{ "cells": [ { "cell_type": "markdown", "id": "817eb6dc-aa08-494c-a921-66c462761642", "metadata": {}, "source": [ "# Visualize data" ] }, { "cell_type": "code", "execution_count": 1, "id": "11d42eb3-51c3-4327-8ae5-da6d5219b44e", "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import cv2\n", "from pathlib import Path\n", "from collections import defaultdict" ] }, { "cell_type": "code", "execution_count": 2, "id": "bc50d61a-304f-406f-a722-7c0319346f27", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parasitized Images: 13779\n", "Uninfected Images: 13779\n" ] } ], "source": [ "data_dir = \"malaria_data/cell_images\"\n", "parasitized_dir = os.path.join(data_dir, 'Parasitized')\n", "uninfected_dir = os.path.join(data_dir, 'Uninfected')\n", "\n", "parasitized_files = list(Path(parasitized_dir).glob('*.png'))\n", "uninfected_files = list(Path(uninfected_dir).glob('*.png'))\n", "\n", "print(f\"Parasitized Images: {len(parasitized_files)}\")\n", "print(f\"Uninfected Images: {len(uninfected_files)}\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "051164a8-f8dc-484f-80c3-8f6ef0722703", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = ['Parasitized', 'Uninfected']\n", "counts = [len(parasitized_files), len(uninfected_files)]\n", "\n", "plt.figure(figsize=(6, 4))\n", "plt.bar(labels, counts, color=['#ff7f0e', '#1f77b4'])\n", "plt.title(\"Class Distribution\")\n", "plt.ylabel(\"Number of Images\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "id": "e1bd7335-8d8d-446d-8aa5-0204dfcf73af", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_samples(image_files, title, num_samples=5):\n", " plt.figure(figsize=(15, 3))\n", " for i in range(num_samples):\n", " img = cv2.imread(str(image_files[i]))\n", " img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", " plt.subplot(1, num_samples, i+1)\n", " plt.imshow(img)\n", " plt.axis(\"off\")\n", " plt.suptitle(title)\n", " plt.show()\n", "\n", "plot_samples(parasitized_files, \"Parasitized Cells\")\n", "plot_samples(uninfected_files, \"Uninfected Cells\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "9b0262e7-36be-4619-8335-fcb743902a16", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unique image sizes found:\n", "{(166, 181), (226, 232), (70, 64), (124, 184), (130, 115), (88, 118), (202, 103), (139, 163), (205, 145), (163, 148), (121, 151), (172, 196), (79, 154), (193, 139), (196, 181), (94, 133), (154, 184), (193, 175), (112, 187), (157, 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(160, 160), (181, 103), (118, 163), (184, 145), (217, 142), (82, 97), (142, 148), (100, 151), (151, 196), (217, 178), (115, 130), (175, 181), (133, 184), (211, 103), (136, 109), (106, 166), (151, 88), (124, 220), (130, 151), (169, 142), (202, 139), (139, 199), (91, 79), (163, 184), (202, 175), (121, 187), (124, 112), (139, 91), (193, 211), (199, 142), (97, 94), (157, 145), (172, 124), (229, 106), (94, 61), (148, 181), (154, 112), (112, 115), (184, 220), (127, 94), (187, 145), (85, 97), (145, 148), (103, 151), (109, 82), (160, 127), (118, 130), (178, 181), (184, 112), (136, 184), (142, 115), (100, 118), (151, 163), (115, 97), (169, 217), (175, 148), (133, 151), (91, 154), (208, 181), (106, 133), (166, 184), (70, 67), (124, 187), (130, 118), (169, 109), (88, 121), (202, 106), (106, 169), (139, 166), (163, 151), (121, 154), (166, 76), (154, 187), (193, 178), (157, 112), (190, 145), (109, 157), (148, 148), (112, 82), (184, 187), (160, 238), (145, 115), (103, 118), (118, 97), (178, 148), (238, 199), (136, 151), (100, 85), (118, 133), (151, 130), (169, 184), (175, 115), (133, 118), (151, 166), (91, 121), (202, 217), (208, 148), (73, 103), (106, 100), (166, 151), (124, 154), (130, 85), (202, 253), (88, 88), (106, 