diff --git a/Fresh_Ai.ipynb b/Fresh_Ai.ipynb
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index 0000000..f841bfb
--- /dev/null
+++ b/Fresh_Ai.ipynb
@@ -0,0 +1,7722 @@
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+ "state": {
+ "_model_module": "@jupyter-widgets/controls",
+ "_model_module_version": "1.5.0",
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+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "AGNHIksLv73C"
+ },
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+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "PLhFhuZeQA_A"
+ },
+ "source": [
+ "# **FILE PREPARATION!**\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "VU4X-15rQD4x"
+ },
+ "source": [
+ "## **Library**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "UH_L28J_P0aB",
+ "outputId": "497576ac-d01b-4238-9956-9b70ee888ba0"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Importing libraries completed.\n"
+ ]
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import random\n",
+ "import os\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import cv2\n",
+ "import tensorflow as tf\n",
+ "import zipfile\n",
+ "import matplotlib.image as mpimg\n",
+ "\n",
+ "# libraries for TF and transfer learning\n",
+ "from tensorflow.keras.preprocessing import image\n",
+ "from tensorflow.keras.utils import to_categorical\n",
+ "from keras.applications.mobilenet import MobileNet, preprocess_input\n",
+ "from tensorflow.keras.applications.mobilenet_v2 import MobileNetV2\n",
+ "from tensorflow.keras.models import Sequential\n",
+ "from tensorflow.keras.layers import Dropout, Dense,BatchNormalization, Flatten, MaxPool2D\n",
+ "from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau, Callback\n",
+ "from keras.layers import Conv2D, Reshape\n",
+ "from tensorflow.keras.utils import Sequence\n",
+ "from keras.backend import epsilon\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from tensorflow.keras.layers import GlobalAveragePooling2D\n",
+ "from tensorflow.keras.optimizers import Adam\n",
+ "from sklearn.metrics import classification_report, confusion_matrix\n",
+ "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
+ "from shutil import copyfile\n",
+ "from google.colab import files\n",
+ "\n",
+ "# warnings\n",
+ "import warnings\n",
+ "warnings.filterwarnings('ignore')\n",
+ "\n",
+ "print('Importing libraries completed.')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "TKlkcacNQKeL"
+ },
+ "source": [
+ "## **Data Preparation**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "_fA4j-XqQIRy",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "outputId": "a564ee5e-5ecd-4672-8c21-0196cccaf56f"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Mounted at /content/drive\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Connect google colab with your google drive\n",
+ "from google.colab import drive\n",
+ "drive.mount('/content/drive')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "HyHXbPxhQN8k",
+ "outputId": "0cfd8f1f-ffbd-42bc-afbe-801fa9875f23"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f504.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f505.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f506.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f507.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f508.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f509.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f510.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f511.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f512.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f513.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f514.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f515.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f516.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f517.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra/o_f518.png \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (537).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (538).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (539).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (540).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (541).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (542).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (543).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (544).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (545).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (546).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (547).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (548).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (549).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (550).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (551).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (552).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (553).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (554).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (555).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (556).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (557).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (558).jpg \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (560).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (561).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (562).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (563).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (564).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (565).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (566).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (567).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (568).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (569).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (570).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (571).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (572).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (573).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (574).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (575).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (576).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (577).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (578).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (579).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (580).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (581).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (582).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (583).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (584).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (585).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (586).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (587).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (588).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (589).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (590).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (591).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (592).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (593).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (594).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (595).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (596).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (597).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (598).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (599).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (600).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (601).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (602).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (603).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (604).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (605).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (606).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (607).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (608).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (609).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (610).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (611).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (612).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (613).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (614).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (615).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (616).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (617).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (618).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (619).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (620).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (621).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (622).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (623).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (624).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (625).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (626).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (627).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (628).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (629).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (630).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (631).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (632).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (633).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (634).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (635).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (636).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (637).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (638).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (639).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (640).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (641).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (642).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (643).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (644).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (645).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (646).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (647).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (648).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (649).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (650).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (651).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (652).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (653).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (654).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (655).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (656).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (657).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (658).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (659).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (660).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (661).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (662).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (663).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (664).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (665).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (666).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (667).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (668).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (669).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (670).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (7).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (80).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (86).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (87).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (88).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (89).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (90).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (91).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (92).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (93).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (94).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (95).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (96).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (97).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (98).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper/rottenPepper (99).jpg \n",
