From da68668f828593e6a5359dc0ef20f4df6e2071a1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Laure=CE=B7t?= Date: Wed, 30 Mar 2022 10:59:31 +0200 Subject: [PATCH] =?UTF-8?q?feat:=20chargement=20des=20donn=C3=A9es=20(note?= =?UTF-8?q?book)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Damien Co-authored-by: pejour --- notebook.ipynb | 148 +++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 148 insertions(+) create mode 100644 notebook.ipynb diff --git a/notebook.ipynb b/notebook.ipynb new file mode 100644 index 0000000..a105d65 --- /dev/null +++ b/notebook.ipynb @@ -0,0 +1,148 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import PIL.Image\n", + "import glob\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "IMAGE_SIZE = (150, 400, 3)\n", + "DATASET_PATH = \"./dataset/\"\n", + "DATASET_PATH = os.path.abspath(DATASET_PATH)\n", + "CLASSES = glob.glob(f\"{DATASET_PATH}/*\")\n", + "CLASSES = list(map(lambda f: f.split(\"/\")[-1], CLASSES))\n", + "\n", + "print(DATASET_PATH)\n", + "print(CLASSES)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def load_data():\n", + " # Récupération des fichiers\n", + " files = glob.glob(f\"{DATASET_PATH}/**/*.jpg\", recursive = True)\n", + "\n", + " # Initialise les structures de données\n", + " x = np.zeros((len(files), *IMAGE_SIZE))\n", + " y = np.zeros((len(files), 1))\n", + "\n", + " for i, path in enumerate(files):\n", + " # Lecture de l'image\n", + " img = PIL.Image.open(path)\n", + " \n", + " # Remplissage de la variable x\n", + " x[i] = np.asarray(img)\n", + "\n", + " # On récupère l'index dans le path\n", + " class_label = path.split(\"/\")[-2]\n", + "\n", + " # On récupère le numéro de la classe à partir du string\n", + " class_label = CLASSES.index(class_label)\n", + " \n", + " # Remplissage de la variable y\n", + " y[i] = class_label\n", + "\n", + " return x, y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x, y = load_data()\n", + "x = x / 255" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "# Randomisation des indices et affichage de 9 images alétoires de la base d'apprentissage\n", + "indices = np.arange(x.shape[0])\n", + "np.random.shuffle(indices)\n", + "\n", + "plt.figure(figsize=(12, 7))\n", + "for i in range(0, 9):\n", + " plt.subplot(3, 3, i+1)\n", + " plt.title(CLASSES[int(y[i])])\n", + " plt.imshow(x[i])\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".env", + "language": "python", + "name": ".env" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}