136), (199, 184), (157, 187), (163, 118), (121, 121), (139, 169), (196, 151), (121, 157), (154, 154), (193, 145), (157, 79), (94, 139), (154, 190), (187, 187), (112, 193), (190, 112), (127, 172), (148, 115), (184, 154), (109, 160), (223, 145), (160, 205), (181, 148), (184, 190), (217, 187), (103, 85), (214, 181), (217, 223), (178, 115), (115, 175), (136, 118), (133, 229), (118, 100), (136, 154), (169, 151), (133, 85), (151, 133), (70, 145), (130, 196), (91, 88), (169, 187), (202, 184), (73, 70), (166, 118), (91, 124), (124, 121), (106, 103), (199, 151), (124, 157), (88, 91), (121, 88), (139, 136), (232, 184), (97, 139), (157, 190), (121, 124), (154, 121), (172, 169), (232, 220), (193, 112), (94, 106), (148, 226), (154, 157), (112, 160), (127, 139), (145, 193), 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(130, 142), (169, 133), (88, 145), (205, 172), (91, 70), (163, 175), (121, 178), (166, 100), (124, 103), (196, 208), (241, 130), (199, 133), (97, 85), (157, 136), (94, 196), (172, 115), (79, 73), (190, 169), (148, 172), (154, 103), (112, 106), (127, 85), (181, 205), (187, 136), (85, 88), (145, 139), (103, 142), (160, 118), (220, 169), (85, 124), (118, 121), (178, 172), (184, 103), (103, 178), (136, 175), (142, 106), (100, 109), (118, 157), (217, 136), (82, 91), (115, 88), (175, 139), (133, 142), (151, 190), (115, 124), (136, 67), (208, 172), (382, 208), (166, 175), (130, 109), (88, 112), (106, 160), (163, 142), (121, 145), (196, 175), (121, 181), (193, 169), (196, 211), (157, 103), (190, 136), (127, 196), (148, 139), (109, 184), (181, 172), (187, 103), (52, 58), (145, 106), (103, 109), (181, 208), (85, 91), (178, 139), (103, 145), (115, 199), (136, 142), (160, 121), (118, 124), (211, 172), (136, 178), (169, 175), (175, 106), (100, 112), (133, 109), (151, 157), (115, 91), (133, 145), (166, 142), (202, 244), (88, 79), (106, 127), (166, 178), (199, 175), (70, 61), (124, 181), (163, 109), (88, 115), (139, 160), (163, 145), (196, 142), (121, 148), (172, 193), (193, 136), (94, 130), (154, 181), (247, 229), (112, 184), (229, 211), (127, 163), (187, 214), (148, 106), (109, 151), (148, 142), (160, 196), (181, 139), (82, 133), (142, 184), (181, 175), (100, 187), (214, 172), (103, 112), (115, 166), (175, 217), (214, 208), (118, 91), (178, 142), (211, 139), (136, 145), (208, 250), (100, 79), (151, 124), (130, 187), (169, 178), (133, 112), (205, 217), (166, 109), (226, 160), (91, 115), (106, 94), (166, 145), (124, 148), (130, 79), (235, 244), (88, 82), (139, 127), (97, 130), (157, 181), (163, 112), (121, 115), (172, 160), (232, 211), (79, 118), (196, 145), (94, 97), (154, 148), (112, 151), (127, 130), (187, 181), (145, 184), (262, 211), (109, 118), (160, 163), (148, 109), (85, 169), (118, 166), (178, 217), (184, 148), (82, 100), (142, 151), (181, 142), (100, 154), (118, 202), (151, 199), (217, 181), (115, 133), (103, 79), (175, 184), (133, 187), (115, 169), (241, 394), (136, 112), (208, 217), (58, 49), (130, 154), (169, 145), (205, 184), (91, 82), (163, 187), (88, 193), (121, 190), (166, 112), (124, 115), (139, 94), (193, 214), (97, 97), (157, 148), (121, 82), (172, 127), (79, 85), (148, 184), (154, 115), (193, 106), (112, 118), (127, 97), (181, 217), (187, 148), (85, 100), (145, 151), (103, 154), (109, 85), (160, 130), (178, 184), (184, 115), (103, 190), (136, 187), (142, 118), (160, 166), (100, 121), (118, 169), (82, 103), (115, 100), (175, 151), (100, 157), (133, 154), (115, 136), (133, 190), (166, 187), (226, 238), (130, 121), (169, 112), (88, 124), (106, 172), (199, 220), (163, 154), (202, 145), (163, 190), (196, 187), (172, 238), (193, 181), (157, 115), (97, 100), (229, 256), (190, 148), (148, 151), (112, 85), (148, 187), (181, 184), (145, 118), (103, 