+ " creating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/\n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_2930.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_2988.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_306.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_3388.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_4242.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_4393.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_5157.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_5161.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_5277.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_5425.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_5730.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_5837.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_6024.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_8430.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_900.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_9110.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_9114.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_9346.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_9621.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_9704.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182208.jpg_0_9726.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182212.jpg_0_1096.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182212.jpg_0_1146.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182212.jpg_0_1319.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182212.jpg_0_1831.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182212.jpg_0_1837.jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd/IMG_20200824_182212.jpg_0_1985.jpg \n",
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+ " creating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/\n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (512).jpg \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (514).jpg \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (516).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (517).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (518).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (519).jpg \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (526).jpg \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (53).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (530).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (531).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (532).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (533).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (534).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (535).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (536).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (537).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (538).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (539).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (54).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (540).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (541).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (542).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (543).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (544).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (545).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (546).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (547).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (548).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (549).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (55).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (550).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (551).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (552).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (553).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (554).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (555).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (556).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (557).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (558).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (559).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (56).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (560).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (561).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (562).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (563).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (564).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (565).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (566).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (567).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (568).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (569).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (57).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (570).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (571).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (572).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (573).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (574).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (575).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (576).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (577).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (578).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (579).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (58).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (580).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (581).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (582).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (583).jpg \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (585).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (586).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (587).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (588).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (589).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (59).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (590).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (591).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (592).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (593).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (6).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (60).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (61).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (62).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (63).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (64).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (65).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (66).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (67).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (68).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (69).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (7).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (70).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (71).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (72).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (73).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (74).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (75).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (76).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (77).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (78).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (79).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (8).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (80).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (81).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (82).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (83).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (84).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (85).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (86).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (87).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (88).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (89).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (9).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (90).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (91).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (92).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (93).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (94).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (95).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (96).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (97).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (98).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber/rottenCucumber (99).jpg \n",
+ " creating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra/\n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra/o_r001.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra/o_r002.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra/o_r003.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra/o_r004.png \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra/o_r005.png \n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra/o_r338.png \n",
+ " creating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenPotato/\n",
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+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (61).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (62).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (63).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (64).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (65).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (66).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (67).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (68).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (69).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (7).jpeg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (7).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (70).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (71).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (72).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (73).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (74).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (75).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (76).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (77).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (78).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (79).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (8).jpeg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (8).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (80).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (81).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (82).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (83).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (84).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (85).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (86).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (87).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (88).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (89).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (9).jpeg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (9).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (90).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (91).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (92).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (93).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (94).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (95).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (96).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (97).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (98).jpg \n",
+ " inflating: Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato/rottenTomato (99).jpg \n"
+ ]
+ }
+ ],
+ "source": [
+ "# Extract the dataset\n",
+ "!unzip '/content/drive/MyDrive/reSaji_Inkubasi🍏/ML/Pt4Custom_Fruits&Vegetables.zip'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import shutil\n",
+ "\n",
+ "# List of directory paths to delete\n",
