj5x991m9dPa07OaupWcUH6zBfd8Xqo/r5FXLviFd3njXl0MHnb6tD9oC/YHa6Y/PZtSd7fRGrV+3U6sC6VVJ4RCotdOkwbcJM4zNQcSkx9thJCYWjqDGMCmQkosehF1Wa4EFOTtVUGpzn5qSE7l0igHUxvaSqfDPkCZrd8Un4VNzWojYqOWqXyBjdJJZYzRfN0IoJAEWLKv2W8Sbq9qBDbSjDeorakvFMjVbv2GU4c2rSbKa9gvCl+ELDxYOkHdh69+HnE0wGJ1xop8vj78z4SkYM5fr9k8VJByAQVWL4gLD/qkJlDBD76wl1uTBZ8zbXPcu4n/PPjV7m1nHP73j7uRstyz4BmlPcMB685bJsefoxBJpOU/7cdA98+oOhsCbpK/n5jUv9JgayS1F8x61SWdb32+ceCBHE9g1GhdVnz8TrxKPBEilykU7xx3/ZB8RqLWfhEfHed4sjTOr9wZIeGuOzKeVrnOAUmWcNUlJk5JVueEG7f4eys5t55TXV0QJOV6HwPyglGBBVBxaLWEvI8Bsqp4omqXUdCvUZvaK0ZhVEmJuPQ5EwomHtFncdIi5UWazweSamqYoDVrMjZm+S8eDjl+jSnEEdoW45Pl6xWjtDGHH5mKzHa1sFL74cfthVfvTQnbzd5w+5wYX3bm3kKfnB9UvH0NwTUByTrKm2lfuEjWTZOey9uJKkSSx0HIQSDTy8RJQSTclAr6g22FkwTC2XYGkwb06gZr4RMsI2Sn7mYlgxQk+NLsOl70ygmk1Sxe+vc2GQfkahqq9VY7MIIPo9lj1UkjnYaiYTfWMSm/K+j4vvBxvbvbLyZPV1ItrQ+4M0M5AMrhMzgcyHk4AvB7Sn2oCHLPFkWeGV+wkend/mK8k2WoeR8rwSe52QxRQEvNpY6L+JvXrsSuZJepiNMIdpkRv77gYMGRfCxqEk3zSfbg0h8oLKA02jl6wrapJz2HfG9kPJuvFY8MjwB8qtJ/Y0R9S5Ea8OqdTgfcBroMvXCcMR7LVOG5HFVsRgUK9EXGdZbYC8smWuLWb1DOD9lefuYhZ2zuPkq7dFzuL1r+OkEzWwfNtZnZwjRY6wKRtLU7sLUNUqFOz7jbCVMJzOyzKCTBmMbpvWKqRiyQmlUadUxyQ1lkfMjPvkKLx/tcXNi0Lbmc59/nVXtuIbHE/ASFclKlUWQ/rn/Iv/c/aMQ1Utp6oZyu+XxXR9m3Zw/zaNb05/Ub7Cvqd5VVgrrXKmyqrGquGsz/CyLXtxGKY4FtxcDT8IkkGUB74Uq5H16M4AQhKbKkaUlPzcpoC3aHPJV9OMap0xvNUgbMKv10OSk9oTM0BwVaA6aklFk56ThDoPfC1D6qP4COg3QGLJ7hmyZPL+quIkQSoupLFLHfifWxAwTsBn0Nl4MR4x4dNiOMfA+lqs+2IeyQIt4yyxPA6vrhsVHFP/Rih/+sS9gUDLj+bk3/ymvZMcchykHpuIXX/9HfPvsY/y97Cv57tsvcFzPsTXYSlk+Z8nnhuy8xASFs0X8vU8nQLUe6Rl/508/tkZyeuVeB8HKPoCRjXy9wDoDTDrfF9Ibdusf8cjwBDy/8U9IvMsFpQ0BF6LiG4O8EkG+zOraqWYMlOA0s0XJCcy0Zh5qymaBcw2VndAUM9xsD1dO8UVBsFFh6zbTked+szKocrbdFomljGsVToPlbsiZSU5hlUw8EyMcZDFit/GGw2nJ4bzgcFYyLXJq19DWLad1S9MEfFBEAwWBCQEjgRZDq4LbPhCX/Ag6FXLT33sfMszAVrE1/TLfbyS+ujHtSaInwVlMN4TGvtOLrQrGK+K7jhdJrmBiTl9vemtN21q0shgnfZCicZDVSraK6WiMU8zKxepzgyEpqRTJDKbNsJmJpZUFKEA8mEYIbYz47quEdN5iL/EBw4K0cZtqBC0tLNJFsTu3Eh/VRkVoxIjHjE6BDSGN0GxVbFPQDMQoLhien5xzPV9wYCom4rlhlgDkEriRnfPq7B5fKK9xmk3jtWEwuKdZHAoXa+Lv2g8D3vxob/oAoyOyYhLDGOSQ7/3/1kYFuPf0bo3ujef+keOJ2B7A4FVpg6dynsb7lN0gUTXZVVRhHUHZKZddErEgsT66EWEqgbl4XnKnHLoFk9UtTr3l+PpHWRR7LKfXCNMJoSzWa+5l1Xg16nTgjW0PPnXfhKRgv+ZyjoOhlCnXrGVaOowt+Io9w+1gsU3BV714g48/f0hZ5GgIfP72Gauq4nSlqFO09QTvmaqjoCXggZwKw2nI+6wRF5B+FKbj6N0xZDc97VXfXZkjdPC3U31hoBgP1OAnhA3Pr7Uxvcxkgk7LNMNg+LCDDgLfVgYvefTn5YG2iT+B4IVQZWT3MlAIpSJnQn6mFGeebBHzMUrr+7K0Gzek5AkvAT/N8bnQ7Bnag1irPT9L6q8XwtSn5OWx5rtxkfjWh8LslpKfeUJhaE2OPbXRK1bXqA9X77ceMeLDBNVkMYpljB8Gfpnx6bs3+fKPvsOP2ftePMJxKPlhpWcZWr6z2WMmNf/X/e/mzeqAk9WEdjIl5MLkridbKWqEUObY2RRZrgjDVIeXBUWOeDoxDHQFCClbQ3cD31UiNbiR8F4xrj7gDcEntbfxSfENIVkZOuWyI5uRkG4LnxtWiKTcCmBU2dOaIyoOwpJpqDnRkhPJWRUzmmJKKEuCsVs+1m67l3e2nusMVVCi+tuoZRngHTPBmZyPXRPmeUk5m3DgLQeN5blSKdTT1EoTAm+fLllWNYulR0P0+FgXsEHJBAzCUQYN0LRKCzSXeG9lczfusw/rGWWb36d16yXEd4MQP6kfpayH/cXa6I/qqi35kALeYpeWFEmvBkIhXaEdxAvSClrbGFSY/LdaWSTZCoyP2SHyhZIv0/dGMI1Hmlit6wL5HSpDquTLgBrBnadUZ0VUfwFULBjFVCZmiNC1yiw+KdUuJcPvSuBmGRLauB0GCsGoCI0Y8eiRUlf1lSWdQxoTgz6Ivnzf6SdeWNU5d9o5d/wer2T3mIjjlm9oFWamZuH3ea25weuLIxanE7JcaefR8yshYGqHaVz83DVh/F1/sLHL2z/I/PJQy4x4bLhi8ht9vrX3tCFQuaj4+l7JBWM2me6l1ocBKTbpZVGuhQUvhlNu+FOMc3yvzrlnpiwmB7hiip/M0D5X3mag1ObaL77bMBBIJPIBoVLwGD4X9jjNlB/0yoy9MkeKOc4pTeM5t8rSNRw3gdPa8dlbpyyqlto5FE+gZYowU+HAwFSEFyeCR1gEWAZouopfKcsF7CC+2rVtjQ0C2y2j9A8YPeEdqr5srKCfLqqg4aGSrz1WJGVGEuGU1hGmBWGWI0GxdUAFQia4Kf2NSgIxF28QNDNoEfuAPc2iam4iSS2OoTxWyuP01J4JUrcxA0MXocvAjjApe+uFKOTnDvGxumWzL9RlTJNmK0EcYGJAnXRd0IOtFdtG0mtXDml9r/5IlsVtNQ1jrscRIx4TutzMIQWc5XksSe1c/Hw4RzSnmQt+GkcKxRmaZcHryyM+Vb7AJ/ffYd+0fKo9IBfHi3bJa+0Nvu30S3jt1jXMOyUhh+YwZo6RAOas2ixqM8T4W392MJLbpwZXSn6VqHo2wdP6QBt87yHtLQ0Mg6+6YYLum821ofEp2WA40IojXXLkF5S+5p3K0ISCe8UB53aKm+7jbdYPT6uSUpxpn0pMNvKJbcvNF/dnnQFCUIVzY7EqvOOniCn40qM5J4uGt6oFx9WCu23FZxeB4zpwVrexihum39UaaEXJjWANtBiMEV6awKlT6pXiENyaAa+PRUJYH5reA3wxtZmuXQ7DdWwT387fG6Laq6nwBnrFw+/DhOHYdRLxQYS0ZhbNDKEwhDzm7w25JDILSBx9SrFn4KIKrI1FQrQlSErrkS1ikJtxMQtDfu4wtUeqNqq+ImgIsYpPVwa1aREfsEVOKDL8XoFpAuWJYLxBArhprPiUrWK7Ym7fmE0iWyrlqWJaJeQGu1Ck9kjVQNuibRurg6ky5vkdMeIK0Km/PkCRI8ZA7TC2ZXq3QIKl3YvXGTkKvHm2z7f4TwJwMz/j3E8oTctz2Rnfsfgo/+b4eYIKfs8zeSsjP4N85TFNQCd5vL4sVheCoWJbRtI0YsSjxBWTX/qqbS4EXPB0ftpIQIc+TdmwN6yNELqxQkHIEOba8pyeM3cVmW+4VRsWIeNsvkdVTHHlLK4nZSqQoclhSGx3DCPLlpLaV2tKEmvQmAt4pZZMDXe1ZN+UXNub0bhI+E9XLbeWgddOAndrxfmYocKaTrcWmqQB74tQCrTp7408YIFbEpVGp5KeC6TPVLE+JGui2z9IaJwuQ/I7PCmXKL6a5tVEfOnJr3/yF+OO+HbvTSwXGazgC0PIJebhNPSe2pjqTNEQ3wNYD+Ji1bZOhc0W0bZgPGgGpvbYRR2Jr0tRZkH7YVEE1PlYoWdVY1Tx8xzjA/m5IsGmBoAzsvGEZ1wkvvlCyc/juoON7ZSUW7QnvsMAuy7g7UmfhxEjniV0Q9MdQiTAIkUsdOE9pm4pThxqhWppafcFMYGz8ynnywnfnn2UG+Wiz/7wTn7A9509z63jPTQIlIFsBeU9xVaK8QEtMqT1aF3Hh+q+PeMD7ogRjwNXS35VqZ2jcW2f7UFkzQS6dx3VXZM3uWASNwiz3HKQwUenHs4bOFlx2ignLuNWecTSlpxNj3A2j1S332Zcp+nV484PkFY+IMAdedzwGQ9IZFeRDuDa3j7XZiX782tQZHy6ynmnKfmCn/E9iwWfv1dzHtP4RvEO6KwXojHtnyAsnNIKFBamBvZMoBD4xBxuNcKbTcxrrMM2hkH7+j+bOYovCOg7Mjp0AW2R8K7VXg2D0oqXDc89TiS/r2RZJLo+IBKgNGieEfZKMEK28viJJeSCm0S/ry+j/UBaMCrJvhEJcLaIBJQUEFecR8UXwFaBbOmxZzVS1b3/VpumT4GEDYjEuu4YC6sKaR2ZMWhp8bOCLKk7tsnwpRAsMafvBMTB5CQgPga95AuHqTzmdIXUTex4xqK+Hij4g0o/I0aMeDwQs7YaWRt/f9MSzS2+NIhX5m8GxBlWfkZ7zWPmLd/1mVcQo9y8eYYRZdnkeJ9G+I4LimPD5LbG370L8dqzapEqVv3SzucfRm//iBGPC1dMfoke36F3tSO+0gWcdZ9lTdZEY6RkIsqCYo2wX1qOcuW5iWdVKecaqIKhCYbzbEqVT2nycpBoWtdmAdnhZBikkxpMXP/ZmtxlTrAS7Ql7kykH0wlFOSFYw+0abtdwpxHu1MqdOqSqbbKTTItGDbhVCCgrH4/BBMWKcJgLqwATJzRBcaQsD0nZ7Xy8nZ1hHdQnF/d1e5c65XdIfNPfnvB2PuknmeosJQmPbQ6JHJqNYDME1ESxtfuLJGXXxwenoeVAXPzetlHx7XbNNAFbOaR1iEtqd1KC1K8fAlS6vMMBddFuIlWNaEEos6g4C9Hn2xo0i+S3DRKD61ad8Tdtc9lElblLfN7t15N46Bgx4sOMELP/iPfgzQYBNS5eL4pTIZRCyA3eZJhFDMI9mUxRhfasBKuYwmMXhuJEyFYBW4dYztyH+FtvXRpGHFxvR+V3xIjHgislv0GVqnW9v1aEjSGmvsgEA1I2/D6Ruf3CcG2a87Vf/jxF8ITFGXddy3LpOM4t94JlVexFjy9mq9KZDl7D6Qy2o3REea0Ab7ZDO+ka+PjNI5472OPVa0fsTwr29gpWbcO/fu0Wr98753vfOqYNHfGNave2ZzZ+NgiGrszHnTqwMJBNM/Yy4cbUMpkKL6jhrUXLceVo2vgwUbn4QOHTQ8N69G7dcukfJNZBbokrJksDMfNEYKD4+v7MxEDBRIavivtuByOGAHkeFeAu2M157KLBHUxwezntzOAmgmmIiqqN2R40SxkV6jXpFVUkxAITWaWUd9veK21PG8yiWuf5rJtUf71dE99hyUlrkbKIdoSzBVI1ZCEOaYYyAxFMG1JJbyiOiV7k3GArT7ZoMYsaWdX9+nSxTGpQGjLoVN/xpjhixOOBKhBivQIjUfW1FsQg6Xc9EcHtFdQ3CyYngfIMyruGdp5TPa/4UnFvzjCVcPBmqgZXwvS2MrkXq0+qCPlpjVk2cHq+9vqqxrSGfc7XUfEdMeJR4wmkOhv6bWVrukbLwyWpBGI1N2VulH0bmBvFoixUaCVjaUtWmlEFgzNZn/93c+u6udXuw8NcYDrvLIIRoSwypnnGcwcznj+YcTgvmeQZi9Zzumx463TFnUXNonEbFtVt4jhMQbbelNBqVCerIBTB4DHkJr6WWawotvKBRqGVmIVHLq5+c92dXSIp19Ir2Othts7m0Acjdg8LXaaHq7wYDzx4XY7fjfyX3Txhq12ayH6IJNdAH2Rm2jTNJfuDh6xSbBVierGgiA+YOgW49dtItdbDIOCvq8eOj13JhyjHa1SkaR0isb8AaLB9E8WHlOrIxjRqq079SSnO/Hp7bNscxhviiBGPD4kARzMavQobC3g5ZNVgrWDqnO4+kpUxxiA7F0wbf++mhmylUEFYCuVJzOMNRF9/5aLqmx5utRvhGR9uR4x4rHgCFd4SkZFN4tv/lc1p6/fKgQnMjOdLipZDU1PfFpwajlvDG23OZ+SApRWalA0glvodZHS4oPreD1vKbPocvJJbYVbkfPLFa3zVqzc5nJXM8oI8y6hd4Fs/9Sa3Ts/53rduRQHPrOl+lzXswjZ0oDRLDIBr1eJVuVVDpUJZ5hzkwjUjvFJk3ATu+ZYlHueFmni51q69HRnulNrO0tBbG7oGhT6jQ7wA05NgUrnpfgiuz/7wEIfwEUJMzKrQ+eEkz9Y3CNUYbNZGb22+CBgv1AfRWJ0vFLVgSkn5cyEl2aA8iWnRyrsxWwOAqRzmfIWsarSq+m3oaisd0SAADZ9GA0KICvB0EtvpAyxWyGlAZhO0yMFG/545r2JVuiKP7a+bfnVaN9A2aNMMUtWNqu+IEVcG1X7EJVDF1IrTSQxaOz7FViXT1hNmBW6WY3zMHHP42dDHDYRMaPZizvDprYb8vI1Kb/LwmnunUfEVA4QY4Oo2g1tHjBjx6PHQ5FdELPBPgddV9aeLyJcAfxa4AXw78ItVtbnfOgYrYyiC7lIrO7IpKLlAJrBvlbmBvTyjtELVBhZeeatW7jWBSqXT3zbW1K1Ptonvpaqv9v+vPbFR8Z3mGfuTgo/c2Ocj1+fcmGfkRjFa8/bJktOq5e2Tc06WVSSQ0Kt+w3VvHI7Bd8N0ax3paXxg1cJp3YI3ZN7gqpbQtBjvyYIyTfllm5CsFZ3VI5HeLlUZG0FsJCIckI78DkReSMpv5/FNaupuB3Hal0fZT4ZHLWgsD9mpvUHX6qg1vRdYNAWs1TFvbsik72A2KMZFb68aUBl473wMPtlQfLthyG47XVu2glF6RVoDqhL9gS6mJRM7UHo7u0Rf+SckH3KIWSTadv1dF/iyPgCbf58BPK6+MuLZwlPRT4KiziHOxYujsdC0mPMK8Yp4xZcG4wzZKiCdG8oSpy1DJL5Vyt/dB7Ul4cG5dbDbiPeMp6KvjPhA4N0ov/8J8N3AQfr8u4Dfq6p/VkT+EPDLgf/3A9cim9RJ0gixpO8i1lqwokyMcGCF562yb5WjaUlmDCd14FYD//LM0QShToFFawV1uOEB8b2Uu63NGL3altoUgpIZ4dq05CM39vnRX/kR5jns5cqiqlhWDf/iC3d566Tm9TsLfAhkElOSqfRs8rJNDjIxrJ3PnXd31Qa89+Adi8yyyi3FcoltGoIlBsMVhjwIiyYuFHSwzZAUQ9dGQu5duu5qfCUrw5rYJo9GR5zTsTNpnvtwX3hU/WTjGMUhSA0GyaOqrz4+5mhIBTcy258rW3tMG4cgQy40c4PxkK+iImPq6AMGKE5aTJuGIX3AnCyRukVXq37bXXaH+FFjwNtAgVVP9AMaQVsHRtBVIr6tizlCyzIqx95HAm8EiiIpyqs+iK7LX6xNu6H+9Nt7tuwOj76vjHgW8cT7iXqPqKBVHUd2ZrOY3vDkFFnm2NOc2XJOmOaxeE43wqnKxIVYGXK15lyyrCLZhfjQXNeo9+vffFfS+Nn6vV8FnnhfGfHBgHmYmUTkI8BPA/7n9FmAHw/8xTTLHwd+1kOta9e0RLqknyOqn7nAYSZcyyzXsgwQll54e6V8cal8egFvrKANgle5oEiu9dveCDAQQndfVLbb51UJCoezCS8e7fEDP/4SX/bSDfYzoVCH1ivOTxbcvXuG1DWltsyLwDTXmFUgst/de66DN5t21TVVl2gRCUDlA0vnOWsDC7Gsspw2CMFDpoZChIkoGZoIb0C9J7SO0La4psE3NaGJqrG2LepacG0idOuANgkB0fii8/2mjAXrJ4ytY/cI+8lOJHvG8NyJSFRO6gapW8zKIU5jlbcqkC0DxXl8ZauAiTWiyVY+VmFzMc2YWTaYZdMXlQCi8tu6npjGDA+623qwI/2Yeh9tC3UT7ROdmuyiz0+rZKto14qPdinUOntFl0/4GVJ84Qr6yohnAk9FP+keckMKRHMO6hraZp35hUhozfECe1ZjF+l1VmOOF1Ehdh5p2rWdqq7jq3vQHV4/RuL7rvFU9JURHxg8rPL7jcBvBPbT5xvAsap22bi/CLyya0ER+RXArwCw8737bmRbVcwF9q1wmBmOsoyzumUZAouV0mjg9QocscSw9mplSk3TxUIx9PtuYRBodpmYGTRmZziclTx3MOcHfuxF5rkw0xptPb6uOD9dcO9kBU1DGTzzItA4WDoASdc07Xn9pqH58gtc/40IHqh8Z+rwBDGUeUHhAkYDFiEHJqIxTVoI0esblODixdXXTRpqX/uPY+qyAGK3SO1ahZckQYuYPoPEJfhGHkE/mTC79JhEApxObkfEQ4ikVSQGtiUbRFZ5VCTaIELM6hDV4JhdwVRttEuoIquYXkyram078cmD58OmB+8C8e3O1JYtA9CuIIj3dGnZ+qTMLgW3dUF9xqxvpslKsbndZ+pm+I087r4y4lnAN/Ik+0k/Apg+JgU41DWSSqx38+kyjuDI3jyORAHiPHq+QK1F8jwWrHEuKsgbMQN+kN1hJL7vEd/IeE0Z8ZB4IPkVkZ8OvKOq3y4iX/tuN6Cq3wR8E0Bx87lLf9FrTtXptQGP4FQ4do6F86yC4EJGFSxeoSUJldKtI5pSt2uePaCFu9qMaiSRN2YF+5OcH/zSPtfnEya0SONZ1Quq5ZLl+TmLZYtX5aVZgVelPPcs8LxjW+pgaUOW/KisA98ua4JsvddE4BUChtpD8J5gDY0Ic1uQA7kTjAYK7/E+MAuOynkaFwhtQ+h8pV2mh7RhkVhauue9wW+0SVKwYAzZi6TNw4WL86PsJwdy/dKT1nl/tfPeWQtZhuR5VFWcj3y+tGgeb0DZefTZhtwk37Jizpu+VDGqyPlyrXx3BDQR3wt+2/vdmFJEeF8F0Mjmja0rzby57+sPaV5R2VSYn6Gb4VX1lREfbDxV/aT7HYqJv0/8OsDV+6gCdw+8Z+e9BavfqPfxmtVGb+86VWKXRWIMcHs/eKr6yogPBB5G+f3RwP9dRH4qMCF6aX4fcCQiWXqq+gjw+vtrSudzFTr6GlRxqrQp72yLwWFYeklJaLon5cjcdpkeYPDw3pPrbW/xYKnBk75B2J/k3JwVvLBfcDTNkOBwrsUtVywWK87PKyoX8AHmZawkd2AFsXAiHt8XZBhseR1F92BuvnV0nEafriEGbZXGYBCKEDCq2KDkIZCrp0mpsoKLXjIJurnJ1A4zeHjQtS9ko61K8mdrLMCxwzZyNf1Ek/c3lmiLtgQRyPNUetgjmUVC1he9M6sWNQZDDi4gbcysIG0i0EGjIjNMX7ZL8YUHk9AdKnAkvmk9nkjYjexIX7bO5qDDzT5DxDfhiq4pIz7geHr6ydbvWr3vH3D7kZ2uAM/wmmEMUuR9wFz/QD0Mkh3z+T4KPD19ZcQHAg8kv6r6m4HfDJCeqH6Dqn6diPwF4OcSIyl/CfDXHmaDqrqpfEmn2KaPsiafNYa3ncUSsKp4IKRUBsNqx11aL72Q0mx7413k/+C77hqk2nuBQwi8cBhz937i+oxr0wzfNNyuaxbNGa5pqM/O4rC1d5w5ZRXg89Hly8t54EBhZaDEY7TmPAiVxmF5GTRvbcvod6Ynll0+3r69GgfMPaCupUHZywPGKHOJx6fFYDUgvo0FKkJgieLEkFmf9tf0q+2DA7tj4F3vMw1oCihLhTNSRojoltgc+n/U/eTiudt4glkfny4YzQewJqYjOl+CMdhlKoVc5oj3yLmPeXeTRQKIwWzdMOQwQLDL9AAPr74Ov++C9HYIOho5ep8lYmO487L1PUN47H1lxDOBp7KfpN/1+nMAH4OHpXuo7dAFt7ZtnyFm+N2zOrLzJPBU9pURTzUeKuDtEvwm4NeLyKeI3pr/5b2tRgd/O32zU4ChVaXVWPLXEbMY9ORwsPTmenZfS7RTNjcm6gb5s0aYFRmH04KbexMOJjmzIubvPV21vH264p2zijvLmrO6pXaexnka5zirHae1o3axjTMrTI0yMYFcolpL1/7+1b1d59/t2jLMtNCTTo37EYhZGgppmJiauW2YmZYJnoJABuQisSiGNeSZUORCmQtlaSmLjDy3ZNZgbbQD9AEdKepYXVSNg3OELhWP88k+8dAn+BH1k93osy84BykoTd16iJHWxfY6j9QtUg+CzrpXCmojdPse1ZiNALb3cnMaZtzYmB56xedSn9+H82b4WPvKiGcGT7af6Po32/+GO+tCF7iWyK3216aUyWHw2+9/8x/O3/pVYbymjNiJd1XkQlX/PvD30/vPAF/9XjYa1V/6YaO+IEPKbBAhGFUyfK949oRL6H29QwIsOhzCv8/2tz+HTvFVrs9KvuLFa7x4NOfFgxnBNbTO8dl7NXeXDd97Z0VO4EYBR5lwIzMEjZYC5zxtED7lYD8XPjnLmftAVjuMeqzCmbe0KlhdK96K9r7ldIAGDV2rv10FPAQyUUoJvDI757ms4UUNNM7yBT/hRC0uy/HWIhjmpkHEUWYOYw35ZJ+mVRZLh3ce33pO7y2oVw0a6kQCXb/djoObYSPvF6j3iPrJJSunLz2qEksAq0JVQx7z64o1cXo3/FjVadE4ZCnW9AEnG/67HWnMHrSvD9/mXdN3ycIfrhvhY+0rI54ZPHX9pL9G+/VoVG9XGqQrgw2iqyqby4945Hjq+sqIpxJXX+Gtx0XFVwfkqvObSioUoboue6xcTJrQr1UH16KLI+Vb867XkFvD/iyqvdfnJfPcYkU5axznVcOdZcvxqqVxAS/KuVdyUaYSiXxmhFIURGkUVh4WIZL2eWZpNBBQmhCZfNCYoULSg8DGvmzkO5b+eEj/nVCIMDUws8rUBGxVY71hEoRacyYYvIn2hqywGCtMCsEYA3lGZsCQEZoabwLeKmKUqom2D7qqcKkZMWXb+oHj3Ui/jxwdAe68v93kLvcvsd/QF5hI+5OmqZoN4jssVTwORY4YMeJdYfumMyDDO+cdMWLEE8eVk19NGQYirVsP80fFV3tPcPqY1M5u2fUFRgfRWJtUsWOSen/5l2gTRSFDmJcFP+TV5zia5Ty/XyIEnKt57d45b59WfPrOglXrMSJ4lDtNwHnF+8DNwrJXCNdCS+UDb7bCGfD5KnA9N7w8M+S1Y9J4FOXcw2kbbR22413DHUmWj04FH4jkcZoIc+M5MsKhgX0N+PNT8IY9AkpJYwxWIDfCbF6QF4bZJAaHLXwOpeXaPIfqFK1q8nPltPW8cxZonCLZ+oGks6F0Q3SdP/qJoiPArlNz7XpoUSLplzzbuCl1BSikU4XDeqhA2+Txfcby6Y4YMeIKsG1ZEhmJ7ogRTzGegPKbPE6XXBs2sghoJHtded01DR7koN0iwFsJZuJyGr8ZPpyrKrkxZMbwwsGMo1nBjf2SaW4QCdxb1hwvKt48WXJn0eA1pLRgneosNEE5aYWpFTIjiDEUwF6IWSoWLlAY4TwY8iLnRplRL1psq7SqsTBHrwAHlFQRjjWt74lvCubTdPwar5wH5XjlQT126fGtY+nO0LzlaCrAJB5DZwliaLMsttspmThK8WS+IvMrnK2YFg2rQlgaS5WOU0zxQO++eKrQ32QCdKnBAEmC7870QUHRMCC63SyP0uYwYsSIDzfGa8iIEU81rpj8rknstijbKb7bKbQ68qsasw70wu6gnpsMXgz+rtMZrD9C9GCFoFENLXI++cIhR7OC5w+mgCf4htvnSz71zhlvndYsGoeRWEa415dVaIJQKcxzIbfC3BoKA4fBs/TwtlMyCyfB8NzMcm1iqcM5mWmpPDQBnNrYHpU+k8P2wRlmRotkPrDyAafKrSZQe09+5giNo14s2dtvuDmJanIIhqaN+YcbW+CBug0Y8RSmZdYumLglRbaiKh3HkynSWCqXvLSk3MAhWjq0D8J7StBZMbbLgorZyK8rRvrvhtNGm8OIESNGjBjx4cLVK7/akahhcFv31SYB7t6LRK9q7zWVoS46JL4XfcTb61dVJllGaS2vXt/ncFby0uGUaW5BPXcXFZ+9dczbZxXvnFW0XiPplU1S3VksjAjHrVIFeKkQJsZQZIBRrgsEr7x51qZgPphmQiGWaZ7j1FKFjFXjuLdYUWsspwygoqCScutq9AaH9PCginMODY43W8NJyLkhJdZaKFtaY1g0nnLiuZk73nGO1hmcxmCwoyJDWke1WFC4JcYtORTPfqEclgFv4F5jIAgSMiREf0gIYeeDy1OFlAd4Lel2k3U9rS9XakbiO2LEiBEjRnzI8GRsD927Db/vjjl1nRN4c561/eGi4jsIoEv/bS6qFNawN8l5/nDKjb0ph9MCa6BtW05XDZ+7s+C0ajmrHdaYzeXXzuKYNliFpVdWQTnKBCswM0IpwjwEzp1y0jr2SsMkF/ZEmOZRcfZYlj7nBFguwXWpz1gTsmhtjVYH47W3PYSU1uu4MVTBMpOCwgpZDs5Y6gBTUaaZcqeOKcy8BLJcmE4MHqWqG4JvwDVMMzAZzPPAEkECSBCMHwRvXJDWnyJskNcH+HY37BIj6R0xYsSIESM+TLhS8tuZHhhkbnjgMkMCvLGmLixsc9pFxVdjoH9QZnnGwXzKq9f3eeFgzotHM6aFxXvH8aLmn3/+HU5WDbfPK7wmm4PqxhpF19uQPm1NfN2qAqcGXi4h01hlbSrCNSPcO294Z+H4xFw5KoTrZVxQmgrvWubqiEUzofGaFOBIzkKIyq+mAD1CDNYLQchMhjFQT/bBWEx+gDfQGI/LS8gKWjLUCavVCtsIuSGmkZvMWFUNbVuREZgYyDJLHgzGdF7kWGkvqEesxRoTC188jQS4w8MQ2pH0jhgxYsSIER9KPKFUZ+uQLtgkuDvn3laAL/hOB8FgG9tY234zEcrccjAtuDafcHN/yrTIyIxwsmw5Xta8fbpi2ThqFzCyRdB1Y62xLVvtrEIkirWP2ShylByYGFi5wDLAsoBSIGSKIWC8x4ZADmQoeVfCOPmcN4tikIy8koL2hIAhGIsWBeQFlAeoKCqO1uQEsYSsOzqKD0rbOqwomc3wJkNNRjA+BvSZDGNNrL6bUrfFFzFTQjAbmTZGjBgxYsSIESM+SHiCeX53o/f9skmvdhNkz0UStml58MFTZpYXDyY8vz/jozcOeeFwzrX5lHuLFbfPa77le77AybJh0biYfsx05HKD8e7YUkfCBVRiBgfgjZVnzyivFoHcGuaZoTDCQYC7TeBuA3VdUyLkCk4D88wSfCSnHiCAC7GKW0iFPkg81KhgQsCoIsYguTC9llPmOXmWYUyGZhneBZyPeYnJAnMpCa3n9Kwiyw2Tec68mDGzSikVmXgyPSJrDZP6nFo9tbYYY8iNRVOBIjybRTlGjBgxYsSIESM+IHjqyO8Q2wT48rm2deC14jvJLfMy4/osvm7MMnKjNK7l1tmC22crTlYNy6aNpdeld/QOVt9tQ+7TnjhPQHEKTsGrIQMy9RRYFFgpOGDpAl6EGYaAIGIwFjID+JYgYa0va2pP36SodItAlhnyDPLSkmU5YMEaMAaMRt+ueCyeSRGn5Y0hiOBaxWMIZDhT4CUGhIkGMlUcYKyJVg8FNclNuyOD2IgRI0aMGDFixAcBTx/5TapvLOdLX+ptrfru8vmmT707QAghVm175WjCtVnGl96c8tzehFePMl4/WfGF42P+j+97izdPlggGBIwYumwKF1Ku3bfRHTmOJYgDBqdQBWHiHRNXMzE5uclwIlTA3eDJEG4S/bViDLbIKLIMF86pgsdiiM7bkDI/ROuCJiuCANNJzt7Esrc3wUhGVU1Rom3CIlgRXKgJ6nhpVlKQk80K7pw7PnW7wuaCzUsWeY4zirYrbO2YOoeIQScTvHN41+IQnIB17/HcjhgxYsSIESNGPGFcPfmVi0Ryw86gF4fUBfoIfR0GnG0JtOuXcjApmBYZzx/MuDHLePlgysRAs6w4Plly63hF07iBvDxY2aW4qEUPirL11thIPqHxgglQq+BThgabCmG0IfqClxLIMRSZxRQl5aTkUA1F2bI4OcM7h9GY8m1NsQOQ8gKroQ2GVW2xIvimAgNYEKcQlNJaMmuYZUKeUq4VOUxygxCoW+HMCJVRXIDMGJ4/nNAoLBAaAzWe2htcEKp1suURI0aMGDFixIgPFJ6A8rtFHrdz/aLrEX7ZJpo7VN+BI6CLBwO4uTfh+qzkS/7/7Z1NjCRbdtd/535ERGZWdVf363lv3rxn4+dhBKxsRhYSAnljQMBmzAbhBRohS8PCtswOixVLCwGSV0iDbDQLI2QZLHtlsCxvGY3HGhg8YzNmeCO/N++rP+orPyLi3ntYRGRWVnX1TPXwqqqr+vyk6IyMiMo4mfXv1umT5/7PK3d4MIt85kHD/HjBw4cHfPDhIW8/nNN1SpChBeB512+d5/rlxscytgy0qYxx+bFVIBMKOISVKlngwGcaEfZixE8nhN0dXpvu0PeZtxcrVilx4nx2YvdQcIDQZsH1joNFpJJM1R2jTijeQR4sy+7Phsl1u7HHoyRRmlrYbTyrVpmvlJQV7yAXIQbP63tTcikczVsWK+WoZFZAi+MDdTz3B2YYhmEYhvECcKXJ77Yn7wbdNNo+zebclnPDmYltQ9F2mLgmArtRaILw5t2aBzsTfvjVPUQzX393n/nxkv3Hh0guvLVbo0c9+31mXoZKrSLPDmX8Q54yDt6OdZO1k4FjdHB2ECEo+KEQCyg+D4l+nwudZo5DYtL2TELLdDqDSeD4lfvMFwsOHj4hl0wRN9Z7ZTNmOaeOJImIp9bENB2ifSK3HWV6D+o74Dw4z0IVLZn5smXeFTpVcFBFGSbMFcduHal9YVc6IDHzC2g6CD2P+8JR7yA5HomVfg3DMAzDuHlcS8/v2q5sndsCJ4Xcp75RHxPKdcK5PrndbzD27AowDY47teMTs8irdype3ZtxOF/xrQ+PmB8vmR8s+NROxSenkUerTJcLqzz6NshW1fksW+0VciYLX/cHb8whRMgoSx2KtuKESoVKQfJw0OehhaNQSAjLLlOFHu87JnfuEiYT9vbu4IPn8PHhmDXruOhOEDf8nyDnRBLBa0ekZ5IX5NWS9uAI/ITS7CHiQBytelJW9rtE248L2kSJAVa9oMXRNIFJyEykxUuH+BWNT0zqzHSlPPGOo9YPC/MMwzAMwzBuGNe44E0GX1k9dWj74fRh1THfXCfBymlDNA/iCVKoydQkUtvyB//j//J40fKN954QizJFiG2mL4U7kmiqQl+UZYGlytimsPYUPkls12M2dF1uXie6Wwvj1vtZh67cMnbn5jJ6/qriBZwI0QkkxS8z2WcWKUHO9KlnJUI1aWh2dpBmwu7hkna1YjGfgxRUymbYhmYhi/LRkxWv+J4fqRMlJro6o/kxuuiYMMWHSOdqtBRCu6DKiQfSMQ8TFkxoiyOp8qQXjrOn9QEhoCUz1ZbdUsALd7zwyWZCrCz7NQzDMAzj5nHlye+mx3c9H/h7XQvnrDF7etGZ6lBtBYdoQYqSUma56vjOh0seLzs+mndMvSDRM08FrzATJXpl4sbhFGWo1Oq4km7b8GFT8YVTi+62Dmz9zNoB+OSawuDfGxiqrX7sAXF5cGbIXaHzDkRwcUnWwuTOXWIVqKYNitKtVhQEFcd6+hvjYrrFKjELCamUICBBEFpIEFNBqEiu4LNS5Y6gPTNpSRJZAt47CtAXyChO3eAu4So0FaT01NERvGNS1Thnya9hGIZhGDeP67c6G6uop5zMzia7unXxVrvD8KODT60oUBLzNlN65b+/fYiKY3+V6FUJePqiPOwSyQtLgU9EmDjhhxtlnuFbi0yvQr9ZQHfa13cTmq79FtbhrJPiM4/r8AV6huRZRXGAC57gHNUs4PpMWXYkoNdCEUfsEis+ghho9mb4ykG7IOdMnxNZHXmc2JZy5klfaAFtIw+C8GbjaDxUrlD7jHMdO/0x5IzTFQsiD2XGUjytCK/uBRrneHjY0+bh8wg+Mt2dslzNOZ4fsdPU1HWkj1Nw1y8dwzAMwzCM5+VaMpin3MWeWQD+XouqtloQYOMLnAqsFEouFC20SSmMU+NUSQwVXi+wLEMLwtRDA+wEYVkg5fODetZCuGdat43xndSFZfTphX5sVQ7B4UohiJBKIfWJ1PeoCG65wueI9xVQaILQM0xZ060RyKpKKoWVKo/V4dWx4wN1KVSi7ESICq5LeM3MZBjfXIg4F4jOMa0c0+BYdgHfF56kTBZBJVB8g9aFLkSKD6RQn7/ozzAMwzAM4wXnapNfGVoK1q0B2y28J3nusxNePbNCbl2F9ZI3VdYVQqtuOLteKKeKG6u1ijIvynJMW3cyvNEItXf8xd3Io67w7ePEOMX36fV1MLpLnKS0yOkK8cYGbbRkcJvjY/KLcuSUCqgbj/fQaKHLPbLoSAJ9TogWovfM2qEFYVY5liosemVRMpoyKWdKzmTNLIuy6hxPVoHvHo+fkSpv7FXsRKFqHTMPn9lrSH6H7O8xqwJ3K8/d4Ggc3Kkj867w+J1D+uJoA9T1DtM7exykxKoUYmgoYm0PhmEYhmHcPK7pu+tzpqedWkR2+pqzXsDrequeej4+qlDWDhDrV1+3VgBubGnIMlSIpSjHSWg8NBEmDu6OFeBl0aHHdjvWTbVaNvc7leyylfyut7OOFjBWoWGphShQxUCgIKXQ5ULpEkm6Yd6x8zgZflkZJYnQI2QR0niXcTAxCvQqLIoHzaDweJlpk/BqjEhUJGS8c0QHPnh8rFEySZVlySyKIjGgRWm7BOJwYWwDcUL0GTGrM8MwDMMwbiDX2rj5VMuA6NOLyRgSxbOJ5TDnbEg8RdcdugXVMeUUZW2Btkk6dai+ZoaFbfOitAKxgx0Pb0Zlx8MbtfBRp/RZScKYTJ/c/GQmxmlT4JMYT7J4YWit2HaJUJWhZYHCgWamzjOZVHgnqAjSJ/ouscqJFASlwjmhcg7JioijOAdFKc7R6zBSWVHECTkLiyJoViiZ7rBnEuHVN3aIDfi4JDphJhmNEaodUpqTcs8HbccygZtW5DZxeLCkyZCdhwpicMziCi8FwzAMwzCMm8Y1uD2cLFU7nePqmcfx2Vbie+p1zl47jv9dtzYM1ygexQk4lKKFVBRxY38ww3CLY4aK6qRVKoGZhz4OsR4kaAuk9d3OZOzrVowTW7STYRdDhRfyOKJNVTcbY5yqQwJ+LDDxwqRpyGWJ9orvM5KFRcwkJzhXKCo4FWoR8J6UHYzT4gpQNlPgxoqzDMl+l2G56mgpuDiMQG6lkLtElh5JSsnKSh29gPiAj8KkGfqDU9sRncd7oW0LxXJfwzAMwzBuIFec/A4DGoaq7JAAyzmVXjjtn3vmxNZrbR0ej63Tz/ViMy9DAhxESQVyGRJfcUNCm1COi9IrxBb2gnC/cYhAdJCKUIpQZLAr29xMtmPUseK8TnzzeFg2sWwS3lJO9S6vO5GPpFDFmirU9G2H9pm+z2SBRZfI3hG94MThxFE5hxfovAdVehFUFC3lxD1DBBEhqwxexm3HioyfLIehF5LpJdOTKGlIaNuxnYLg8ThCDTklUtsTK8UVPyS/z/r9GIZhGIZhvMBcfeX3vAPn5FHb1d7zKr9nS7DrKus6pdxxmcbBpxpl4mEvKstO2V8WnmThqMB+9vQ4QiNDa61TfBOIexWvpJ4Hqcc5x34L+3lwiVjkvB4wzMa/YZ3kjkvaZFMB3gp17f+rerI/ni4oLcpR7lGUuvY0oaY/KEgu5LbQe+WoclSi1KKIc3gRps4Tg6Cx0Ls8OF2UoYqruMETWBURJWuhK7DfQpsXpNU7rJp7LJt7VNMpvoo0Lg490cXhXE/VryiSKNKz6CPLHEjBUYq5PRiGYRiGcfO4lraHddFwe//k/PlJ1bk58uaFtk6Ok9+mTtn1yqdq2A3wibpwHJSHKL4dvMaWCuCooqfyw9qy0ATitKLplbrPHLRCzrAa77Vk6EvW0W1CN8/ZdHK4TbY7tkSonLREbL2Jkw5hJamy0owUqLzH+4B3QsmQ+0JWofWCuKGK7UVwDH3ADqENfmjl8JlMoRQF54b/EBQFKSQV+gLLLPRdQhcLkla01Phpg/OOEDwALikhK4304IZtlYWUhIR76vdmGIZhGIZxE7i2BW8nDgnjH/o9Wh3OcvayrZwykIiS+dGm8HoDf+s1mDqQMrQw9Hc9f7LwvL3yPHaR1geqV3YJITD1FY2Hu1HhuKUctez4Jc4nCsKiDHdpizJPgxWZ10zBDwvO1gvi1A8prZRNgdqJDNMuzuT22wPvMspCM16UGqHerYl94fhgSekh50LrhRyESVAq76hcIDpBYk3nCyLCqu9JuR0WzwE4IeP4bhdZ4XkrgnOJqXj64Gh9Bg/FO8QJoqApU9oV5egRsfTU2rHnd6lkwqNu+r0tmA3DMAzDMF5QLmTWKiJ7IvKbIvInIvJNEfnrInJfRH5PRL41Pt676E1l7QF23okzld/tS7/fF+2KEAQqUfZi4ZWYuecTe65nRs+uJO76zIOofLKG12rh1cZxt47caWp2ZxOmTU0IAcWTi0OK4HX05BWYBM8kOCrvCE42IW+2dV/zem/su2Vr/1mbAlmVrhRaLagXJAjeyfCLSoWSCykX8rihw8S46Nyw+WFynHMOcTCu9gMnrNSxLI7jElm5CpoGiRXiPcjYIsE4OKOUwT+47yhdS2lXhNTR0FOVfMYA7nJ0YtxeTCvGRTGtGBfBdGI8DxedVPArwO+q6l8Gfgz4JvBLwO+r6meA3x+ffx+2emE3udPgyatbGbFwOuk998d17HoYd1SFgmcaPA9qx6d3lLemifnBIU8eH3C0v8/+/j4fPdnnFZ3z2WnLX6kTnw6Zu21gp4vcixNmvqIkWK569o+XHC1aFsse32VmGV6f1nxqZ8Kbu1PuTmoIAfEe7zzOOZwXnBs2j8eLHxapufVxN27D8yHxHd/raFdxnBJP+o4j7Vm5wvROzWQS8auCLjP9KrNsE/O2p+t7Sk5UCI1zTENgWlVMJjUhBvBAAPWQg+dIIl87nvEtvcf8wZt0915Dd+6jYYKqp5QlOR/T9S1t1zFvW/YP53z4/j6yOGavLHjgVgTOtXv4mHRivASYVoyLYloxLoLpxLgw3zf5FZG7wE8Cvwqgqp2q7gOfA740XvYl4Kef79Z6an97ZoI+szR8Yg+2zoTXBmfCOMVNx/YG9ST1tMXTZqHtM6s+s+gTy7Zn1Xaslh3toiN1iZwyqoOjr3eBECKhrqjqmqquhz5ezTgtVBR2vbDrYeagESXI4NpQYLT/Hd6DIifvZ+NssW3rppuWD1VFi1KKkrOyyplVyRQviBdC9PjR67ekQkpDFTjlwUFCGCrAlfdUwRODJ3iPOA/egXdk75njOcyeR53jMDmW6klaUHpSHrauX9LnlqTjpDtRvCZi6dhxPf6p9o3L0olx2zCtGBfFtGJcBNOJ8bxcpOf3LeAj4D+IyI8BXwV+EXhNVd8br3kfeO28HxaRLwBfAPA7s5MJaYDo4JvAOKABOOfLdM7myVu7Q8IpUnA6uCy0vXKQHY9STe0raoVQVuhqyUqFI83kpZJp+WDVs6CmfW2PUGDW10TvqeIEdoXgK5q6pW97Vh9+QEoJ+mFB2isxMAswicphn1lmpdWKjCNysgZvnZo78nCsnHaCkHXyWwpa1i0Hw+NBykQR6soRo2O2W9OtEu2ipy9K7wvOCak4nHc455mEiHMOdYLzGZ8Ly5zIpaDekUQ48o5VDwcPE3UdqBrHg3qFaCb1S3LXs1zM8V1Hgwy9xXWgko4mF3ZjpHp6yMXHppOG6XmXGLcH04pxUX5grZhOXirs3xTjubhI8huAzwK/oKpfFpFf4cxXB6qq8ox5t6r6ReCLAPUnHiibSuiwEkzXDQ66nUydePmeeq4n53XrfNnqtM0CncL/OSo8WSoLB41EZtUd+gzLJCwSLBO01YQUGqSukBhIqVA7z906ogJaBY4cLJfw5LBGk0emU4ITkMJMeya5UKeeOYUoSsLjQk1RYdkrCaUfq7pZy