121), (127, 100), (160, 97), (85, 103), (178, 151), (103, 157), (115, 211), (142, 85), (160, 133), (67, 91), (100, 88), (118, 136), (178, 187), (217, 115), (82, 70), (136, 190), (175, 118), (100, 124), (133, 121), (346, 265), (151, 169), (211, 220), (115, 103), (208, 151), (133, 157), (166, 154), (91, 160), (106, 139), (166, 190), (70, 73), (124, 193), (130, 124), (163, 121), (88, 127), (139, 172), (163, 157), (121, 160), (172, 205), (193, 148), (94, 142), (154, 193), (127, 175), (148, 118), (109, 163), (148, 154), (220, 259), (181, 151), (247, 133), (184, 193), (145, 85), (85, 70), (145, 121), (217, 226), (178, 118), (103, 124), (115, 178), (214, 220), (118, 103), (178, 154), (211, 151), (136, 157), (100, 91), (151, 136), (211, 187), (58, 94), (73, 73), (133, 124), (91, 127), (208, 154), (106, 106), (166, 157), (124, 160), (130, 91), (88, 94), (139, 139), (97, 142), (163, 124), (121, 127), (172, 172), (94, 109), (154, 160), (112, 163), (127, 142), (187, 193), (148, 85), (145, 196), (109, 130), (148, 121), (160, 175), (220, 226), (184, 160), (82, 112), (142, 163), (160, 211), (181, 154), (100, 166), (103, 91), (115, 145), (175, 196), (133, 199), (178, 121), (136, 124), (208, 229), (100, 58), (151, 103), (130, 166), (169, 157), (133, 91), (91, 94), (163, 199), (208, 121), (106, 73), (166, 124), (124, 127), (139, 106), (193, 226), (199, 157), (97, 109), (157, 160), (121, 94), (172, 139), (97, 145), (190, 193), (196, 124), (94, 76), (148, 196), (154, 127), (193, 118), (112, 130), (127, 109), (187, 160), (145, 163), (103, 166), (109, 97), (127, 145), (160, 142), (148, 88), (220, 193), (178, 196), (184, 127), (82, 79), (142, 130), (160, 178), (181, 121), (100, 133), (118, 181), (217, 160), (82, 115), (115, 112), (175, 163), (100, 169), (214, 154), (133, 166), (151, 214), (115, 148), (136, 91), (208, 196), (133, 202), (166, 199), (130, 133), (169, 124), (205, 163), (130, 169), (163, 166), (202, 157), (163, 202), (124, 94), (193, 193), (157, 127), (172, 106), (97, 112), (190, 160), (340, 364), (148, 163), (112, 97), (229, 124), (148, 199), (127, 76), (181, 196), (145, 130), (127, 112), (160, 109), (220, 160), (85, 115), (145, 166), (178, 163), (256, 262), (103, 169), (142, 97), (160, 145), (100, 100), (118, 148), (178, 199), (82, 82), (175, 130), (100, 136), (133, 133), (151, 181), (115, 115), (208, 163), (133, 169), (130, 100), (106, 151), (70, 85), (130, 136), (163, 133), (202, 124), (139, 184), (97, 187), (163, 169), (61, 121), (121, 172), (172, 217), (193, 160), (196, 202), (157, 94), (193, 196), (97, 79), (190, 127), (127, 187), (148, 130), (172, 109), (109, 175), (148, 166), (160, 220), (112, 100), (184, 205), (145, 97), (85, 82), (145, 133), (178, 130), (103, 136), (160, 112), (118, 115), (178, 166), (211, 163), (136, 169), (142, 100), (100, 103), (151, 148), (169, 202), (175, 133), (73, 85), (133, 136), (91, 139), (208, 166), (106, 118), (166, 169), (124, 172), (130, 103), (88, 106), (139, 151), (199, 202), (97, 154), (163, 136), (121, 139), (172, 184), (232, 235), (79, 142), (193, 127), (196, 169), (94, 121), (154, 172), (193, 163), (112, 175), (127, 154), (187, 205), (190, 130), (109, 142), (127, 190), (148, 133), (160, 187), (184, 172), (223, 163), (82, 124), (142, 175), (181, 166), (145, 100), (115, 157), (103, 103), (175, 208), (214, 199), (118, 82), (178, 133), (76, 85), (136, 136), (151, 115), (130, 178), (169, 169), (175, 100), (208, 97), (133, 103), (91, 106), (202, 202), (106, 85), (166, 136), (124, 139), (88, 73), (139, 118), (259, 220), (97, 121), (157, 172), (163, 103), (121, 106), (172, 151), (193, 94), (97, 157), (94, 88), (154, 139), (193, 130), (112, 142), (94, 124), (127, 121), (187, 172), (145, 175), (190, 97), (109, 109), (127, 157), (148, 