+ "dir_paths = ['/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshJujube', '/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshGuava', '/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshLemon', '/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshLulo', '/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshPomegranate', '/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshStrawberry', '/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshTamarillo',\n",
+ " '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenJujube', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenGuava', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenLemon', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenLulo', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenPomegranate', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenStrawberry', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenTamarillo']\n",
+ "\n",
+ "# Delete each directory and its contents\n",
+ "for dir_path in dir_paths:\n",
+ " shutil.rmtree(dir_path, ignore_errors=True)\n",
+ " print(f'Directory {dir_path} and all its contents have been deleted.')\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "GQNNoc3WtdZ8",
+ "outputId": "d9244da8-9e4f-4f01-f02d-74fe2820261a"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/FreshJujube and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/FreshGuava and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/FreshLemon and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/FreshLulo and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/FreshPomegranate and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/FreshStrawberry and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/FreshTamarillo and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/RottenJujube and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/RottenGuava and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/RottenLemon and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/RottenLulo and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/RottenPomegranate and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/RottenStrawberry and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Fruits/RottenTamarillo and all its contents have been deleted.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import shutil\n",
+ "\n",
+ "# List of directory paths to delete\n",
+ "dir_paths = [ '/content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshBitterGourd', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshPotato', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshTomato',\n",
+ " '/content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenPotato', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato']\n",
+ "\n",
+ "# Delete each directory and its contents\n",
+ "for dir_path in dir_paths:\n",
+ " shutil.rmtree(dir_path, ignore_errors=True)\n",
+ " print(f'Directory {dir_path} and all its contents have been deleted.')"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "dAR7muDxuSDF",
+ "outputId": "5fd6c8fe-af22-42d6-fa64-32a37d73331d"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshBitterGourd and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshOkra and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshPotato and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshTomato and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenBitterGourd and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenOkra and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenPotato and all its contents have been deleted.\n",
+ "Directory /content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenTomato and all its contents have been deleted.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Buat folder baru untuk menggabungkan isi kedua folder\n",
+ "os.makedirs('/content/Pt4Custom_Fruits&Vegetables/dataset/Apel', exist_ok=True)\n",
+ "\n",
+ "# Pindahkan isi folder1 dan folder2 ke combined_folder\n",
+ "for src_folder in ['/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshApple', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenApple']:\n",
+ " for item in os.listdir(src_folder):\n",
+ " shutil.move(os.path.join(src_folder, item), '/content/Pt4Custom_Fruits&Vegetables/dataset/Apel')\n",
+ "\n",
+ "# Verifikasi isi combined_folder\n",
+ "print(\"Isi combined_folder:\", os.listdir('/content/Pt4Custom_Fruits&Vegetables/dataset/Apel'))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "PDsPbB2hyusR",
+ "outputId": "d1f0a92e-258c-4566-9c7c-0c668d0a6798"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Isi combined_folder: ['freshApple (162).jpg', 'freshApple (541).png', 'freshApple (700).png', 'rottenApple (228).jpg', 'freshApple (464).png', 'freshApple (203).jpg', 'rottenApple (4).webp', 'freshApple (216).jpg', 'freshApple (589).png', 'rottenApple (372).jpg', 'freshApple (776).png', 'freshApple (627).png', 'rottenApple (183).jpg', 'rottenApple (220).jpg', 'freshApple (676).png', 'rottenApple (569).jpg', 'freshApple (720).png', 'rottenApple (77).jpg', 'freshApple (794).png', 'rottenApple (22).jpg', 'freshApple (640).png', 'freshApple (601).png', 'rottenApple (47).jpg', 'rottenApple (431).jpg', 'freshApple (312).jpg', 'rottenApple (124).jpg', 'rottenApple (148).jpg', 'rottenApple (571).jpg', 'freshApple (648).png', 'rottenApple (548).jpg', 'rottenApple (301).jpg', 'rottenApple (355).jpg', 'rottenApple (86).jpg', 'freshApple (308).jpg', 'freshApple (677).png', 'rottenApple (205).jpg', 'rottenApple (555).jpg', 'rottenApple (117).jpg', 'freshApple (263).jpg', 'rottenApple (340).jpg', 'freshApple (766).png', 'rottenApple (35).jpg', 'freshApple (579).png', 'freshApple (538).png', 'rottenApple (345).jpg', 'freshApple (744).png', 'rottenApple (455).jpg', 'freshApple (664).png', 'freshApple (147).jpg', 'freshApple (620).png', 'freshApple (726).png', 'freshApple (584).png', 'rottenApple (273).jpg', 'freshApple (829).png', 'freshApple (518).png', 'freshApple (109).jpg', 'rottenApple (270).jpg', 'freshApple (757).png', 'freshApple (232).jpg', 'freshApple (530).png', 'rottenApple (142).jpg', 'freshApple (248).jpg', 'freshApple (213).jpg', 'rottenApple (366).jpg', 'freshApple (585).png', 'freshApple (229).jpg', 'rottenApple (104).jpg', 'freshApple (475).png', 'freshApple (803).png', 'freshApple (534).png', 'freshApple (539).png', 'rottenApple (381).jpg', 'rottenApple (469).jpg', 'freshApple (429).png', 'rottenApple (130).jpg', 'freshApple (289).jpg', 'rottenApple (251).jpg', 'rottenApple (167).jpg', 'rottenApple (16).jpg', 'freshApple (506).png', 'freshApple (532).png', 'rottenApple (98).jpg', 'rottenApple (230).jpg', 'rottenApple (138).jpg', 'rottenApple (474).jpg', 'freshApple (684).png', 'rottenApple (537).jpg', 'rottenApple (356).jpg', 'rottenApple (119).jpg', 'freshApple (210).jpg', 'freshApple (427).png', 'rottenApple (71).jpg', 'freshApple (439).png', 'rottenApple (359).jpg', 'freshApple (840).png', 'freshApple (497).png', 'rottenApple (289).jpg', 'freshApple (709).png', 'freshApple (592).png', 'freshApple (578).png', 'freshApple (200).jpg', 'rottenApple (287).jpg', 'freshApple (722).png', 'rottenApple (241).jpg', 'rottenApple (370).jpg', 'freshApple (698).png', 'rottenApple (140).jpg', 'rottenApple (445).jpg', 'rottenApple (408).jpg', 'freshApple (513).png', 'rottenApple (361).jpg', 'freshApple (262).jpg', 'freshApple (848).png', 'freshApple (602).png', 'freshApple (798).png', 'rottenApple (149).jpg', 'rottenApple (279).jpg', 'rottenApple (376).jpg', 'rottenApple (238).jpg', 'rottenApple (52).jpg', 'rottenApple (489).jpg', 'rottenApple (495).jpg', 'rottenApple (265).jpg', 'freshApple (466).png', 'rottenApple (133).jpg', 'freshApple (160).jpg', 'freshApple (1).png', 'freshApple (433).png', 'freshApple (672).png', 'rottenApple (237).jpg', 'rottenApple (513).jpg', 'rottenApple (227).jpg', 'rottenApple (300).jpg', 'rottenApple (407).jpg', 'freshApple (209).jpg', 'rottenApple (232).jpg', 'rottenApple (264).jpg', 'freshApple (286).jpg', 'rottenApple (179).jpg', 'freshApple (144).jpg', 'rottenApple (66).jpg', 'rottenApple (422).jpg', 'rottenApple (468).jpg', 'freshApple (536).png', 'freshApple (797).png', 'freshApple (762).png', 'freshApple (657).png', 'rottenApple (518).jpg', 'freshApple (442).png', 'freshApple (514).png', 'rottenApple (443).jpg', 'rottenApple (249).jpg', 'freshApple (593).png', 'rottenApple (40).jpg', 'rottenApple (233).jpg', 'freshApple (291).jpg', 'rottenApple (473).jpg', 'freshApple (212).jpg', 'rottenApple (184).jpg', 'rottenApple (394).jpg', 'freshApple (581).png', 'rottenApple (378).jpg', 'freshApple (473).png', 'rottenApple (129).jpg', 'rottenApple (14).jpg', 'freshApple (768).png', 'rottenApple (486).jpg', 'rottenApple (363).jpg', 'rottenApple (157).jpg', 'freshApple (198).jpg', 'rottenApple (64).jpg', 'freshApple (529).png', 'freshApple (240).jpg', 'rottenApple (213).jpg', 'freshApple (154).jpg', 'freshApple (787).png', 'rottenApple (339).jpg', 'rottenApple (446).jpg', 'rottenApple (105).jpg', 'freshApple (275).jpg', 'rottenApple (556).jpg', 'freshApple (487).png', 'freshApple (490).png', 'freshApple (453).png', 'rottenApple (18).jpg', 'rottenApple (524).jpg', 'rottenApple (143).jpg', 'rottenApple (274).jpg', 'freshApple (772).png', 'rottenApple (137).jpg', 'freshApple (692).png', 'rottenApple (323).jpg', 'freshApple (733).png', 'freshApple (221).jpg', 'rottenApple (425).jpg', 'freshApple (781).png', 'freshApple (784).png', 'rottenApple (302).jpg', 'rottenApple (318).jpg', 'rottenApple (461).jpg', 'freshApple (618).png', 'freshApple (468).png', 'rottenApple (286).jpg', 'rottenApple (444).jpg', 'freshApple (208).jpg', 'freshApple (440).png', 'rottenApple (304).jpg', 'freshApple (614).png', 'rottenApple (494).jpg', 'rottenApple (112).jpg', 'freshApple (437).png', 'rottenApple (578).jpg', 'rottenApple (214).jpg', 'freshApple (277).jpg', 'rottenApple (63).jpg', 'rottenApple (324).jpg', 'rottenApple (406).jpg', 'freshApple (745).png', 'freshApple (180).jpg', 'freshApple (779).png', 'rottenApple (199).jpg', 'freshApple (273).jpg', 'rottenApple (450).jpg', 'rottenApple (337).jpg', 'rottenApple (322).jpg', 'rottenApple (225).jpg', 'rottenApple (76).jpg', 'freshApple (153).jpg', 'rottenApple (496).jpg', 'freshApple (167).jpg', 'freshApple (176).jpg', 'freshApple (199).jpg', 'freshApple (668).png', 'freshApple (554).png', 'freshApple (793).png', 'freshApple (430).png', 'rottenApple (248).jpg', 'freshApple (741).png', 'rottenApple (354).jpg', 'rottenApple (319).jpg', 'freshApple (837).png', 'rottenApple (209).jpg', 'freshApple (169).jpg', 'rottenApple (429).jpg', 'freshApple (449).png', 'rottenApple (551).jpg', 'freshApple (667).png', 'freshApple (685).png', 'freshApple (206).jpg', 'rottenApple (389).jpg', 'rottenApple (472).jpg', 'freshApple (790).png', 'rottenApple (181).jpg', 'freshApple (547).png', 'rottenApple (334).jpg', 'freshApple (469).png', 'freshApple (299).jpg', 'rottenApple (462).jpg', 'rottenApple (253).jpg', 'rottenApple (484).jpg', 'rottenApple (94).jpg', 'freshApple (318).jpg', 'rottenApple (396).jpg', 'freshApple (826).png', 'freshApple (643).png', 'freshApple (693).png', 'rottenApple (256).jpg', 'rottenApple (371).jpg', 'freshApple (783).png', 'rottenApple (54).jpg', 'freshApple (522).png', 'rottenApple (561).jpg', 'freshApple (243).jpg', 'freshApple (734).png', 'rottenApple (36).jpg', 'rottenApple (526).jpg', 'freshApple (630).png', 'rottenApple (471).jpg', 'rottenApple (176).jpg', 'freshApple (479).png', 'freshApple (545).png', 'rottenApple (56).jpg', 'freshApple (562).png', 'freshApple (839).png', 'freshApple (703).png', 'rottenApple (557).jpg', 'freshApple (266).jpg', 'rottenApple (58).jpg', 'freshApple (256).jpg', 'freshApple (193).jpg', 'rottenApple (397).jpg', 'freshApple (675).png', 'freshApple (830).png', 'freshApple (615).png', 'rottenApple (187).jpg', 'rottenApple (531).jpg', 'freshApple (653).png', 'rottenApple (13).jpg', 'freshApple (166).jpg', 'rottenApple (432).jpg', 'rottenApple (10).jpg', 'freshApple (595).png', 'freshApple (557).png', 'rottenApple (298).jpg', 'freshApple (727).png', 'rottenApple (136).jpg', 'freshApple (644).png', 'freshApple (549).png', 'freshApple (666).png', 'rottenApple (153).jpg', 'freshApple (131).jpg', 'rottenApple (211).jpg', 'rottenApple (506).jpg', 'freshApple (457).png', 'rottenApple (240).jpg', 'freshApple (818).png', 'freshApple (556).png', 'freshApple (498).png', 'freshApple (311).jpg', 'freshApple (294).jpg', 'freshApple (491).png', 'freshApple (204).jpg', 'rottenApple (296).jpg', 'freshApple (181).jpg', 'freshApple (674).png', 'rottenApple (572).jpg', 'freshApple (758).png', 'rottenApple (113).jpg', 'freshApple (493).png', 'freshApple (485).png', 'freshApple (816).png', 'rottenApple (269).jpg', 'rottenApple (545).jpg', 'rottenApple (59).jpg', 'rottenApple (185).jpg', 'rottenApple (544).jpg', 'freshApple (572).png', 'rottenApple (414).jpg', 'freshApple (527).png', 'rottenApple (329).jpg', 'rottenApple (409).jpg', 