2iDdurNbHyA1722wz6gQlbluO+o8dzxARcdVRXQksm5kPIwKS7mQgCiDhZojQ9kFZRMBpJTincw9hYnFE2ZRKbNHaRC5Qs5KSVBvwqErEyouVvBbg3VjqduPK4Z+4kvSSd35L4tp7vdmFaMi/IDa8V08lJh/6YYz8VFkt93gHdU9cvj899kENUHIvK6qr4nIq8DH36/F1JkSOpkcEbYWIQhOBlNvzYDILaaezc/v/2oa1ddirhN8tszDK/4xkGmQTmu4U4Vef3+lNIrKSuPUsdBm5ntzKimU8J0gsRA12V2Y+R+E6maSFTlI1c4rOD9/ZrSR9zuXRwFTSt2tOVOzjSu53BcUJckkKuatgBZWRWl10LRguq6Qs34rof3oQqay6bqu/15ZVUOu46pD+w2EY8n4ChLhb7QpUJCCKP/sPcFN/b+Zhis0kbXh+TDUIkumZIzXVIkJRyFxfGwqC6X8fPPkYhjqkIz8cRpoNkRJjXk4M7rSvnYdGLcekwrxkUxrRgXwXRiPBffN/lV1fdF5M9F5C+p6p8CPwV8Y9w+D/zy+PjbF7lhQagEigppTF/ZqobK+QupgJP5bbr+yl2HpC5kt0midWyhEPH0ohwGocRhaEQqSkuhbSZIDXF3h9jU+BgI3lN5ZUJhNy3YCY5ZEPpKKDmy+8p9ojru3L1PLpnV8hjmgeMCZfGYqu+YuhbnE02zSwkV7b0dPlh0fPtwTl+gL0LOSmHw6R3aHbarvieT4NZDO0AoCF1RnnQrJhKY1YFQAuKEUhIlDfZr2RVCGSrATmDiHdE7JGdaVVYiZIUiMtiyiY6VYd18lkNV3qHBMbxS4FFocF5ZqrCT4bBTFuV06ffj1olxezGtGBfFtGJcBNOJ8bxc1Of3F4BfF5EK+DbwTxgWy/2GiPws8B3gH17khYRhmEQukMUhJY+j2YZWhvW447Ll/HDys0+3DIgKrgzJ3FAFHhsqRCgirILDh8Dc1/ROWZJxweO8x9cVsY6IHxwYAoWohTp3zLznjjgmHqrgaHZ38BK4v7dHnxIHTmhzYbnqUY6GnmEylVPuRMXVDqYTROCDxYJFGqremTGpla0Ed10CVz1V6T55q0JSZZ56fBRmIeKjG7qlVxlVpS/DYrmsBTe2TEQ/2J+tgKJKr7I1Vw7UrUvvhTwO49hU052jCIh4jr3DjWOSDzM86jra8ye8fWw6MW49phXjophWjItgOjEuzIWSX1X9GvAT55z6qee5WeWFt/Zqpq7QJ6XtevY7OOp1k/MVABXWS+HgpDVCGKaYOR3aIsqWo8J6hK/TMkxZUyUE2Ls7YVYHmklDKYmEsqsds5x4ZbGgTp7DLBQXOAJCC+928Kjy1NHxYQfzLMx2ZrhYsbcb8Vrx+s6EjyYN78aKw1RYSsVivo9PmXS8ZJKFvUnhUzs1k+ZV3t6f892jJQcKLWOLw1jxpShanq54u/F9F3HDCGRVjnKm71bcrSqapiKjpD7T9kPVeF4JE4HaKd6D846m8ojCapGRUtAsqDpU/YmlnPjhcxz9ioPz4AQNwtI7ejwHSfAJ2hRJ+nTT78elE+P2Y1oxLoppxbgIphPjebjSCW9OhFl0TAV6MiEX5mM/6tZatlP1XRnKuOtBaeOJMek907u+Xj7H6PwgCFX0xDhUesUVVASvhaiJKieq5JHUo27oFe4QVm4YNtEWzzIJLcPY3xADMQgRTx0CR6sWXzdo1ZBjTSbgitLlQswZhzLxHomBj+btMIp4PXVNT6q+29XY81k3fAi9KlIyxYELW37BRdEyvId1Gi0CzoH3Dq8ytJScaqV2bBqQVU6Nm5MxC1bvyOIpeLqx2luUTWXeMAzDMAzjJiEXHin8cdxM5CNgDjy8spt+PDzAYj7LX1DVT1zGC5tOrpSriNm08jSmlacxnTzNTdQJmFaug5uolWvTyZUmvwAi8oeqet5XEy8sFvPVcxPjt5ivh5v4Hizmq+cmxn8TY4abG/eamxi/xfx8XHS8sWEYhmEYhmHceCz5NQzDMAzDMF4ariP5/eI13PP/F4v56rmJ8VvM18NNfA8W89VzE+O/iTHDzY17zU2M32J+Dq6859cwDMMwDMMwrgtrezAMwzAMwzBeGiz5NQzDMAzDMF4ariz5FZG/KyJ/KiJ/JiK/dFX3fR5E5IdE5A9E5Bsi8sci8ovj8X8pIu+KyNfG7e9fd6zbiMjbIvL1MbY/HI/dF5HfE5FvjY/3rjvOi2JauTxuk1ZMJ5fHbdIJmFYuk9ukFdPJ5fIiaeVKen5FxAP/G/jbwDvAV4CfUdVvXPrNnwMReR14XVX/SER2ga8CP80wD/xYVf/1dcb3LETkbeAnVPXh1rF/BTxW1V8e/xLfU9V/fl0xXhTTyuVyW7RiOrlcbotOwLRy2dwWrZhOLp8XSStXVfn9a8Cfqeq3VbUD/hPwuSu694VR1fdU9Y/G/SPgm8Ab1xvVD8zngC+N+19i+MtxEzCtXD03USumk6vnJuoETCvXwU3UiunkergWrVxV8vsG8Odbz9/hBf9liciPAH8V+PJ46OdF5H+KyK+9gF/hKPDfROSrIvKF8dhrqvreuP8+8Nr1hPbcmFYul9uiFdPJ5XJbdAKmlcvmtmjFdHL5vDBasQVv5yAiO8B/Bv6Zqh4C/w74NPDjwHvAv7m+6M7lb6rqZ4G/B/yciPzk9kkdelvM0+4SMK0YF8F0YlwU04pxEW6gTuAF0spVJb/vAj+09fzN8dgLh4hEBkH9uqr+FwBV/UBVs6oW4N8zfD3ywqCq746PHwK/xRDfB2Nv0LpH6MPri/C5MK1cIrdIK6aTS+QW6QRMK5fKLdKK6eSSeZG0clXJ71eAz4jIWyJSAf8I+J0ruveFEREBfhX4pqr+263jr29d9g+A/3XVsT0LEZmNTe+IyAz4Owzx/Q7w+fGyzwO/fT0RPjemlUvilmnFdHJJ3DKdgGnl0rhlWjGdXCIvmlbCVdxEVZOI/DzwXwEP/Jqq/vFV3Ps5+RvAPwa+LiJfG4/9C+BnROTHGcrxbwP/9DqCewavAb81/H0gAP9RVX9XRL4C/IaI/CzwHYaVoC88ppVL5dZoxXRyqdwanYBp5ZK5NVoxnVw6L5RWbLyxYRiGYRiG8dJgC94MwzAMwzCMlwZLfg3DMAzDMIyXBkt+DcMwDMMwjJcGS34NwzAMwzCMlwZLfg3DMAzDMIyXBkt+DcMwDMMwjJcGS34NwzAMwzCMl4b/B70gLMp3H38jAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Instanciation d'une Sequence\n",
"train_gen = LSPDSequence(x_train.astype(np.float32), y_hm_train.astype(np.float32), 16, augmentations=AUGMENTATIONS_TRAIN)\n",
"\n",
"# Pour tester la séquence, nous sélectionnons les éléments du premier batch et les affichons\n",
"batch_x, batch_y = train_gen[0]\n",
"\n",
"print_heatmap(batch_x, batch_y)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"id": "yT-ySEuOUCyh"
},
"outputs": [],
"source": [
"import keras\n",
"from keras.layers import *\n",
"from keras import *\n",
"\n",
"def create_unet(image_size=572):\n",
" input_layer=Input((image_size, image_size, 3))\n",
"\n",
" conv1 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(input_layer)\n",
" conv1 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv1)\n",
" pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)\n",
" \n",
" conv2 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool1)\n",
" conv2 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv2)\n",
" pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)\n",
" \n",
" conv3 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool2)\n",
" conv3 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv3)\n",
" pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)\n",
" \n",
" conv4 = Conv2D(216, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool3)\n",
" conv4 = Conv2D(216, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv4)\n",
" drop4 = Dropout(0.5)(conv4)\n",
" pool4 = MaxPooling2D(pool_size=(2, 2))(drop4)\n",
"\n",
" conv5 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool4)\n",
" conv5 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv5)\n",
" drop5 = Dropout(0.5)(conv5)\n",
"\n",
" up6 = Conv2D(256, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(drop5))\n",
" merge6 = concatenate([drop4,up6], axis = 3)\n",