100), (160, 154), (85, 160), (178, 208), (184, 139), (142, 142), (160, 190), (181, 133), (100, 145), (217, 172), (82, 127), (175, 175), (100, 181), (133, 178), (115, 160), (136, 103), (211, 133), (130, 145), (169, 136), (130, 181), (163, 178), (88, 184), (166, 103), (124, 106), (199, 136), (97, 88), (157, 139), (172, 118), (97, 124), (190, 172), (148, 175), (154, 106), (172, 154), (112, 109), (223, 205), (94, 91), (127, 88), (187, 139), (112, 145), (145, 142), (127, 124), (85, 127), (145, 178), (178, 175), (184, 106), (142, 109), (160, 157), (118, 160), (82, 94), (142, 145), (175, 142), (100, 148), (214, 133), (151, 193), (115, 127), (175, 178), (133, 181), (130, 112), (208, 211), (169, 103), (106, 163), (205, 142), (130, 148), (202, 136), (139, 196), (163, 181), (124, 73), (121, 184), (172, 229), (193, 172), (199, 103), (157, 106), (97, 91), (190, 139), (127, 199), (187, 250), (172, 121), (79, 79), (190, 175), (148, 178), (160, 232), (187, 106), (112, 112), (145, 109), (127, 91), (181, 211), (85, 94), (145, 145), (103, 148), (109, 79), (115, 202), (142, 76), (160, 124), (118, 127), (178, 178), (136, 181), (142, 112), (100, 115), (151, 160), (115, 94), (169, 214), (175, 145), (133, 148), (91, 151), (208, 178), (106, 130)}\n" ] } ], "source": [ "def get_image_sizes(file_list):\n", " sizes = []\n", " for f in file_list:\n", " img = cv2.imread(str(f))\n", " sizes.append(img.shape[:2]) # height, width\n", " return sizes\n", "\n", "parasitized_sizes = get_image_sizes(parasitized_files)\n", "uninfected_sizes = get_image_sizes(uninfected_files)\n", "\n", "all_sizes = parasitized_sizes + uninfected_sizes\n", "unique_sizes = set(all_sizes)\n", "\n", "print(\"Unique image sizes found:\")\n", "print(unique_sizes)" ] }, { "cell_type": "code", "execution_count": 6, "id": "273655b5-fa9f-4b03-bcb1-9a9d88e41a51", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Total Images: 27558\n", "Average Image Size: 132x133\n", "Min/Max Height: 40 / 385\n", "Min/Max Width: 46 / 394\n" ] } ], "source": [ "total_images = len(parasitized_files) + len(uninfected_files)\n", "avg_height = np.mean([size[0] for size in all_sizes])\n", "avg_width = np.mean([size[1] for size in all_sizes])\n", "\n", "print(f\"\\nTotal Images: {total_images}\")\n", "print(f\"Average Image Size: {avg_width:.0f}x{avg_height:.0f}\")\n", "print(f\"Min/Max Height: {min(s[0] for s in all_sizes)} / {max(s[0] for s in all_sizes)}\")\n", "print(f\"Min/Max Width: {min(s[1] for s in all_sizes)} / {max(s[1] for s in all_sizes)}\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "19eb638b-897e-4f0b-b1fb-3fcf69915048", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image shape: (142, 136, 3)\n" ] } ], "source": [ "sample_img = cv2.imread(str(parasitized_files[5]))\n", "print(\"Image shape:\", sample_img.shape)" ] }, { "cell_type": "markdown", "id": "2cf83b09-3b6d-44de-ae35-86c84505634e", "metadata": {}, "source": [ "# Data preprocessing" ] }, { "cell_type": "code", "execution_count": 8, "id": "99e3c635-00c0-4eeb-80f6-941bc9ccbc8c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Assuming you have your image data in a numpy array called 'image_data'\n", "# For a single image:\n", "plt.figure(figsize=(10, 6))\n", "plt.hist(sample_img.ravel(), bins=256, range=(0, 256), color='blue', alpha=0.7)\n", "plt.title('Pixel Value Distribution')\n", "plt.xlabel('Pixel Intensity')\n", "plt.ylabel('Frequency')\n", "plt.grid(True, linestyle='--', alpha=0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "23f6689e-b68b-41fb-8f23-37060821e6a9", "metadata": {}, "source": [ "# Data Splitting" ] }, { "cell_type": "code", "execution_count": 20, "id": "733ae5f4-4fff-429e-8f15-fbf151d9b474", "metadata": {}, "outputs": [], "source": [ "import os\n", "import shutil\n", "from pathlib import Path\n", "import random\n", "from sklearn.model_selection import train_test_split\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import cv2\n", "import torch\n", "from torchvision import datasets, transforms\n", "from torch.utils.data import DataLoader" ] }, { "cell_type": "code", "execution_count": 21, "id": "1c68689f-8f35-4688-88fd-668203353478", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Paths defined.