'freshApple (662).png', 'freshApple (760).png', 'rottenApple (72).jpg', 'rottenApple (504).jpg', 'rottenApple (377).jpg', 'freshApple (521).png', 'freshApple (771).png', 'freshApple (548).png', 'freshApple (835).png', 'freshApple (510).png', 'rottenApple (23).jpg', 'rottenApple (115).jpg', 'rottenApple (542).jpg', 'freshApple (588).png', 'rottenApple (85).jpg', 'freshApple (844).png', 'rottenApple (108).jpg', 'rottenApple (261).jpg', 'rottenApple (231).jpg', 'rottenApple (111).jpg', 'freshApple (834).png', 'freshApple (594).png', 'freshApple (838).png', 'rottenApple (316).jpg', 'rottenApple (39).jpg', 'freshApple (519).png', 'freshApple (574).png', 'freshApple (431).png', 'rottenApple (576).jpg', 'rottenApple (349).jpg', 'rottenApple (336).jpg', 'freshApple (567).png', 'rottenApple (12).jpg', 'rottenApple (476).jpg', 'rottenApple (34).jpg', 'rottenApple (193).jpg', 'rottenApple (186).jpg', 'freshApple (568).png', 'rottenApple (533).jpg', 'rottenApple (525).jpg', 'freshApple (563).png', 'rottenApple (69).jpg', 'freshApple (230).jpg', 'rottenApple (70).jpg', 'rottenApple (1).jpeg', 'freshApple (748).png', 'rottenApple (508).jpg', 'rottenApple (277).jpg', 'freshApple (455).png', 'freshApple (226).jpg', 'rottenApple (435).jpg', 'freshApple (436).png', 'freshApple (716).png', 'rottenApple (430).jpg', 'rottenApple (5).jpg', 'freshApple (504).png', 'freshApple (788).png', 'rottenApple (88).jpg', 'freshApple (152).jpg', 'rottenApple (91).jpg', 'rottenApple (107).jpg', 'rottenApple (539).jpg', 'rottenApple (221).jpg', 'freshApple (517).png', 'rottenApple (374).jpg', 'freshApple 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(535).jpg', 'freshApple (495).png', 'freshApple (659).png', 'freshApple (802).png', 'freshApple (569).png', 'rottenApple (312).jpg', 'freshApple (740).png', 'freshApple (316).jpg', 'rottenApple (491).jpg', 'rottenApple (235).jpg', 'freshApple (508).png', 'freshApple (222).jpg', 'freshApple (303).jpg', 'freshApple (582).png', 'freshApple (194).jpg', 'rottenApple (384).jpg', 'rottenApple (490).jpg', 'freshApple (599).png', 'freshApple (546).png', 'rottenApple (459).jpg', 'freshApple (155).jpg', 'freshApple (134).jpg', 'rottenApple (328).jpg', 'rottenApple (470).jpg', 'rottenApple (174).jpg', 'freshApple (642).png', 'freshApple (305).jpg', 'freshApple (695).png', 'rottenApple (475).jpg', 'rottenApple (96).jpg', 'freshApple (281).jpg', 'freshApple (635).png', 'rottenApple (49).jpg', 'rottenApple (441).jpg', 'rottenApple (550).jpg', 'rottenApple (212).jpg', 'freshApple (211).jpg', 'rottenApple (3).webp', 'rottenApple (171).jpg', 'rottenApple (156).jpg', 'freshApple (219).jpg', 'freshApple (172).jpg', 'rottenApple (481).jpg', 'rottenApple (351).jpg', 'rottenApple (532).jpg', 'rottenApple (161).jpg', 'freshApple (756).png', 'freshApple (810).png', 'rottenApple (534).jpg', 'rottenApple (512).jpg', 'freshApple (583).png', 'rottenApple (398).jpg', 'rottenApple (479).jpg', 'freshApple (432).png', 'freshApple (477).png', 'freshApple (742).png', 'rottenApple (342).jpg', 'rottenApple (128).jpg', 'freshApple (691).png', 'freshApple (680).png', 'rottenApple (84).jpg', 'freshApple (482).png', 'rottenApple (207).jpg', 'rottenApple (327).jpg', 'rottenApple (478).jpg', 'freshApple (459).png', 'rottenApple (8).jpg', 'freshApple (306).jpg', 'freshApple (669).png', 'rottenApple (255).jpg', 'rottenApple (268).jpg', 'rottenApple (391).jpg', 'freshApple (441).png', 'rottenApple (263).jpg', 'freshApple (699).png', 'freshApple (470).png', 'freshApple (708).png', 'rottenApple (204).jpg', 'freshApple (282).jpg', 'rottenApple (562).jpg', 'freshApple (629).png', 'rottenApple (502).jpg', 'rottenApple (99).jpg', 'rottenApple (57).jpg', 'rottenApple (82).jpg', 'rottenApple (433).jpg', 'rottenApple (141).jpg', 'rottenApple (109).jpg', 'freshApple (251).jpg', 'rottenApple (514).jpg', 'freshApple (842).png', 'rottenApple (439).jpg', 'freshApple (792).png', 'freshApple (704).png', 'freshApple (246).jpg', 'freshApple (218).jpg', 'freshApple (236).jpg', 'freshApple (238).jpg', 'freshApple (625).png', 'rottenApple (175).jpg', 'freshApple (607).png', 'freshApple (690).png', 'rottenApple (177).jpg', 'rottenApple (346).jpg', 'rottenApple (272).jpg', 'rottenApple (417).jpg', 'rottenApple (326).jpg', 'rottenApple (236).jpg', 'rottenApple (62).jpg', 'freshApple (632).png', 'freshApple (796).png', 'freshApple (451).png', 'rottenApple (520).jpg', 'rottenApple (60).jpg', 'rottenApple (466).jpg', 'freshApple (679).png', 'rottenApple (206).jpg', 'freshApple (304).jpg', 'freshApple (777).png', 'rottenApple (332).jpg', 'rottenApple (386).jpg', 'freshApple (175).jpg', 'freshApple (108).jpg', 'freshApple (205).jpg', 'rottenApple (11).jpg', 'freshApple (564).png', 'rottenApple (188).jpg', 'freshApple (253).jpg', 'freshApple (157).jpg', 'freshApple (721).png', 'rottenApple (6).jpg', 'freshApple (287).jpg', 'rottenApple (393).jpg', 'freshApple (841).png', 'rottenApple (198).jpg', 'freshApple (714).png', 'freshApple (161).jpg', 'rottenApple (223).jpg', 'rottenApple (97).jpg', 'rottenApple (500).jpg', 'rottenApple (427).jpg']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Buat folder baru untuk menggabungkan isi kedua folder\n",
+ "os.makedirs('/content/Pt4Custom_Fruits&Vegetables/dataset/Pisang', exist_ok=True)\n",
+ "\n",
+ "# Pindahkan isi folder1 dan folder2 ke combined_folder\n",
+ "for src_folder in ['/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshBanana', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenBanana']:\n",
+ " for item in os.listdir(src_folder):\n",
+ " shutil.move(os.path.join(src_folder, item), '/content/Pt4Custom_Fruits&Vegetables/dataset/Pisang')\n",
+ "\n",
+ "# Verifikasi isi combined_folder\n",
+ "print(\"Isi combined_folder:\", os.listdir('/content/Pt4Custom_Fruits&Vegetables/dataset/Pisang'))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "-wX0Tjmyz7jO",
+ "outputId": "1d57d6b6-9485-493a-d0ff-3adec95afca9"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Isi combined_folder: ['rottenBanana (552).jpg', 'freshBanana (5).jpg', 'freshBanana (369).jpg', 'rottenBanana (187).jpg', 'freshBanana (77).png', 'rottenBanana (290).jpg', 'freshBanana (36).png', 'rottenBanana (2).jpg', 'rottenBanana (524).jpg', 'freshBanana (78).png', 'rottenBanana (229).jpg', 'freshBanana (395).jpg', 'rottenBanana (148).jpg', 'freshBanana (273).jpg', 'rottenBanana (449).jpg', 'freshBanana (20).jpg', 'rottenBanana (569).jpg', 'freshBanana (419).jpg', 'rottenBanana (432).jpg', 'freshBanana (220).jpg', 'freshBanana (129).png', 'rottenBanana (83).jpg', 'freshBanana (163).png', 'rottenBanana (285).jpg', 'rottenBanana (497).jpg', 'freshBanana (84).jpg', 'rottenBanana (441).jpg', 'freshBanana (168).jpg', 'freshBanana (259).jpg', 'rottenBanana (226).jpg', 'freshBanana (131).png', '183394.jpg', 'freshBanana (57).jpg', 'freshBanana (404).jpg', 'rottenBanana (255).jpg', 'freshBanana (270).jpg', 'freshBanana (215).jpg', 'rottenBanana (193).jpg', 'freshBanana (68).jpg', 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'rottenBanana (141).jpg', 'rottenBanana (294).jpg', 'freshBanana (183).jpg', 'rottenBanana (79).jpg', 'freshBanana (384).jpg', 'freshBanana (299).jpg', 'rottenBanana (293).jpg', 'freshBanana (371).jpg', 'rottenBanana (213).jpg', 'freshBanana (320).jpg', 'freshBanana (52).jpg', 'freshBanana (313).jpg', 'rottenBanana (426).jpg', 'freshBanana (334).jpg', 'rottenBanana (446).jpg', 'freshBanana (335).jpg', 'freshBanana (101).jpg', 'rottenBanana (66).jpg', 'rottenBanana (5).jpg', 'freshBanana (81).png', 'rottenBanana (117).jpg', 'freshBanana (58).jpg', 'rottenBanana (314).jpg', 'freshBanana (210).jpg', 'freshBanana (6).png', 'freshBanana (240).jpg', 'rottenBanana (230).jpg', 'freshBanana (135).jpg', 'freshBanana (277).jpg', 'freshBanana (12).png', 'freshBanana (151).png', 'rottenBanana (344).jpg', 'freshBanana (327).jpg', '183379.jpg', 'freshBanana (149).png', 'rottenBanana (169).jpg', 'rottenBanana (274).jpg', 'rottenBanana (240).jpg', 'rottenBanana (566).jpg', 'rottenBanana (361).jpg', 'freshBanana (23).png', 'rottenBanana (383).jpg', 'rottenBanana (68).jpg', 'freshBanana (122).jpg', 'rottenBanana (299).jpg', 'rottenBanana (401).jpg', 'freshBanana (121).png', 'freshBanana (141).png', 'rottenBanana (491).jpg', 'rottenBanana (85).jpg', 'rottenBanana (505).jpg', 'rottenBanana (212).jpg', 'freshBanana (234).jpg', 'freshBanana (241).jpg', 'freshBanana (154).png', 'freshBanana (181).jpg', 'rottenBanana (267).jpg', '183376.jpg', 'rottenBanana (119).jpg', 'rottenBanana (507).jpg', 'rottenBanana (9).jpg', 'rottenBanana (80).jpg', 'rottenBanana (472).jpg', 'freshBanana (46).png', 'rottenBanana (219).jpg', 'freshBanana (244).jpg', 'freshBanana (231).jpg', 'freshBanana (107).png', 'rottenBanana (125).jpg', 'freshBanana (329).jpg', 'rottenBanana (483).jpg', 'rottenBanana (392).jpg', 'freshBanana (50).png']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Buat folder baru untuk menggabungkan isi kedua folder\n",
+ "os.makedirs('/content/Pt4Custom_Fruits&Vegetables/dataset/Jeruk', exist_ok=True)\n",
+ "\n",
+ "# Pindahkan isi folder1 dan folder2 ke combined_folder\n",
+ "for src_folder in ['/content/Pt4Custom_Fruits&Vegetables/Fruits/FreshOrange', '/content/Pt4Custom_Fruits&Vegetables/Fruits/RottenOrange']:\n",
+ " for item in os.listdir(src_folder):\n",
+ " shutil.move(os.path.join(src_folder, item), '/content/Pt4Custom_Fruits&Vegetables/dataset/Jeruk')\n",
+ "\n",
+ "# Verifikasi isi combined_folder\n",
+ "print(\"Isi combined_folder:\", os.listdir('/content/Pt4Custom_Fruits&Vegetables/dataset/Jeruk'))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "EOH-Ac7T0FKk",
+ "outputId": "3798aefe-eb88-4dfc-d33e-f1af05c67975"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Isi combined_folder: ['rottenOrange (541).jpg', 'freshOrange (297).png', '183302.jpg', 'rottenOrange (14).jpg', 'freshOrange (73).jpg', 'rottenOrange (329).jpg', 'rottenOrange (421).jpg', 'rottenOrange (548).jpg', 'rottenOrange (115).jpg', 'rottenOrange (488).jpg', '183269.jpg', 'rottenOrange (165).jpg', 'freshOrange (115).jpg', 'freshOrange (48).jpg', 'rottenOrange (386).jpg', 'rottenOrange (174).jpg', 'rottenOrange (568).jpg', 'freshOrange (285).jpg', 'freshOrange (112).png', 'rottenOrange (266).jpg', 'freshOrange (140).png', 'rottenOrange (483).jpg', 'rottenOrange (119).jpg', 'rottenOrange (1).jpg', 'freshOrange (86).png', 'rottenOrange (469).jpg', 'rottenOrange (528).jpg', 'freshOrange (32).jpg', 'freshOrange (267).jpg', 'freshOrange (283).jpg', 'rottenOrange (7).jpg', 'rottenOrange (95).jpg', 'rottenOrange (340).jpg', 'rottenOrange (565).jpg', 'freshOrange (217).jpg', 'freshOrange (45).png', 'freshOrange (15).jpg', 'rottenOrange (25).jpg', 'freshOrange (232).jpg', 'rottenOrange (48).jpg', '183285.jpg', 'rottenOrange (70).jpg', 'rottenOrange (231).jpg', 'freshOrange (266).jpg', 'rottenOrange (291).jpg', 'rottenOrange (360).jpg', 'freshOrange (19).jpg', '183354.jpg', 'freshOrange (173).jpg', 'rottenOrange (395).jpg', 'rottenOrange (155).jpg', 'freshOrange (206).jpg', 'rottenOrange (529).jpg', 'rottenOrange (173).jpg', 'rottenOrange (569).jpg', 'rottenOrange (311).jpg', '183293.jpg', 'freshOrange (51).png', 'freshOrange (4).png', 'rottenOrange (226).jpg', 'rottenOrange (194).jpg', 'rottenOrange (3).jpg', 'rottenOrange (287).jpg', 'freshOrange (245).png', '183355.jpg', 'rottenOrange (182).jpg', 'rottenOrange (269).jpg', 'freshOrange (212).png', 'rottenOrange (41).jpg', 'freshOrange (67).png', 'freshOrange (192).png', '183281.jpg', 'freshOrange (167).png', 'rottenOrange (189).jpg', 'freshOrange (78).png', '183290.jpg', 'rottenOrange (388).jpg', 'freshOrange (23).png', 'rottenOrange (282).jpg', 'freshOrange (74).jpg', 'freshOrange (96).png', 'freshOrange (14).jpg', 'rottenOrange (224).jpg', 'freshOrange (58).jpg', 'rottenOrange (538).jpg', 'freshOrange (282).png', 'freshOrange (181).jpg', 'rottenOrange (451).jpg', 'rottenOrange (550).jpg', 'rottenOrange (318).jpg', 'rottenOrange (148).jpg', 'freshOrange (54).png', 'freshOrange (2).png', 'rottenOrange (546).jpg', 'rottenOrange (313).jpg', 'rottenOrange (326).jpg', 'freshOrange (10).png', 'rottenOrange (428).jpg', 'freshOrange (279).png', 'freshOrange (272).png', 'rottenOrange (382).jpg', '183287.jpg', 'freshOrange (91).jpg', 'freshOrange (169).png', 'rottenOrange (344).jpg', 'rottenOrange (128).jpg', 'freshOrange (193).png', 'rottenOrange (122).jpg', '183283.jpg', '183284.jpg', '183301.jpg', 'freshOrange (181).png', 'freshOrange (97).jpg', 'freshOrange (277).jpg', 'rottenOrange (336).jpg', 'rottenOrange (39).jpg', '183275.jpg', 'freshOrange (302).jpg', 'freshOrange (179).png', 'rottenOrange (512).jpg', 'freshOrange (291).jpg', 'rottenOrange (193).jpg', 'rottenOrange (142).jpg', 'rottenOrange 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'freshOrange (166).png', 'freshOrange (245).jpg', 'freshOrange (98).jpg', 'freshOrange (170).png', 'rottenOrange (374).jpg', 'rottenOrange (5).jpg', 'rottenOrange (338).jpg', 'rottenOrange (22).jpg', 'freshOrange (253).png', 'rottenOrange (494).jpg', 'freshOrange (55).png', 'freshOrange (202).jpg', 'freshOrange (168).jpg', 'rottenOrange (242).jpg', 'freshOrange (94).jpg', 'freshOrange (233).png', 'rottenOrange (292).jpg', 'rottenOrange (183).jpg', 'freshOrange (191).png', 'rottenOrange (285).jpg', 'freshOrange (109).jpg', 'freshOrange (22).jpg', 'freshOrange (54).jpg', 'rottenOrange (139).jpg', 'freshOrange (14).png', 'rottenOrange (440).jpg', 'rottenOrange (476).jpg', 'freshOrange (41).jpg', 'freshOrange (199).jpg', 'freshOrange (87).jpg', 'rottenOrange (203).jpg', 'freshOrange (304).png', 'freshOrange (305).jpg', 'freshOrange (155).jpg', '183352.jpg', 'freshOrange (174).jpg', 'rottenOrange (138).jpg', 'rottenOrange (253).jpg', 'rottenOrange (88).jpg', 'freshOrange (271).jpg', 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'rottenOrange (352).jpg', 'rottenOrange (427).jpg', '183340.jpg', 'rottenOrange (47).jpg', 'rottenOrange (549).jpg', 'rottenOrange (442).jpg', 'rottenOrange (563).jpg', 'freshOrange (124).png', 'freshOrange (138).png', 'freshOrange (226).jpg', 'freshOrange (113).jpg', 'freshOrange (90).png', 'rottenOrange (453).jpg', 'rottenOrange (102).jpg', 'freshOrange (130).png', 'freshOrange (156).png', 'freshOrange (141).jpg', 'rottenOrange (479).jpg', 'freshOrange (197).jpg', 'freshOrange (137).jpg', 'rottenOrange (161).jpg', 'rottenOrange (73).jpg', 'freshOrange (266).png', 'rottenOrange (559).jpg', 'freshOrange (223).jpg', 'rottenOrange (534).jpg', 'freshOrange (18).jpg', 'rottenOrange (46).jpg', 'rottenOrange (513).jpg', 'freshOrange (207).png', 'freshOrange (234).png', 'freshOrange (229).png', 'rottenOrange (547).jpg', 'rottenOrange (261).jpg', 'freshOrange (240).png', 'rottenOrange (164).jpg']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Buat folder baru untuk menggabungkan isi kedua folder\n",
+ "os.makedirs('/content/Pt4Custom_Fruits&Vegetables/dataset/Paprika', exist_ok=True)\n",
+ "\n",
+ "# Pindahkan isi folder1 dan folder2 ke combined_folder\n",
+ "for src_folder in ['/content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshBellpepper', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenBellpepper']:\n",
+ " for item in os.listdir(src_folder):\n",
+ " shutil.move(os.path.join(src_folder, item), '/content/Pt4Custom_Fruits&Vegetables/dataset/Paprika')\n",
+ "\n",
+ "# Verifikasi isi combined_folder\n",
+ "print(\"Isi combined_folder:\", os.listdir('/content/Pt4Custom_Fruits&Vegetables/dataset/Paprika'))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "KUeofE0B0M31",
+ "outputId": "0afe2784-7b53-4bf4-dccb-b03b6529c529"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Isi combined_folder: ['freshPepper (442).jpg', 'rottenPepper (485).jpg', 'rottenPepper (197).jpg', 'freshPepper (271).jpg', 'rottenPepper (371).jpg', 'rottenPepper (377).jpg', 'freshPepper (382).jpg', 'rottenPepper (329).jpg', 'freshPepper (20).jpg', 'freshPepper (172).jpg', 'rottenPepper (418).jpg', 'rottenPepper (433).jpg', 'rottenPepper (135).jpg', 'freshPepper (527).jpg', 'freshPepper (495).jpg', 'rottenPepper (429).jpg', 'freshPepper (545).jpg', 'rottenPepper (670).jpg', 'freshPepper (544).jpg', 'rottenPepper (631).jpg', 'freshPepper (417).jpg', 'freshPepper (510).jpg', 'rottenPepper (529).jpg', 'rottenPepper (93).jpg', 'freshPepper (582).jpg', 'freshPepper (600).jpg', 'freshPepper (474).jpg', 'freshPepper (169).jpg', 'freshPepper (587).jpg', 'freshPepper (344).jpg', 'freshPepper (261).jpg', 'rottenPepper (293).jpg', 'rottenPepper (624).jpg', 'freshPepper (116).jpg', 'freshPepper (266).jpg', 'rottenPepper (223).jpg', 'rottenPepper (572).jpg', 'rottenPepper (497).jpg', 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'rottenPepper (593).jpg', 'freshPepper (139).jpg', 'freshPepper (508).jpg', 'freshPepper (567).jpg', 'freshPepper (408).jpg', 'freshPepper (371).jpg', 'freshPepper (339).jpg', 'freshPepper (1).png', 'freshPepper (384).jpg', 'freshPepper (565).jpg', 'freshPepper (284).jpg', 'rottenPepper (603).jpg', 'freshPepper (410).jpg', 'rottenPepper (299).jpg', 'freshPepper (460).jpg', 'freshPepper (117).jpg', 'freshPepper (486).jpg', 'freshPepper (147).jpg', 'freshPepper (267).jpg', 'freshPepper (185).jpg', 'freshPepper (114).jpg', 'rottenPepper (118).jpg', 'rottenPepper (630).jpg', 'rottenPepper (108).jpg', 'rottenPepper (160).jpg', 'rottenPepper (612).jpg', 'rottenPepper (95).jpg', 'rottenPepper (149).jpg', 'rottenPepper (664).jpg', 'rottenPepper (374).jpg', 'rottenPepper (487).jpg', 'rottenPepper (628).jpg', 'freshPepper (4).jpg', 'rottenPepper (314).jpg', 'freshPepper (517).jpg', 'rottenPepper (226).jpg', 'rottenPepper (289).jpg', 'rottenPepper (252).jpg', 'rottenPepper (141).jpg', 'rottenPepper (310).jpg', 'freshPepper (531).jpg', 'rottenPepper (88).jpg', 'freshPepper (583).jpg', 'freshPepper (175).jpg', 'freshPepper (553).jpg', 'freshPepper (352).jpg', 'freshPepper (332).jpg', 'freshPepper (182).jpg', 'freshPepper (450).jpg', 'rottenPepper (183).jpg', 'rottenPepper (214).jpg', 'freshPepper (578).jpg', 'freshPepper (519).jpg', 'freshPepper (224).jpg', 'rottenPepper (621).jpg', 'rottenPepper (663).jpg', 'rottenPepper (611).jpg', 'rottenPepper (263).jpg', 'rottenPepper (362).jpg', 'freshPepper (230).jpg', 'rottenPepper (434).jpg', 'freshPepper (538).jpg', 'rottenPepper (294).jpg', 'freshPepper (276).jpg', 'rottenPepper (98).jpg', 'rottenPepper (584).jpg', 'freshPepper (133).jpg']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Buat folder baru untuk menggabungkan isi kedua folder\n",
+ "os.makedirs('/content/Pt4Custom_Fruits&Vegetables/dataset/Wortel', exist_ok=True)\n",
+ "\n",
+ "# Pindahkan isi folder1 dan folder2 ke combined_folder\n",
+ "for src_folder in ['/content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshCarrot', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenCarrot']:\n",
+ " for item in os.listdir(src_folder):\n",
+ " shutil.move(os.path.join(src_folder, item), '/content/Pt4Custom_Fruits&Vegetables/dataset/Wortel')\n",
+ "\n",
+ "# Verifikasi isi combined_folder\n",
+ "print(\"Isi combined_folder:\", os.listdir('/content/Pt4Custom_Fruits&Vegetables/dataset/Wortel'))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "BNyTpL5K0X6y",
+ "outputId": "46f3b049-d2a6-4047-806f-32dfb8271adb"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
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'rottenCarrot (231).jpg', 'rottenCarrot (274).jpg', 'rottenCarrot (472).jpg', 'freshCarrot (447).jpg', 'freshCarrot (208).jpg', 'rottenCarrot (500).jpg', 'rottenCarrot (504).jpg', 'freshCarrot (371).jpg', 'freshCarrot (280).jpg', 'freshCarrot (378).jpg', 'rottenCarrot (373).jpg', 'freshCarrot (305).jpg', 'rottenCarrot (125).jpg', 'freshCarrot (9).jpeg', 'freshCarrot (277).jpg', 'rottenCarrot (189).jpg', 'freshCarrot (19).jpg', 'freshCarrot (180).jpg', 'freshCarrot (207).jpg', 'freshCarrot (349).jpg', 'freshCarrot (548).jpg', 'rottenCarrot (397).jpg', 'freshCarrot (234).jpg', 'freshCarrot (271).jpg', 'rottenCarrot (521).jpg', 'rottenCarrot (531).jpg', 'freshCarrot (267).jpg', 'rottenCarrot (92).jpg', 'freshCarrot (589).jpg', 'freshCarrot (444).jpg', 'rottenCarrot (91).jpg', 'freshCarrot (389).jpg', 'rottenCarrot (74).jpg', 'rottenCarrot (393).jpg', 'rottenCarrot (543).jpg', 'rottenCarrot (16).jpg', 'freshCarrot (139).jpg', 'rottenCarrot (169).jpg', 'rottenCarrot (322).jpg', 'rottenCarrot (268).jpg', 'rottenCarrot (554).jpg', 'rottenCarrot (497).jpg', 'freshCarrot (169).jpg', 'rottenCarrot (221).jpg', 'freshCarrot (533).jpg', 'rottenCarrot (343).jpg', 'rottenCarrot (179).jpg', 'rottenCarrot (299).jpg', 'rottenCarrot (303).jpg', 'freshCarrot (594).jpg', 'freshCarrot (252).jpg', 'freshCarrot (600).jpg', 'rottenCarrot (113).jpg', 'rottenCarrot (533).jpg', 'freshCarrot (464).jpg', 'rottenCarrot (164).jpg', 'freshCarrot (412).jpg', 'freshCarrot (411).jpg', 'rottenCarrot (195).jpg', 'rottenCarrot (234).jpg', 'rottenCarrot (509).jpg', 'rottenCarrot (452).jpg', 'freshCarrot (560).jpg', 'freshCarrot (482).jpg', 'freshCarrot (257).jpg', 'freshCarrot (321).jpg', 'rottenCarrot (186).jpg', 'rottenCarrot (347).jpg', 'freshCarrot (276).jpg', 'freshCarrot (438).jpg', 'rottenCarrot (478).jpg', 'freshCarrot (372).jpg', 'freshCarrot (172).jpg', 'freshCarrot (28).jpg', 'rottenCarrot (78).jpg', 'rottenCarrot (374).jpg', 'rottenCarrot (106).jpg', 'rottenCarrot (424).jpg', 'freshCarrot (83).jpg', 'rottenCarrot (361).jpg', 'rottenCarrot (315).jpg', 'freshCarrot (48).jpg', 'freshCarrot (264).jpg', 'rottenCarrot (571).jpg', 'rottenCarrot (542).jpg', 'freshCarrot (550).jpg', 'freshCarrot (416).jpg', 'rottenCarrot (528).jpg', 'freshCarrot (160).jpg', 'rottenCarrot (527).jpg', 'freshCarrot (294).jpg', 'freshCarrot (204).jpg', 'rottenCarrot (448).jpg', 'freshCarrot (373).jpg', 'freshCarrot (148).jpg', 'rottenCarrot (312).jpg', 'rottenCarrot (467).jpg', 'freshCarrot (39).jpg', 'freshCarrot (319).jpg', 'freshCarrot (107).jpg', 'rottenCarrot (355).jpg', 'freshCarrot (44).jpg', 'freshCarrot (3).jpg', 'rottenCarrot (79).jpg', 'freshCarrot (26).jpg', 'freshCarrot (146).jpg', 'freshCarrot (593).jpg', 'rottenCarrot (436).jpg', 'freshCarrot (326).jpg', 'freshCarrot (21).jpg', 'freshCarrot (520).jpg', 'freshCarrot (273).jpg', 'freshCarrot (80).jpg', 'rottenCarrot (405).jpg', 'rottenCarrot (496).jpg', 'rottenCarrot (69).jpg', 'freshCarrot (61).jpg', 'freshCarrot (225).jpg', 'freshCarrot (18).jpg', 'rottenCarrot (238).jpg', 'rottenCarrot (348).jpg', 'freshCarrot (471).jpg', 'rottenCarrot (569).jpg', 'freshCarrot (461).jpg', 'freshCarrot (312).jpg', 'rottenCarrot (296).jpg', 'rottenCarrot (470).jpg', 'freshCarrot (352).jpg', 'freshCarrot (605).jpg', 'freshCarrot (164).jpg', 'rottenCarrot (479).jpg', 'rottenCarrot (471).jpg', 'freshCarrot (124).jpg', 'rottenCarrot (558).jpg', 'rottenCarrot (256).jpg', 'rottenCarrot (301).jpg', 'freshCarrot (350).jpg', 'freshCarrot (592).jpg', 'rottenCarrot (159).jpg', 'freshCarrot (506).jpg', 'freshCarrot (473).jpg', 'freshCarrot (165).jpg', 'rottenCarrot (246).jpg', 'freshCarrot (323).jpg', 'rottenCarrot (523).jpg', 'rottenCarrot (250).jpg', 'rottenCarrot (431).jpg', 'rottenCarrot (463).jpg', 'freshCarrot (356).jpg', 'freshCarrot (452).jpg', 'rottenCarrot (158).jpg', 'freshCarrot (240).jpg', 'freshCarrot (449).jpg', 'rottenCarrot (192).jpg', 'rottenCarrot (200).jpg', 'freshCarrot (568).jpg', 'rottenCarrot (148).jpg', 'freshCarrot (32).jpg', 'rottenCarrot (190).jpg', 'freshCarrot (578).jpg', 'freshCarrot (531).jpg', 'freshCarrot (1).jpg', 'rottenCarrot (211).jpg', 'rottenCarrot (243).jpg', 'freshCarrot (522).jpg', 'freshCarrot (181).jpg', 'rottenCarrot (349).jpg', 'rottenCarrot (519).jpg', 'freshCarrot (504).jpg', 'freshCarrot (370).jpg', 'freshCarrot (45).jpg', 'rottenCarrot (546).jpg', 'rottenCarrot (213).jpg', 'rottenCarrot (357).jpg', 'freshCarrot (291).jpg', 'rottenCarrot (507).jpg', 'rottenCarrot (423).jpg', 'freshCarrot (16).jpg', 'rottenCarrot (360).jpg', 'freshCarrot (480).jpg', 'freshCarrot (448).jpg', 'rottenCarrot (572).jpg', 'rottenCarrot (235).jpg', 'freshCarrot (483).jpg', 'rottenCarrot (118).jpg', 'rottenCarrot (54).jpg', 'rottenCarrot (58).jpg', 'freshCarrot (246).jpg', 'freshCarrot (596).jpg', 'freshCarrot (102).jpg', 'freshCarrot (287).jpg', 'rottenCarrot (464).jpg', 'rottenCarrot (409).jpg', 'freshCarrot (320).jpg', 'rottenCarrot (351).jpg', 'rottenCarrot (1).jpeg', 'rottenCarrot (180).jpg', 'rottenCarrot (23).jpg', 'freshCarrot (274).jpg', 'freshCarrot (54).jpg', 'rottenCarrot (150).jpg', 'rottenCarrot (5).jpg', 'freshCarrot (526).jpg', 'rottenCarrot (156).jpg', 'rottenCarrot (4).jpg', 'rottenCarrot (270).jpg', 'freshCarrot (141).jpg', 'rottenCarrot (337).jpg', 'freshCarrot (486).jpg', 'freshCarrot (79).jpg', 'rottenCarrot (263).jpg', 'freshCarrot (558).jpg', 'rottenCarrot (151).jpg', 'freshCarrot (365).jpg', 'freshCarrot (128).jpg', 'freshCarrot (221).jpg', 'rottenCarrot (94).jpg', 'freshCarrot (149).jpg', 'freshCarrot (324).jpg', 'freshCarrot (316).jpg', 'rottenCarrot (217).jpg', 'freshCarrot (421).jpg', 'rottenCarrot (476).jpg', 'rottenCarrot (73).jpg', 'freshCarrot (303).jpg', 'freshCarrot (30).jpg', 'rottenCarrot (100).jpg', 'freshCarrot (192).jpg', 'freshCarrot (399).jpg', 'rottenCarrot (503).jpg', 'freshCarrot (564).jpg', 'rottenCarrot (499).jpg', 'rottenCarrot (412).jpg', 'freshCarrot (8).jpeg', 'rottenCarrot (32).jpg', 'rottenCarrot (310).jpg', 'rottenCarrot (255).jpg', 'freshCarrot (542).jpg', 'rottenCarrot (66).jpg', 'rottenCarrot (390).jpg', 'freshCarrot (402).jpg', 'rottenCarrot (491).jpg', 'freshCarrot (498).jpg', 'rottenCarrot (30).jpg', 'freshCarrot (462).jpg', 'freshCarrot (475).jpg', 'rottenCarrot (137).jpg', 'freshCarrot (499).jpg', 'freshCarrot (17).jpg', 'rottenCarrot (489).jpg', 'rottenCarrot (90).jpg', 'rottenCarrot (173).jpg', 'freshCarrot (309).jpg', 'rottenCarrot (563).jpg', 'freshCarrot (346).jpg', 'freshCarrot (586).jpg', 'rottenCarrot (287).jpg', 'rottenCarrot (142).jpg', 'rottenCarrot (395).jpg', 'freshCarrot (64).jpg', 'freshCarrot (134).jpg', 'freshCarrot (278).jpg', 'freshCarrot (199).jpg', 'freshCarrot (71).jpg', 'rottenCarrot (469).jpg', 'rottenCarrot (171).jpg', 'rottenCarrot (152).jpg', 'freshCarrot (126).jpg', 'rottenCarrot (559).jpg', 'freshCarrot (374).jpg', 'rottenCarrot (110).jpg', 'rottenCarrot (494).jpg', 'freshCarrot (546).jpg', 'rottenCarrot (62).jpg', 'rottenCarrot (237).jpg', 'rottenCarrot (14).jpg', 'rottenCarrot (331).jpg', 'freshCarrot (307).jpg', 'freshCarrot (120).jpg', 'freshCarrot (47).jpg', 'rottenCarrot (214).jpg', 'rottenCarrot (492).jpg', 'freshCarrot (561).jpg', 'rottenCarrot (451).jpg', 'freshCarrot (38).jpg', 'rottenCarrot (565).jpg', 'freshCarrot (383).jpg', 'freshCarrot (513).jpg', 'rottenCarrot (513).jpg', 'freshCarrot (236).jpg', 'freshCarrot (56).jpg', 'rottenCarrot (76).jpg', 'rottenCarrot (545).jpg', 'freshCarrot (4).jpg', 'freshCarrot (295).jpg']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Buat folder baru untuk menggabungkan isi kedua folder\n",