" conv6 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge6)\n",
" conv6 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv6)\n",
"\n",
" up7 = Conv2D(128, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv6))\n",
" merge7 = concatenate([conv3,up7], axis = 3)\n",
" conv7 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge7)\n",
" conv7 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv7)\n",
" \n",
" up8 = Conv2D(64, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv7))\n",
" merge8 = concatenate([conv2,up8], axis = 3)\n",
" conv8 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge8)\n",
" conv8 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv8)\n",
"\n",
" up9 = Conv2D(32, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv8))\n",
" merge9 = concatenate([conv1,up9], axis = 3)\n",
" conv9 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge9)\n",
" conv9 = Conv2D(32, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv9)\n",
" conv10 = Conv2D(len(labels), 1, activation = 'sigmoid')(conv9)\n",
"\n",
" model = Model(input_layer, conv10)\n",
"\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"model_1\"\n",
"__________________________________________________________________________________________________\n",
" Layer (type) Output Shape Param # Connected to \n",
"==================================================================================================\n",
" input_2 (InputLayer) [(None, 64, 64, 3)] 0 [] \n",
" \n",
" conv2d_23 (Conv2D) (None, 64, 64, 32) 896 ['input_2[0][0]'] \n",
" \n",
" conv2d_24 (Conv2D) (None, 64, 64, 32) 9248 ['conv2d_23[0][0]'] \n",
" \n",
" max_pooling2d_4 (MaxPooling2D) (None, 32, 32, 32) 0 ['conv2d_24[0][0]'] \n",
" \n",
" conv2d_25 (Conv2D) (None, 32, 32, 64) 18496 ['max_pooling2d_4[0][0]'] \n",
" \n",
" conv2d_26 (Conv2D) (None, 32, 32, 64) 36928 ['conv2d_25[0][0]'] \n",
" \n",
" max_pooling2d_5 (MaxPooling2D) (None, 16, 16, 64) 0 ['conv2d_26[0][0]'] \n",
" \n",
" conv2d_27 (Conv2D) (None, 16, 16, 128) 73856 ['max_pooling2d_5[0][0]'] \n",
" \n",
" conv2d_28 (Conv2D) (None, 16, 16, 128) 147584 ['conv2d_27[0][0]'] \n",
" \n",
" max_pooling2d_6 (MaxPooling2D) (None, 8, 8, 128) 0 ['conv2d_28[0][0]'] \n",
" \n",
" conv2d_29 (Conv2D) (None, 8, 8, 216) 249048 ['max_pooling2d_6[0][0]'] \n",
" \n",
" conv2d_30 (Conv2D) (None, 8, 8, 216) 420120 ['conv2d_29[0][0]'] \n",
" \n",
" dropout_2 (Dropout) (None, 8, 8, 216) 0 ['conv2d_30[0][0]'] \n",
" \n",
" max_pooling2d_7 (MaxPooling2D) (None, 4, 4, 216) 0 ['dropout_2[0][0]'] \n",
" \n",
" conv2d_31 (Conv2D) (None, 4, 4, 512) 995840 ['max_pooling2d_7[0][0]'] \n",
" \n",
" conv2d_32 (Conv2D) (None, 4, 4, 512) 2359808 ['conv2d_31[0][0]'] \n",
" \n",
" dropout_3 (Dropout) (None, 4, 4, 512) 0 ['conv2d_32[0][0]'] \n",
" \n",
" up_sampling2d_4 (UpSampling2D) (None, 8, 8, 512) 0 ['dropout_3[0][0]'] \n",
" \n",
" conv2d_33 (Conv2D) (None, 8, 8, 256) 524544 ['up_sampling2d_4[0][0]'] \n",
" \n",
" concatenate_4 (Concatenate) (None, 8, 8, 472) 0 ['dropout_2[0][0]', \n",
" 'conv2d_33[0][0]'] \n",
" \n",
" conv2d_34 (Conv2D) (None, 8, 8, 256) 1087744 ['concatenate_4[0][0]'] \n",
" \n",
" conv2d_35 (Conv2D) (None, 8, 8, 256) 590080 ['conv2d_34[0][0]'] \n",
" \n",
" up_sampling2d_5 (UpSampling2D) (None, 16, 16, 256) 0 ['conv2d_35[0][0]'] \n",
" \n",
" conv2d_36 (Conv2D) (None, 16, 16, 128) 131200 ['up_sampling2d_5[0][0]'] \n",
" \n",
" concatenate_5 (Concatenate) (None, 16, 16, 256) 0 ['conv2d_28[0][0]', \n",
" 'conv2d_36[0][0]'] \n",
" \n",
" conv2d_37 (Conv2D) (None, 16, 16, 128) 295040 ['concatenate_5[0][0]'] \n",
" \n",
" conv2d_38 (Conv2D) (None, 16, 16, 128) 147584 ['conv2d_37[0][0]'] \n",
" \n",
" up_sampling2d_6 (UpSampling2D) (None, 32, 32, 128) 0 ['conv2d_38[0][0]'] \n",
" \n",
" conv2d_39 (Conv2D) (None, 32, 32, 64) 32832 ['up_sampling2d_6[0][0]'] \n",
" \n",
" concatenate_6 (Concatenate) (None, 32, 32, 128) 0 ['conv2d_26[0][0]', \n",
" 'conv2d_39[0][0]'] \n",
" \n",
" conv2d_40 (Conv2D) (None, 32, 32, 64) 73792 ['concatenate_6[0][0]'] \n",
" \n",
" conv2d_41 (Conv2D) (None, 32, 32, 64) 36928 ['conv2d_40[0][0]'] \n",
" \n",
" up_sampling2d_7 (UpSampling2D) (None, 64, 64, 64) 0 ['conv2d_41[0][0]'] \n",
" \n",
" conv2d_42 (Conv2D) (None, 64, 64, 32) 8224 ['up_sampling2d_7[0][0]'] \n",
" \n",
" concatenate_7 (Concatenate) (None, 64, 64, 64) 0 ['conv2d_24[0][0]', \n",
" 'conv2d_42[0][0]'] \n",
" \n",
" conv2d_43 (Conv2D) (None, 64, 64, 32) 18464 ['concatenate_7[0][0]'] \n",
" \n",
" conv2d_44 (Conv2D) (None, 64, 64, 32) 9248 ['conv2d_43[0][0]'] \n",
" \n",
" conv2d_45 (Conv2D) (None, 64, 64, 14) 462 ['conv2d_44[0][0]'] \n",
" \n",
"==================================================================================================\n",
"Total params: 7,267,966\n",
"Trainable params: 7,267,966\n",
"Non-trainable params: 0\n",
"__________________________________________________________________________________________________\n"
]
}
],
"source": [
"model = create_unet(image_size=64)\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/100\n",
"57/57 [==============================] - 16s 260ms/step - loss: 0.0492 - accuracy: 0.0355\n",