\n" ] } ], "source": [ "RAW_DATA_DIR = 'malaria_data/cell_images'\n", "OUTPUT_DIR = 'malaria_ds/split_dataset'\n", "\n", "PARASITIZED_DIR = os.path.join(RAW_DATA_DIR, 'Parasitized')\n", "UNINFECTED_DIR = os.path.join(RAW_DATA_DIR, 'Uninfected')\n", "\n", "# Output directories\n", "TRAIN_DIR = os.path.join(OUTPUT_DIR, 'train')\n", "VAL_DIR = os.path.join(OUTPUT_DIR, 'validation')\n", "TEST_DIR = os.path.join(OUTPUT_DIR, 'test')\n", "\n", "# Ensure output directories exist\n", "os.makedirs(PARASITIZED_DIR, exist_ok=True)\n", "os.makedirs(UNINFECTED_DIR, exist_ok=True)\n", "\n", "print(\"Paths defined.\")" ] }, { "cell_type": "code", "execution_count": 22, "id": "2fe9d8a2-6694-4521-9f07-9c7679866e16", "metadata": {}, "outputs": [], "source": [ "def split_class_files(class_dir, train_dir, val_dir, test_dir):\n", " all_files = list(Path(class_dir).glob('*.*'))\n", " train_files, test_files = train_test_split(all_files, test_size=0.1, random_state=42)\n", " train_files, val_files = train_test_split(train_files, test_size=0.1 / (1 - 0.1), random_state=42)\n", "\n", " for f in train_files:\n", " shutil.copy(f, train_dir)\n", " for f in val_files:\n", " shutil.copy(f, val_dir)\n", " for f in test_files:\n", " shutil.copy(f, test_dir)\n", "\n", " return len(all_files)\n", "\n", "def create_split_folders():\n", " class_names = ['Parasitized', 'Uninfected']\n", " for folder in ['train', 'validation', 'test']:\n", " for cls in class_names:\n", " os.makedirs(os.path.join(OUTPUT_DIR, folder, cls), exist_ok=True)\n", "\n", " print(\"Splitting Parasitized Images:\")\n", " total_parasitized = split_class_files(\n", " os.path.join(RAW_DATA_DIR, 'Parasitized'),\n", " os.path.join(OUTPUT_DIR, 'train', 'Parasitized'),\n", " os.path.join(OUTPUT_DIR, 'validation', 'Parasitized'),\n", " os.path.join(OUTPUT_DIR, 'test', 'Parasitized')\n", " )\n", "\n", " print(\"\\nSplitting Uninfected Images:\")\n", " total_uninfected = split_class_files(\n", " os.path.join(RAW_DATA_DIR, 'Uninfected'),\n", " os.path.join(OUTPUT_DIR, 'train', 'Uninfected'),\n", " os.path.join(OUTPUT_DIR, 'validation', 'Uninfected'),\n", " os.path.join(OUTPUT_DIR, 'test', 'Uninfected')\n", " )\n", "\n", " print(f\"\\nTotal Parasitized: {total_parasitized}, Uninfected: {total_uninfected}\")\n", " print(\"Dataset split completed.\")" ] }, { "cell_type": "markdown", "id": "61db46d0-cdf2-4b9b-9de1-bc6d30d1be0b", "metadata": {}, "source": [ "## Data Aug and transforms" ] }, { "cell_type": "code", "execution_count": 23, "id": "dc2ce8a9-cec5-401e-8ff6-dff7883ddfd7", "metadata": {}, "outputs": [], "source": [ "IMG_SIZE = (128, 128)\n", "BATCH_SIZE = 32\n", "\n", "# Custom class_to_idx mapping to fix label order\n", "class_to_idx = {'Uninfected': 0, 'Parasitized': 1}\n", "idx_to_class = {v: k for k, v in class_to_idx.items()}\n", "\n", "# Define transforms\n", "train_transforms = transforms.Compose([\n", " transforms.Resize(IMG_SIZE),\n", " transforms.ToTensor(),\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", " transforms.RandomRotation(20),\n", " transforms.RandomHorizontalFlip(),\n", "])\n", "\n", "val_test_transforms = transforms.Compose([\n", " transforms.Resize(IMG_SIZE),\n", " transforms.ToTensor(),\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", "])\n", "\n", "# Custom Dataset Class to enforce class_to_idx\n", "class CustomImageFolder(datasets.ImageFolder):\n", " def __init__(self, root, transform, class_to_idx_override=None):\n", " super().