+ "os.makedirs('/content/Pt4Custom_Fruits&Vegetables/dataset/Timun', exist_ok=True)\n",
+ "\n",
+ "# Pindahkan isi folder1 dan folder2 ke combined_folder\n",
+ "for src_folder in ['/content/Pt4Custom_Fruits&Vegetables/Vegetables/FreshCucumber', '/content/Pt4Custom_Fruits&Vegetables/Vegetables/RottenCucumber']:\n",
+ " for item in os.listdir(src_folder):\n",
+ " shutil.move(os.path.join(src_folder, item), '/content/Pt4Custom_Fruits&Vegetables/dataset/Timun')\n",
+ "\n",
+ "# Verifikasi isi combined_folder\n",
+ "print(\"Isi combined_folder:\", os.listdir('/content/Pt4Custom_Fruits&Vegetables/dataset/Timun'))"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "4J-t4Dei0idd",
+ "outputId": "09c1f91d-73b1-4366-d2da-5717062a9ed1"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Isi combined_folder: ['freshCucumber (281).jpg', 'rottenCucumber (352).jpg', 'rottenCucumber (240).jpg', 'freshCucumber (90).jpg', 'freshCucumber (112).jpg', 'rottenCucumber (109).jpg', 'freshCucumber (434).jpg', 'freshCucumber (155).jpg', 'rottenCucumber (3).jpg', 'rottenCucumber (140).jpg', 'rottenCucumber (129).jpg', 'freshCucumber (43).jpg', 'freshCucumber (339).jpg', 'rottenCucumber (137).jpg', 'rottenCucumber (94).jpg', 'rottenCucumber (158).jpg', 'rottenCucumber (46).jpg', 'rottenCucumber (423).jpg', 'freshCucumber (455).jpg', 'rottenCucumber (439).jpg', 'rottenCucumber (263).jpg', 'rottenCucumber (329).jpg', 'freshCucumber (363).jpg', 'rottenCucumber (258).jpg', 'rottenCucumber (229).jpg', 'rottenCucumber (584).jpg', 'rottenCucumber (119).jpg', 'freshCucumber (4).jpg', 'freshCucumber (351).jpg', 'freshCucumber (83).jpg', 'freshCucumber (197).jpg', 'rottenCucumber (315).jpg', 'freshCucumber (425).jpg', 'rottenCucumber (275).jpg', 'freshCucumber (472).jpg', 'rottenCucumber (266).jpg', 'freshCucumber (167).jpg', 'rottenCucumber (45).jpg', 'rottenCucumber (378).JPG', 'freshCucumber (525).jpg', 'freshCucumber (69).jpg', 'freshCucumber (101).jpg', 'freshCucumber (388).jpg', 'rottenCucumber (267).jpg', 'freshCucumber (208).jpg', 'rottenCucumber (591).jpg', 'rottenCucumber (338).jpg', 'freshCucumber (448).jpg', 'rottenCucumber (345).jpg', 'freshCucumber (476).jpg', 'freshCucumber (209).jpg', 'rottenCucumber (562).jpg', 'rottenCucumber (425).jpg', 'rottenCucumber (288).jpg', 'rottenCucumber (164).jpg', 'freshCucumber (111).jpg', 'rottenCucumber (272).jpg', 'rottenCucumber (403).jpg', 'rottenCucumber (166).jpg', 'freshCucumber (161).jpg', 'freshCucumber (299).jpg', 'rottenCucumber (528).jpg', 'freshCucumber (165).jpg', 'rottenCucumber (43).jpg', 'freshCucumber (451).jpg', 'freshCucumber (282).jpg', 'freshCucumber (26).jpg', 'freshCucumber (464).jpg', 'rottenCucumber (1).jpg', 'freshCucumber (91).jpg', 'freshCucumber (396).jpg', 'rottenCucumber (56).jpg', 'freshCucumber (268).JPG', 'rottenCucumber (510).jpg', 'rottenCucumber (495).jpg', 'rottenCucumber (30).jpg', 'rottenCucumber (190).jpg', 'freshCucumber (327).jpg', 'freshCucumber (502).jpg', 'rottenCucumber (182).jpg', 'rottenCucumber (556).jpg', 'rottenCucumber (399).jpg', 'rottenCucumber (446).jpg', 'rottenCucumber (61).jpg', 'rottenCucumber (145).jpg', 'rottenCucumber (277).jpg', 'freshCucumber (71).jpg', 'freshCucumber (475).jpg', 'rottenCucumber (430).jpg', 'freshCucumber (191).jpg', 'rottenCucumber (417).jpg', 'freshCucumber (17).jpg', 'rottenCucumber (512).jpg', 'rottenCucumber (379).JPG', 'freshCucumber (308).jpg', 'freshCucumber (262).jpg', 'freshCucumber (247).jpg', 'rottenCucumber (282).jpg', 'freshCucumber (201).jpg', 'rottenCucumber (219).jpg', 'freshCucumber (498).jpg', 'freshCucumber (491).jpg', 'rottenCucumber (445).jpg', 'rottenCucumber (537).jpg', 'rottenCucumber (117).jpg', 'freshCucumber (482).jpg', 'rottenCucumber (312).jpg', 'rottenCucumber (187).jpg', 'freshCucumber (355).jpg', 'rottenCucumber (397).jpg', 'rottenCucumber (7).jpg', 'rottenCucumber (530).jpg', 'freshCucumber (140).jpg', 'freshCucumber (295).jpg', 'freshCucumber (84).jpg', 'freshCucumber (387).jpg', 'rottenCucumber (330).jpg', 'rottenCucumber (278).jpg', 'rottenCucumber (401).jpg', 'freshCucumber (151).jpg', 'freshCucumber (8).png', 'rottenCucumber (202).jpg', 'freshCucumber (359).jpg', 'freshCucumber (226).jpg', 'freshCucumber (442).jpg', 'freshCucumber (255).jpg', 'freshCucumber (590).jpg', 'freshCucumber (549).jpg', 'rottenCucumber (560).jpg', 'freshCucumber (279).jpg', 'freshCucumber (2).jpeg', 'freshCucumber (194).jpg', 'rottenCucumber (304).jpg', 'rottenCucumber (141).jpg', 'rottenCucumber (583).jpg', 'rottenCucumber (426).jpg', 'rottenCucumber (48).jpg', 'rottenCucumber (306).jpg', 'rottenCucumber (418).jpg', 'rottenCucumber (91).jpg', 'rottenCucumber (550).jpg', 'freshCucumber (89).jpg', 'freshCucumber (321).jpg', 'rottenCucumber (497).jpg', 'freshCucumber (211).jpg', 'freshCucumber (559).jpg', 'freshCucumber (490).jpg', 'rottenCucumber (496).jpg', 'rottenCucumber (398).jpg', 'rottenCucumber (318).jpg', 'freshCucumber (81).jpg', 'rottenCucumber (175).jpg', 'rottenCucumber (368).JPG', 'rottenCucumber (503).jpg', 'freshCucumber (64).jpg', 'rottenCucumber (178).jpg', 'freshCucumber (300).jpg', 'rottenCucumber (424).jpg', 'freshCucumber (193).jpg', 'rottenCucumber (74).jpg', 'rottenCucumber (159).jpg', 'rottenCucumber (197).jpg', 'freshCucumber (5).jpg', 'freshCucumber (93).jpg', 'freshCucumber (146).jpg', 'rottenCucumber (516).jpg', 'rottenCucumber (170).jpg', 'rottenCucumber (279).jpg', 'rottenCucumber (429).jpg', 'rottenCucumber (2).jpg', 'rottenCucumber (467).jpg', 'freshCucumber (584).jpg', 'freshCucumber (362).jpg', 'rottenCucumber (450).jpg', 'freshCucumber (216).jpg', 'rottenCucumber (475).jpg', 'freshCucumber (566).jpg', 'rottenCucumber (313).jpg', 'rottenCucumber (400).jpg', 'freshCucumber (350).jpg', 'freshCucumber (78).jpg', 'freshCucumber (214).jpg', 'freshCucumber (163).jpg', 'freshCucumber (307).jpg', 'freshCucumber (157).jpg', 'rottenCucumber (533).jpg', 'freshCucumber (440).jpg', 'freshCucumber (560).jpg', 'rottenCucumber (369).JPG', 'rottenCucumber (360).JPG', 'rottenCucumber (514).jpg', 'freshCucumber (76).jpg', 'freshCucumber (371).jpg', 'freshCucumber (467).jpg', 'rottenCucumber (26).jpg', 'freshCucumber (394).jpg', 'rottenCucumber (437).jpg', 'freshCucumber (123).jpg', 'freshCucumber (265).jpg', 'freshCucumber (400).jpg', 'rottenCucumber (64).jpg', 'rottenCucumber (570).jpg', 'rottenCucumber (365).JPG', 'rottenCucumber (301).jpg', 'freshCucumber (186).jpg', 'freshCucumber (158).jpg', 'rottenCucumber (285).jpg', 'rottenCucumber (339).jpg', 'rottenCucumber (420).jpg', 'freshCucumber (378).jpg', 'freshCucumber (529).jpg', 'freshCucumber (3).jpeg', 'freshCucumber (2).png', 'freshCucumber (375).jpg', 'freshCucumber (22).jpg', 'rottenCucumber (547).jpg', 'rottenCucumber (372).JPG', 'rottenCucumber 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'freshCucumber (258).jpg', 'rottenCucumber (451).jpg', 'freshCucumber (175).jpg', 'freshCucumber (323).jpg', 'freshCucumber (296).jpg', 'freshCucumber (86).jpg', 'rottenCucumber (573).jpg', 'rottenCucumber (440).jpg', 'freshCucumber (424).jpg', 'rottenCucumber (519).jpg', 'freshCucumber (205).jpg', 'freshCucumber (32).jpg', 'freshCucumber (471).jpg', 'rottenCucumber (580).jpg', 'freshCucumber (33).jpg', 'rottenCucumber (244).jpg', 'freshCucumber (446).jpg', 'freshCucumber (417).jpg', 'freshCucumber (3).jpg', 'rottenCucumber (314).jpg', 'rottenCucumber (10).jpg', 'freshCucumber (292).jpg', 'freshCucumber (438).jpg', 'rottenCucumber (25).jpg', 'rottenCucumber (40).jpg', 'rottenCucumber (224).jpg', 'freshCucumber (415).jpg', 'rottenCucumber (160).jpg', 'rottenCucumber (479).jpg', 'freshCucumber (345).jpg', 'freshCucumber (443).jpg', 'freshCucumber (220).JPG', 'rottenCucumber (344).jpg', 'freshCucumber (561).jpg', 'freshCucumber (574).jpg', 'rottenCucumber (351).jpg', 'rottenCucumber (553).jpg', 'freshCucumber (531).jpg', 'freshCucumber (56).jpg', 'rottenCucumber (162).jpg', 'rottenCucumber (76).jpg', 'freshCucumber (558).jpg', 'rottenCucumber (298).jpg', 'freshCucumber (460).jpg', 'freshCucumber (145).jpg', 'freshCucumber (41).jpg', 'rottenCucumber (113).jpg', 'freshCucumber (27).jpg', 'freshCucumber (330).jpg', 'rottenCucumber (207).jpg', 'freshCucumber (263).jpg', 'freshCucumber (449).jpg', 'freshCucumber (173).jpg', 'rottenCucumber (381).JPG', 'rottenCucumber (241).jpg', 'freshCucumber (271).jpg', 'rottenCucumber (517).jpg', 'rottenCucumber (12).jpg', 'rottenCucumber (250).jpg', 'rottenCucumber (6).jpg', 'freshCucumber (523).jpg', 'rottenCucumber (157).jpg', 'freshCucumber (215).jpg', 'rottenCucumber (575).jpg', 'rottenCucumber (297).jpg', 'rottenCucumber (471).jpg', 'rottenCucumber (520).jpg', 'freshCucumber (213).jpg', 'rottenCucumber (39).jpg', 'freshCucumber (107).jpg', 'rottenCucumber (251).jpg', 'freshCucumber (1).jpg', 'rottenCucumber (80).jpg', 'freshCucumber (324).jpg', 'freshCucumber (322).jpg', 'rottenCucumber (128).jpg', 'freshCucumber (407).jpg', 'rottenCucumber (359).JPG', 'freshCucumber (148).jpg', 'rottenCucumber (18).jpg', 'rottenCucumber (327).jpg', 'freshCucumber (183).jpg', 'rottenCucumber (370).JPG', 'rottenCucumber (23).jpg', 'freshCucumber (25).jpg', 'freshCucumber (170).jpg', 'freshCucumber (122).jpg', 'freshCucumber (137).jpg', 'freshCucumber (153).jpg', 'rottenCucumber (337).jpg', 'freshCucumber (180).jpg', 'freshCucumber (120).jpg', 'rottenCucumber (522).jpg', 'freshCucumber (189).jpg', 'freshCucumber (481).jpg', 'freshCucumber (16).jpg', 'freshCucumber (166).jpg', 'freshCucumber (521).jpg', 'rottenCucumber (469).jpg', 'freshCucumber (21).jpg', 'rottenCucumber (238).jpg', 'rottenCucumber (105).jpg', 'rottenCucumber (515).jpg', 'freshCucumber (181).jpg', 'rottenCucumber (507).jpg', 'freshCucumber (445).jpg', 'rottenCucumber (108).jpg', 'freshCucumber (457).jpg', 'rottenCucumber (92).jpg', 'freshCucumber (221).jpg', 'rottenCucumber (402).jpg', 'rottenCucumber (5).jpg', 'rottenCucumber (98).jpg', 'rottenCucumber (174).jpg', 'freshCucumber (571).jpg', 'rottenCucumber (97).jpg', 'rottenCucumber (382).JPG', 'freshCucumber (236).jpg', 'rottenCucumber (37).jpg', 'freshCucumber (156).jpg', 'freshCucumber (493).jpg', 'freshCucumber (270).jpg', 'freshCucumber (546).jpg', 'rottenCucumber (87).jpg', 'freshCucumber (251).JPG', 'freshCucumber (340).jpg', 'rottenCucumber (135).jpg', 'freshCucumber (454).jpg', 'freshCucumber (547).jpg', 'rottenCucumber (521).jpg', 'freshCucumber (422).jpg', 'rottenCucumber (146).jpg', 'freshCucumber (159).jpg', 'rottenCucumber (115).jpg', 'rottenCucumber (576).jpg', 'freshCucumber (439).jpg', 'freshCucumber (228).jpg', 'freshCucumber (11).jpg', 'rottenCucumber (186).jpg', 'rottenCucumber (393).jpg', 'rottenCucumber (506).jpg', 'freshCucumber (506).jpg', 'rottenCucumber (362).JPG', 'rottenCucumber (173).jpg', 'rottenCucumber (41).jpg', 'rottenCucumber (535).jpg', 'freshCucumber (527).jpg', 'freshCucumber (364).jpg', 'rottenCucumber (505).jpg', 'freshCucumber (240).jpg', 'freshCucumber (395).jpg', 'rottenCucumber (549).jpg', 'rottenCucumber (35).jpg', 'rottenCucumber (500).jpg', 'rottenCucumber (488).jpg', 'freshCucumber (254).jpg', 'rottenCucumber (303).jpg', 'rottenCucumber (111).jpg', 'freshCucumber (430).jpg', 'rottenCucumber (484).jpg', 'rottenCucumber (126).jpg', 'freshCucumber (287).jpg', 'freshCucumber (172).jpg', 'freshCucumber (537).jpg', 'rottenCucumber (213).jpg', 'freshCucumber (432).jpg', 'rottenCucumber (52).jpg', 'rottenCucumber (296).jpg', 'freshCucumber (283).jpg', 'rottenCucumber (350).jpg', 'freshCucumber (96).jpg', 'rottenCucumber (93).jpg', 'rottenCucumber (242).jpg', 'rottenCucumber (19).jpg', 'rottenCucumber (254).jpg', 'rottenCucumber (287).jpg', 'rottenCucumber (217).jpg', 'freshCucumber (119).jpg', 'rottenCucumber (47).jpg', 'rottenCucumber (436).jpg', 'rottenCucumber (416).jpg', 'rottenCucumber (539).jpg', 'freshCucumber (410).jpg', 'rottenCucumber (456).jpg', 'freshCucumber (478).jpg', 'freshCucumber (414).jpg', 'freshCucumber (274).jpg', 'freshCucumber (92).jpg', 'rottenCucumber (454).jpg', 'freshCucumber (66).jpg', 'rottenCucumber (239).jpg', 'rottenCucumber (317).jpg', 'freshCucumber (246).jpg', 'freshCucumber (79).jpg', 'freshCucumber (403).jpg', 'rottenCucumber (51).jpg', 'freshCucumber (59).jpg', 'rottenCucumber (412).jpg', 'rottenCucumber (13).jpg', 'rottenCucumber (17).jpg', 'freshCucumber (389).jpg', 'rottenCucumber (237).jpg', 'rottenCucumber (262).jpg', 'freshCucumber (232).jpg', 'freshCucumber (474).jpg', 'freshCucumber (223).jpg', 'freshCucumber (485).jpg', 'freshCucumber (413).jpg', 'rottenCucumber (193).jpg', 'freshCucumber (55).jpg', 'freshCucumber (367).jpg', 'rottenCucumber (527).jpg', 'rottenCucumber (383).JPG', 'freshCucumber (453).jpg', 'rottenCucumber (529).jpg', 'rottenCucumber (558).jpg', 'freshCucumber (304).jpg', 'freshCucumber (116).jpg']\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "SPY4NZaiQiHj"