"Epoch 2/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0311 - accuracy: 0.0376\n",
"Epoch 3/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0276 - accuracy: 0.0376\n",
"Epoch 4/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0249 - accuracy: 0.0408\n",
"Epoch 5/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0230 - accuracy: 0.0474\n",
"Epoch 6/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0221 - accuracy: 0.0686\n",
"Epoch 7/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0220 - accuracy: 0.0830\n",
"Epoch 8/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0209 - accuracy: 0.1399\n",
"Epoch 9/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0205 - accuracy: 0.2018\n",
"Epoch 10/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0202 - accuracy: 0.2163\n",
"Epoch 11/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0201 - accuracy: 0.2323\n",
"Epoch 12/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0196 - accuracy: 0.2354\n",
"Epoch 13/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0196 - accuracy: 0.2590\n",
"Epoch 14/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0194 - accuracy: 0.2388\n",
"Epoch 15/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0192 - accuracy: 0.2503\n",
"Epoch 16/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0191 - accuracy: 0.2396\n",
"Epoch 17/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0191 - accuracy: 0.2664\n",
"Epoch 18/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0190 - accuracy: 0.2490\n",
"Epoch 19/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0190 - accuracy: 0.2233\n",
"Epoch 20/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0189 - accuracy: 0.2491\n",
"Epoch 21/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0187 - accuracy: 0.2485\n",
"Epoch 22/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0189 - accuracy: 0.2488\n",
"Epoch 23/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0189 - accuracy: 0.2710\n",
"Epoch 24/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0187 - accuracy: 0.2643\n",
"Epoch 25/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0187 - accuracy: 0.2373\n",
"Epoch 26/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0187 - accuracy: 0.2581\n",
"Epoch 27/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0187 - accuracy: 0.2337\n",
"Epoch 28/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0186 - accuracy: 0.2480\n",
"Epoch 29/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0187 - accuracy: 0.2294\n",
"Epoch 30/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0184 - accuracy: 0.2626\n",
"Epoch 31/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0184 - accuracy: 0.2467\n",
"Epoch 32/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0186 - accuracy: 0.2497\n",
"Epoch 33/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0183 - accuracy: 0.2340\n",
"Epoch 34/100\n",
"57/57 [==============================] - 15s 262ms/step - loss: 0.0183 - accuracy: 0.2401\n",
"Epoch 35/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0183 - accuracy: 0.2517\n",
"Epoch 36/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0184 - accuracy: 0.2479\n",
"Epoch 37/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0183 - accuracy: 0.2323\n",
"Epoch 38/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0182 - accuracy: 0.2647\n",
"Epoch 39/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0182 - accuracy: 0.2566\n",
"Epoch 40/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0183 - accuracy: 0.2436\n",
"Epoch 41/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0182 - accuracy: 0.2486\n",
"Epoch 42/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0182 - accuracy: 0.2625\n",
"Epoch 43/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0181 - accuracy: 0.2717\n",
"Epoch 44/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0181 - accuracy: 0.2351\n",
"Epoch 45/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0182 - accuracy: 0.2538\n",
"Epoch 46/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0181 - accuracy: 0.2486\n",
"Epoch 47/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0179 - accuracy: 0.2432\n",
"Epoch 48/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0180 - accuracy: 0.2379\n",
"Epoch 49/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0181 - accuracy: 0.2535\n",
"Epoch 50/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0179 - accuracy: 0.2460\n",
"Epoch 51/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0179 - accuracy: 0.2618\n",
"Epoch 52/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0179 - accuracy: 0.2349\n",
"Epoch 53/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0178 - accuracy: 0.2481\n",
"Epoch 54/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0179 - accuracy: 0.2255\n",
"Epoch 55/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0179 - accuracy: 0.2463\n",
"Epoch 56/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0177 - accuracy: 0.2260\n",
"Epoch 57/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0179 - accuracy: 0.2415\n",
"Epoch 58/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0178 - accuracy: 0.2606\n",