__init__(root=root, transform=transform)\n", " if class_to_idx_override:\n", " self.class_to_idx = class_to_idx_override\n", " self.samples = [\n", " (path, class_to_idx[cls]) \n", " for path, cls_idx in self.samples \n", " for cls in [self.classes[cls_idx]] \n", " if cls in class_to_idx_override\n", " ]\n", " self.classes = list(class_to_idx_override.keys())\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "9f18ccc0-83c5-44a2-814c-9f868ea50bc0", "metadata": {}, "outputs": [], "source": [ "def get_dataloaders():\n", " # Create datasets\n", " train_dataset = CustomImageFolder(root=os.path.join(OUTPUT_DIR, 'train'), transform=train_transforms, class_to_idx_override=class_to_idx)\n", " val_dataset = CustomImageFolder(root=os.path.join(OUTPUT_DIR, 'validation'), transform=val_test_transforms, class_to_idx_override=class_to_idx)\n", " test_dataset = CustomImageFolder(root=os.path.join(OUTPUT_DIR, 'test'), transform=val_test_transforms, class_to_idx_override=class_to_idx)\n", " \n", " # Create data loaders\n", " train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True)\n", " val_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, shuffle=False)\n", " test_loader = DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=False)\n", " \n", " print(f\"Train: {len(train_dataset)}, Val: {len(val_dataset)}, Test: {len(test_dataset)}\")\n", " print(\"Class Mapping:\", train_dataset.class_to_idx)\n", "\n", " return train_loader, val_loader, test_loader, train_dataset, val_dataset, test_dataset" ] }, { "cell_type": "code", "execution_count": 26, "id": "c3677bb7-9708-40e5-b814-6bf2e146b105", "metadata": {}, "outputs": [], "source": [ "def show_batch_sample(loader, dataset):\n", " images, labels = next(iter(loader))\n", " plt.figure(figsize=(12, 6))\n", " for i in range(min(6, BATCH_SIZE)):\n", " img = images[i].numpy().transpose((1, 2, 0))\n", " img = np.clip(img * np.array([0.229, 0.224, 0.225]) + np.array([0.485, 0.456, 0.406]), 0, 1)\n", " plt.subplot(2, 3, i+1)\n", " plt.imshow(img)\n", " plt.title(idx_to_class[labels[i].item()])\n", " plt.axis(\"off\")\n", " plt.suptitle(\"Sample Batch from DataLoader\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 32, "id": "6e5c5406-ae6a-4922-be0e-57cfa4ccec74", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Splitting Parasitized Images:\n", "\n", "Splitting Uninfected Images:\n", "\n", "Total Parasitized: 13780, Uninfected: 13780\n", "Dataset split completed.\n", "Train: 22047, Val: 2755, Test: 2756\n", "Class Mapping: {'Uninfected': 0, 'Parasitized': 1}\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "create_split_folders()\n", "train_loader, val_loader, test_loader, train_dataset, val_dataset, test_dataset = get_dataloaders()\n", "show_batch_sample(train_loader, train_dataset)" ] }, { "cell_type": "code", "execution_count": 34, "id": "4e23caf1-ead1-4ee4-883a-5730b1011d84", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset CustomImageFolder\n", " Number of datapoints: 22047\n", " Root location: malaria_ds/split_dataset/train\n", " StandardTransform\n", "Transform: Compose(\n", " Resize(size=(128, 128), interpolation=bilinear, max_size=None, antialias=True)\n", " ToTensor()\n", " Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n", " RandomRotation(degrees=[-20.0, 20.0], interpolation=nearest, expand=False, fill=0)\n", " RandomHorizontalFlip(p=0.5)\n", " )\n" ] } ], "source": [ "print(train_dataset)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.17" } }, "nbformat": 4, "nbformat_minor": 5 }