+ },
+ "outputs": [],
+ "source": [
+ "# Define temporary path\n",
+ "mypath = '/content/Pt4Custom_Fruits&Vegetables/dataset'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "WeASCd-GQktP"
+ },
+ "outputs": [],
+ "source": [
+ "file_name = []\n",
+ "tag = []\n",
+ "full_path = []\n",
+ "for path, subdirs, files in os.walk(mypath):\n",
+ " for name in files:\n",
+ " full_path.append(os.path.join(path, name).replace(\"\\\\\",\"/\"))\n",
+ " tag.append(path.split('/')[-1])\n",
+ " file_name.append(name)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "owqnhWeiQmjt",
+ "outputId": "6465271a-daf0-4e08-be3b-67dcb10a4949",
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "tag\n",
+ "Apel 1200\n",
+ "Jeruk 1303\n",
+ "Paprika 1202\n",
+ "Pisang 1228\n",
+ "Timun 1201\n",
+ "Wortel 1200\n",
+ "dtype: int64"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 20
+ }
+ ],
+ "source": [
+ "# Input the variables that have been collected in the loop above\n",
+ "df = pd.DataFrame({\"path\":full_path,'file_name':file_name,\"tag\":tag})\n",
+ "df.groupby(['tag']).size()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 206
+ },
+ "id": "duZL_jJJQ3ih",
+ "outputId": "a07bea66-7b2f-41f2-f376-0fd77f89575e",
+ "collapsed": true
+ },
+ "outputs": [
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " path file_name \\\n",
+ "0 /content/Pt4Custom_Fruits&Vegetables/dataset/P... freshPepper (442).jpg \n",
+ "1 /content/Pt4Custom_Fruits&Vegetables/dataset/P... rottenPepper (485).jpg \n",
+ "2 /content/Pt4Custom_Fruits&Vegetables/dataset/P... rottenPepper (197).jpg \n",
+ "3 /content/Pt4Custom_Fruits&Vegetables/dataset/P... freshPepper (271).jpg \n",
+ "4 /content/Pt4Custom_Fruits&Vegetables/dataset/P... rottenPepper (371).jpg \n",
+ "\n",
+ " tag \n",
+ "0 Paprika \n",
+ "1 Paprika \n",
+ "2 Paprika \n",
+ "3 Paprika \n",
+ "4 Paprika "
+ ],
+ "text/html": [
+ "\n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " path | \n",
+ " file_name | \n",
+ " tag | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/P... | \n",
+ " freshPepper (442).jpg | \n",
+ " Paprika | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/P... | \n",
+ " rottenPepper (485).jpg | \n",
+ " Paprika | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/P... | \n",
+ " rottenPepper (197).jpg | \n",
+ " Paprika | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/P... | \n",
+ " freshPepper (271).jpg | \n",
+ " Paprika | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/P... | \n",
+ " rottenPepper (371).jpg | \n",
+ " Paprika | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ],
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "dataframe",
+ "variable_name": "df",
+ "summary": "{\n \"name\": \"df\",\n \"rows\": 7334,\n \"fields\": [\n {\n \"column\": \"path\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7334,\n \"samples\": [\n \"/content/Pt4Custom_Fruits&Vegetables/dataset/Paprika/freshPepper (387).jpg\",\n \"/content/Pt4Custom_Fruits&Vegetables/dataset/Paprika/rottenPepper (369).jpg\",\n \"/content/Pt4Custom_Fruits&Vegetables/dataset/Apel/freshApple (579).png\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"file_name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7334,\n \"samples\": [\n \"freshPepper (387).jpg\",\n \"rottenPepper (369).jpg\",\n \"freshApple (579).png\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tag\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"Paprika\",\n \"Apel\",\n \"Timun\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
+ }
+ },
+ "metadata": {},
+ "execution_count": 21
+ }
+ ],
+ "source": [
+ "# Check the sample data\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "qopRUzHyRjPV"
+ },
+ "outputs": [],
+ "source": [
+ "# Variables used in this data separation\n",
+ "x = df['path']\n",
+ "y = df['tag']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "_jKv60j7RlBT"
+ },
+ "outputs": [],
+ "source": [
+ "# Split the initial dataset into train & test data\n",
+ "x_train, x_test, y_train, y_test = train_test_split(x, y,\n",
+ " test_size = 0.10,\n",
+ " random_state = 300)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "zz_-5Z98d4MF"
+ },
+ "outputs": [],
+ "source": [
+ "# Divide the test data into 2 (validation and test data)\n",
+ "x_test, x_val, y_test, y_val = train_test_split(x, y,\n",
+ " test_size = 0.50,\n",
+ " random_state = 100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "sRkZPF8Rd4Nl"
+ },
+ "outputs": [],
+ "source": [
+ "# Create a dataframe for each of the split\n",
+ "df_train = pd.DataFrame({'path':x_train\n",
+ " ,'tag':y_train\n",
+ " ,'set':'train'})\n",
+ "\n",
+ "df_test = pd.DataFrame({'path':x_test\n",
+ " ,'tag':y_test\n",
+ " ,'set':'test'})\n",
+ "\n",
+ "df_val = pd.DataFrame({'path':x_val\n",
+ " ,'tag':y_val\n",
+ " ,'set':'validation'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Nk3XuCEOd6aE",
+ "outputId": "2c0a5135-8efe-4a0b-9136-4e36e15e76df"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "train size 6600\n",
+ "val size 3667\n",
+ "test size 3667\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('train size', len(df_train))\n",
+ "print('val size', len(df_test))\n",
+ "print('test size', len(df_val))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# Concatenate the dataframes\n",
+ "df_all = pd.concat([df_train, df_test, df_val], ignore_index=True)\n",
+ "\n",
+ "# Check the proportion in each set\n",
+ "print('===================================================== \\n')\n",
+ "print(df_all.groupby(['set', 'tag']).size(), '\\n')\n",
+ "print('===================================================== \\n')\n",
+ "\n",
+ "# check the sample data\n",
+ "df_all.sample(3)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 577
+ },
+ "id": "MCf2f47sMrIt",
+ "outputId": "e811eaaf-ae42-4166-ada4-528d6a4e4ea7"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "===================================================== \n",
+ "\n",
+ "set tag \n",
+ "test Apel 612\n",
+ " Jeruk 658\n",
+ " Paprika 591\n",
+ " Pisang 596\n",
+ " Timun 604\n",
+ " Wortel 606\n",
+ "train Apel 1088\n",
+ " Jeruk 1178\n",
+ " Paprika 1079\n",
+ " Pisang 1080\n",
+ " Timun 1100\n",
+ " Wortel 1075\n",
+ "validation Apel 588\n",
+ " Jeruk 645\n",
+ " Paprika 611\n",
+ " Pisang 632\n",
+ " Timun 597\n",
+ " Wortel 594\n",
+ "dtype: int64 \n",
+ "\n",
+ "===================================================== \n",
+ "\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ " path tag set\n",
+ "7978 /content/Pt4Custom_Fruits&Vegetables/dataset/T... Timun test\n",
+ "9865 /content/Pt4Custom_Fruits&Vegetables/dataset/P... Paprika test\n",
+ "12202 /content/Pt4Custom_Fruits&Vegetables/dataset/P... Paprika validation"
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " path | \n",
+ " tag | \n",
+ " set | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 7978 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/T... | \n",
+ " Timun | \n",
+ " test | \n",
+ "
\n",
+ " \n",
+ " 9865 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/P... | \n",
+ " Paprika | \n",
+ " test | \n",
+ "
\n",
+ " \n",
+ " 12202 | \n",
+ " /content/Pt4Custom_Fruits&Vegetables/dataset/P... | \n",
+ " Paprika | \n",
+ " validation | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
\n",
+ "
\n"
+ ],
+ "application/vnd.google.colaboratory.intrinsic+json": {
+ "type": "dataframe",
+ "summary": "{\n \"name\": \"df_all\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"path\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"/content/Pt4Custom_Fruits&Vegetables/dataset/Timun/rottenCucumber (194).jpg\",\n \"/content/Pt4Custom_Fruits&Vegetables/dataset/Paprika/rottenPepper (446).jpg\",\n \"/content/Pt4Custom_Fruits&Vegetables/dataset/Paprika/rottenPepper (548).jpg\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tag\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Paprika\",\n \"Timun\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"set\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"validation\",\n \"test\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
+ }
+ },
+ "metadata": {},
+ "execution_count": 27
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "L-oLzQVeeCHo"
+ },
+ "source": [
+ "## **Tidy up to Each Set Folder**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "QuNd1loveA6X"
+ },
+ "outputs": [],
+ "source": [
+ "# delete previous dataset folder if needed\n",
+ "# !rm -rf dataset/"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "02TyTUC8eGzq"
+ },
+ "outputs": [],
+ "source": [
+ "import shutil\n",
+ "from tqdm.notebook import tqdm as tq"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "GVL2gncOeI3V"
+ },
+ "outputs": [],
+ "source": [
+ "# Create the data source path and the destination of the dataset path\n",
+ "datasource_path = '/content/Pt4Custom_Fruits&Vegetables/dataset'\n",
+ "dataset_path = '/content/fruits & vegetables dataset'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 49,
+ "referenced_widgets": [
+ "8538dd8c9f324c079be1e10aae67d5b5",
+ "d399ad4c295b403f9838f9546b3efa43",
+ "5ee3f840a4fe4005b498bbf19660fb69",
+ "c0ce9e7dae264303a03c0eea96496e19",
+ "572c36f6fa8c4e1ba76cfb3e9a4171c4",
+ "422dc7beddb04c62a54c378b0a3429b1",
+ "b5b2b14ee1e44298b3ebf4131fd1eeb0",
+ "ac23c1f10a8d45c792c3e39e9dc88ba0",
+ "540d0dc320df4783bb2668628984c421",
+ "f72ef62cee8a49a4ab5d7a9f7b989946",
+ "ee0767a24eaa4739af6838a5f6ef509f"
+ ]
+ },
+ "id": "1maX20E0eJtj",
+ "outputId": "95782c6a-b486-4196-8dda-8e8496ba213b"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "0it [00:00, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "8538dd8c9f324c079be1e10aae67d5b5"
+ }
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "for index, row in tq(df_all.iterrows(), ):\n",
+ "\n",
+ " # Detect filepath\n",
+ " file_path = row['path']\n",
+ " if os.path.exists(file_path) == False:\n",
+ " file_path = os.path.join(datasource_path,row['tag'],row['image'].split('.')[0])\n",
+ "\n",
+ " # Make folder destination dirs\n",
+ " if os.path.exists(os.path.join(dataset_path,row['set'],row['tag'])) == False:\n",
+ " os.makedirs(os.path.join(dataset_path,row['set'],row['tag']))\n",
+ "\n",
+ " # Define file dest\n",
+ " destination_file_name = file_path.split('/')[-1]\n",
+ " file_dest = os.path.join(dataset_path,row['set'],row['tag'],destination_file_name)\n",
+ "\n",
+ " # Copy file from source to dest\n",
+ " if os.path.exists(file_dest) == False:\n",
+ " shutil.copy2(file_path,file_dest)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "cwe5hOL5ePUn"
+ },
+ "source": [
+ "# **Data Preprocessing**\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "MC4oU_4oeOE4",
+ "outputId": "96265102-6da5-4573-9ce4-500a2a243328"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "['Paprika', 'Apel', 'Jeruk', 'Wortel', 'Pisang', 'Timun']\n",
+ "\n",
+ "\n",
+ "['Paprika', 'Apel', 'Jeruk', 'Wortel', 'Pisang', 'Timun']\n",
+ "\n",
+ "\n",
+ "['Paprika', 'Apel', 'Jeruk', 'Wortel', 'Pisang', 'Timun']\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Make a train, validation, & test directory\n",
+ "train_dir = \"/content/fruits & vegetables dataset/train\"\n",
+ "train_class = os.listdir(train_dir)\n",
+ "print(train_class)\n",
+ "print(\"\\n\")\n",
+ "\n",
+ "val_dir = \"/content/fruits & vegetables dataset/validation\"\n",