"Epoch 59/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0177 - accuracy: 0.2402\n",
"Epoch 60/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0176 - accuracy: 0.2527\n",
"Epoch 61/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0177 - accuracy: 0.2505\n",
"Epoch 62/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0176 - accuracy: 0.2685\n",
"Epoch 63/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0178 - accuracy: 0.2562\n",
"Epoch 64/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0177 - accuracy: 0.2271\n",
"Epoch 65/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0176 - accuracy: 0.2306\n",
"Epoch 66/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0176 - accuracy: 0.2553\n",
"Epoch 67/100\n",
"57/57 [==============================] - 15s 259ms/step - loss: 0.0176 - accuracy: 0.2250\n",
"Epoch 68/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0175 - accuracy: 0.2556\n",
"Epoch 69/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0174 - accuracy: 0.2524\n",
"Epoch 70/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0175 - accuracy: 0.2578\n",
"Epoch 71/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0175 - accuracy: 0.2579\n",
"Epoch 72/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0174 - accuracy: 0.2663\n",
"Epoch 73/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0173 - accuracy: 0.2718\n",
"Epoch 74/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0176 - accuracy: 0.2350\n",
"Epoch 75/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0172 - accuracy: 0.2704\n",
"Epoch 76/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0173 - accuracy: 0.2347\n",
"Epoch 77/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0173 - accuracy: 0.2553\n",
"Epoch 78/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0174 - accuracy: 0.2309\n",
"Epoch 79/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0173 - accuracy: 0.2484\n",
"Epoch 80/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0174 - accuracy: 0.2431\n",
"Epoch 81/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0173 - accuracy: 0.2418\n",
"Epoch 82/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0172 - accuracy: 0.2434\n",
"Epoch 83/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0172 - accuracy: 0.2410\n",
"Epoch 84/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0171 - accuracy: 0.2544\n",
"Epoch 85/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0170 - accuracy: 0.2382\n",
"Epoch 86/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0171 - accuracy: 0.2422\n",
"Epoch 87/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0171 - accuracy: 0.2537\n",
"Epoch 88/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0170 - accuracy: 0.2672\n",
"Epoch 89/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0169 - accuracy: 0.2552\n",
"Epoch 90/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0170 - accuracy: 0.2544\n",
"Epoch 91/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0171 - accuracy: 0.2409\n",
"Epoch 92/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0169 - accuracy: 0.2201\n",
"Epoch 93/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0169 - accuracy: 0.2288\n",
"Epoch 94/100\n",
"57/57 [==============================] - 15s 261ms/step - loss: 0.0167 - accuracy: 0.2568\n",
"Epoch 95/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0169 - accuracy: 0.2724\n",
"Epoch 96/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0166 - accuracy: 0.2498\n",
"Epoch 97/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0168 - accuracy: 0.2345\n",
"Epoch 98/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0167 - accuracy: 0.2457\n",
"Epoch 99/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0168 - accuracy: 0.2588\n",
"Epoch 100/100\n",
"57/57 [==============================] - 15s 260ms/step - loss: 0.0167 - accuracy: 0.2716\n"
]
}
],
"source": [
"from tensorflow.keras import optimizers\n",
"\n",
"adam = optimizers.Adam(learning_rate=1e-4)\n",
"model.compile(optimizer=adam, loss=\"binary_crossentropy\", metrics=[\"accuracy\"])\n",
"history = model.fit(train_gen, epochs=100)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.33928086224073906\n"
]
}
],
"source": [
"mae = history.history['accuracy']\n",
"# val_mae = 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, mae, 'b', linestyle=\"--\",label='Training accuracy')\n",
"# plt.plot(epochs, val_mae, 'g', label='Validation accuracy')\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",
"y_pred_hm = model.predict(x_train)\n",
"print_heatmap(x_train, y_pred_hm)\n",
"y_pred_coords = heatmap2coord(y_pred_hm)\n",
"pck = compute_PCK_alpha(y_train, y_pred_coords)\n",
"print(pck)"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"machine_shape": "hm",
"name": "TP5_Estimation_de_Posture_Sujet.ipynb",
"provenance": [],
"toc_visible": true
},
"kernelspec": {
"display_name": "Python 3.10.6 64-bit",
"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": "3.10.6"
},
"vscode": {
"interpreter": {
"hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a"
}
}
},
"nbformat": 4,
"nbformat_minor": 0
}