+ "val_class = os.listdir(val_dir)\n",
+ "print(val_class)\n",
+ "print(\"\\n\")\n",
+ "\n",
+ "test_dir = \"/content/fruits & vegetables dataset/test\"\n",
+ "test_class = os.listdir(test_dir)\n",
+ "print(test_class)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "X849PUsEeUjT"
+ },
+ "source": [
+ "## **Sample Images**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "sbuQpTT3eTd5"
+ },
+ "outputs": [],
+ "source": [
+ "# Define the variables\n",
+ "random_img1 = random.sample(os.listdir('/content/fruits & vegetables dataset/train/Apel'), 4)\n",
+ "random_img2 = random.sample(os.listdir('/content/fruits & vegetables dataset/train/Pisang'), 4)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 276
+ },
+ "id": "HSdbjWuEeZoE",
+ "outputId": "ba733618-8f35-49cf-fe32-51e85dee0197"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "import cv2\n",
+ "\n",
+ "# Plot the images\n",
+ "fig = plt.figure(figsize = (10,10))\n",
+ "for i, im in enumerate(random_img1):\n",
+ " plt.subplot(2, 4, i+1)\n",
+ " img = cv2.imread(os.path.join('/content/fruits & vegetables dataset/train/Apel', im))\n",
+ " img_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) # Convert BGR to RGB\n",
+ " plt.imshow(img_rgb)\n",
+ " plt.axis('off')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 447
+ },
+ "id": "Lxf7qe9rebpm",
+ "outputId": "d69a150d-e2b5-4e59-839b-92c587ab6bfd"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "# Plot the images\n",
+ "fig = plt.figure(figsize = (10,10))\n",
+ "for i, im in enumerate(random_img2):\n",
+ " plt.subplot(2, 4, i+1)\n",
+ " img = cv2.imread(os.path.join('/content/fruits & vegetables dataset/train/Pisang', im))\n",
+ " img_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) # Convert BGR to RGB\n",
+ " plt.imshow(img_rgb)\n",
+ " plt.axis('off')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "GA_3MN3Ief9M"
+ },
+ "source": [
+ "# **Model Train**\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "oHMapUb4ekEm"
+ },
+ "source": [
+ "## **Image Augmentation**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "1Jw1czt3efCr"
+ },
+ "outputs": [],
+ "source": [
+ "def train_val_generators(train_dir, val_dir):\n",
+ "# Instantiate the ImageDataGenerator class\n",
+ " train_datagen = ImageDataGenerator(rescale=1./255.,\n",
+ " rotation_range=40,\n",
+ " width_shift_range=0.2,\n",
+ " height_shift_range=0.2,\n",
+ " shear_range=0.2,\n",
+ " zoom_range=0.2,\n",
+ " horizontal_flip=True,\n",
+ " fill_mode='nearest')\n",
+ "\n",
+ "# Pass in the appropriate arguments to the flow_from_directory method\n",
+ " train_generator = train_datagen.flow_from_directory(directory=train_dir,\n",
+ " batch_size=45,\n",
+ " class_mode='categorical',\n",
+ " target_size=(224, 224))\n",
+ "\n",
+ "# Instantiate the ImageDataGenerator class\n",
+ " validation_datagen = ImageDataGenerator(rescale = 1./255.)\n",
+ "\n",
+ "# Pass in the appropriate arguments to the flow_from_directory method\n",
+ " validation_generator = validation_datagen.flow_from_directory(directory=val_dir,\n",
+ " batch_size=45,\n",
+ " class_mode='categorical',\n",
+ " target_size=(224, 224))\n",
+ "\n",
+ " return train_generator, validation_generator"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "k9qxUCOSeoTe",
+ "outputId": "8cdc1b80-d49e-4d41-8507-09aafa1748d9"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Found 6590 images belonging to 6 classes.\n",
+ "Found 3661 images belonging to 6 classes.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Test the generators\n",
+ "train_generator, validation_generator = train_val_generators(train_dir, val_dir)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "FqaAQCJze5yX"
+ },
+ "source": [
+ "## **Model Building**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "UpC_EwGEe2Fh",
+ "outputId": "f7ea3115-8e79-466a-bd96-a08bf7290bac"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet_v2/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_224_no_top.h5\n",
+ "9406464/9406464 [==============================] - 1s 0us/step\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Building model\n",
+ "mnet = MobileNetV2(include_top = False,\n",
+ " weights = 'imagenet',\n",
+ " input_shape=(224,224,3))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "FCd-jY3UfAGQ",
+ "outputId": "c2854c0f-60e4-450f-ea7f-9e536dd49828"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Model: \"sequential\"\n",
+ "_________________________________________________________________\n",
+ " Layer (type) Output Shape Param # \n",
+ "=================================================================\n",
+ " mobilenetv2_1.00_224 (Func (None, 7, 7, 1280) 2257984 \n",
+ " tional) \n",
+ " \n",
+ " global_average_pooling2d ( (None, 1280) 0 \n",
+ " GlobalAveragePooling2D) \n",
+ " \n",
+ " dense (Dense) (None, 512) 655872 \n",
+ " \n",
+ " batch_normalization (Batch (None, 512) 2048 \n",
+ " Normalization) \n",
+ " \n",
+ " dropout (Dropout) (None, 512) 0 \n",
+ " \n",
+ " dense_1 (Dense) (None, 128) 65664 \n",
+ " \n",
+ " dropout_1 (Dropout) (None, 128) 0 \n",
+ " \n",
+ " dense_2 (Dense) (None, 64) 8256 \n",
+ " \n",
+ " dropout_2 (Dropout) (None, 64) 0 \n",
+ " \n",
+ " dense_3 (Dense) (None, 6) 390 \n",
+ " \n",
+ "=================================================================\n",
+ "Total params: 2990214 (11.41 MB)\n",
+ "Trainable params: 731206 (2.79 MB)\n",
+ "Non-trainable params: 2259008 (8.62 MB)\n",
+ "_________________________________________________________________\n"
+ ]
+ }
+ ],
+ "source": [
+ "tf.keras.backend.clear_session()\n",
+ "\n",
+ "model = Sequential([mnet,\n",
+ " GlobalAveragePooling2D(),\n",
+ " Dense(512, activation = \"relu\"),\n",
+ " BatchNormalization(),\n",
+ " Dropout(0.3),\n",
+ " Dense(128, activation = \"relu\"),\n",
+ " Dropout(0.1),\n",
+ " Dense(64, activation = \"relu\"),\n",
+ " Dropout(0.3),\n",
+ " Dense(6, activation = \"softmax\")])\n",
+ "\n",
+ "model.layers[0].trainable = False\n",
+ "\n",
+ "model.compile(loss=\"categorical_crossentropy\", optimizer=\"Adam\", metrics=\"accuracy\")\n",
+ "\n",
+ "model.summary()\n",
+ "Model: \"sequential\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "ZN78FiGefFYk"
+ },
+ "source": [
+ "## **Callbacks**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "q-os0t7EfEgn"
+ },
+ "outputs": [],
+ "source": [
+ "# Learning Rate\n",
+ "\n",
+ "def scheduler(epoch):\n",
+ " if epoch <= 2:\n",
+ " return 0.001\n",
+ " elif epoch > 2 and epoch <= 15:\n",
+ " return 0.0001\n",
+ " else:\n",
+ " return 0.00001\n",
+ "\n",
+ "lr_callbacks = tf.keras.callbacks.LearningRateScheduler(scheduler)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "9q0xqjxDlsSx"
+ },
+ "outputs": [],
+ "source": [
+ "# Early Stopping\n",
+ "\n",
+ "early_stopping = EarlyStopping(\n",
+ " monitor='val_loss',\n",
+ " patience=3,\n",
+ " verbose=1,\n",
+ " restore_best_weights=True\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "frP9QOWJfJb8"
+ },
+ "outputs": [],
+ "source": [
+ "# Callback\n",
+ "\n",
+ "DESIRED_ACCURACY = 0.95\n",
+ "\n",
+ "class MyCallback(tf.keras.callbacks.Callback):\n",
+ " def on_epoch_end(self, epoch, logs={}):\n",
+ " if (logs.get('accuracy') is not None and logs.get('accuracy') >= DESIRED_ACCURACY):\n",
+ " print(\"\\nReached accuracy threshold! Terminating training.\")\n",
+ " self.model.stop_training = True\n",
+ "\n",
+ "callbacks = MyCallback()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "WYO0trZqfPm8"
+ },
+ "source": [
+ "## **Training**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "4mofYpghfL1G",
+ "outputId": "eaf5ad93-9f1c-44af-e6ac-5737bf43b556"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Epoch 1/100\n",
+ "147/147 [==============================] - 615s 4s/step - loss: 0.3932 - accuracy: 0.8687 - val_loss: 0.1265 - val_accuracy: 0.9568 - lr: 0.0010\n",
+ "Epoch 2/100\n",
+ "147/147 [==============================] - 572s 4s/step - loss: 0.1830 - accuracy: 0.9407 - val_loss: 0.1041 - val_accuracy: 0.9598 - lr: 0.0010\n",
+ "Epoch 3/100\n",
+ "147/147 [==============================] - ETA: 0s - loss: 0.1458 - accuracy: 0.9527\n",
+ "Reached accuracy threshold! Terminating training.\n",
+ "147/147 [==============================] - 585s 4s/step - loss: 0.1458 - accuracy: 0.9527 - val_loss: 0.0802 - val_accuracy: 0.9716 - lr: 0.0010\n"
+ ]
+ }
+ ],
+ "source": [
+ "epochs = 100\n",
+ "history = model.fit(train_generator,\n",
+ " validation_data = validation_generator,\n",
+ " epochs = epochs,\n",
+ " verbose = 1,\n",
+ " callbacks = [lr_callbacks, early_stopping, callbacks]\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [],
+ "metadata": {
+ "id": "giu5WE8RaAyT"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "piD2MmvNffMu"
+ },
+ "source": [
+ "# **Visualize The Result**\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "wUU90btmffGt"
+ },
+ "source": [
+ "## **Plot Loss & Accuracy**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 887
+ },
+ "id": "4MhZhnW1feP0",
+ "outputId": "44fce9ea-f045-4528-a0be-4ecae41253f2"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "accuracy = history.history['accuracy']\n",
+ "val_accuracy = history.history['val_accuracy']\n",
+ "\n",
+ "loss = history.history['loss']\n",
+ "val_loss = history.history['val_loss']\n",
+ "\n",
+ "epochs = range(len(accuracy))\n",
+ "plt.plot(epochs, accuracy, 'b', label='Training accuracy')\n",
+ "plt.plot(epochs, val_accuracy, 'r', label='Validation accuracy')\n",
+ "\n",
+ "plt.title('Training and validation accuracy')\n",
+ "plt.legend()\n",
+ "plt.figure()\n",
+ "plt.plot(epochs, loss, 'b', label='Training loss')\n",
+ "plt.plot(epochs, val_loss, 'r', label='Validation loss')\n",
+ "\n",
+ "plt.title('Training and validation loss')\n",
+ "plt.legend()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "hnI-hpSmfpl4"
+ },
+ "source": [
+ "## **Evaluate Model**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "R-cfH0IbfrXD",
+ "outputId": "5d82b081-064e-4eb8-a4dc-b52ecef8c090"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Found 3662 images belonging to 6 classes.\n",
+ "3662/3662 [==============================] - 179s 49ms/step - loss: 0.0615 - accuracy: 0.9806\n",
+ "accuracy test: 0.9806116819381714\n",
+ "loss test: 0.06145347282290459\n"
+ ]
+ }
+ ],
+ "source": [
+ "test_datagen = ImageDataGenerator(rescale=1./255)\n",
+ "\n",
+ "test_generator = test_datagen.flow_from_directory(test_dir,\n",
+ " batch_size=1,\n",
+ " target_size=(224,224),\n",
+ " shuffle = False,\n",
+ " class_mode='categorical')\n",
+ "\n",
+ "filenames = test_generator.filenames\n",
+ "nb_samples = len(filenames)\n",
+ "\n",
+ "loss, acc = model.evaluate(test_generator,steps = (nb_samples), verbose=1)\n",
+ "print('accuracy test: ',acc)\n",
+ "print('loss test: ',loss)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import os\n",
+ "import numpy as np\n",
+ "from tensorflow.keras.models import load_model, Model\n",
+ "from tensorflow.keras.layers import Input\n",
+ "from tensorflow.keras.utils import load_img, img_to_array\n",
+ "from tensorflow.keras.layers import Dense, Flatten, GlobalAveragePooling2D\n",
+ "import matplotlib.pyplot as plt\n",
+ "from google.colab import files\n",
+ "\n",
+ "# Load model pertama untuk mendeteksi jenis buah\n",
+ "model_jenis_buah = load_model('/content/saved_modelfa.h5')\n",
+ "\n",
+ "# Load model kedua untuk mendeteksi kesegaran buah\n",
+ "model_kesegaran = load_model('/content/modelbinary.h5')\n",
+ "\n",
+ "# Input layer\n",
+ "input_layer = Input(shape=(224, 224, 3))\n",
+ "\n",
+ "# Model pertama untuk deteksi jenis buah\n",
+ "x = model_jenis_buah(input_layer)\n",
+ "jenis_buah_output = Flatten()(x) # Flatten layer untuk jenis buah\n",
+ "\n",
+ "# Model kedua untuk deteksi kesegaran buah\n",
+ "input_layer_kesegaran = Input(shape=(150, 150, 3))\n",
+ "y = model_kesegaran(input_layer_kesegaran)\n",
+ "kesegaran_output = Flatten()(y) # Flatten layer untuk kesegaran buah\n",
+ "\n",
+ "# Gabungkan kedua output\n",
+ "combined_model = Model(inputs=[input_layer, input_layer_kesegaran], outputs=[jenis_buah_output, kesegaran_output])\n",
+ "\n",
+ "# Kompilasi model gabungan\n",
+ "combined_model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])\n",
+ "\n",
+ "# Simpan model gabungan\n",
+ "combined_model.save('/content/combined_model.h5')\n",
+ "\n",
+ "print(\"Model gabungan telah disimpan sebagai 'combined_model.h5'.\")\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "NIF4AoAp-kac",
+ "outputId": "25f2b226-1244-44d0-de77-8bdc09c01716"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Model gabungan telah disimpan sebagai 'combined_model.h5'.\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "import os\n",
+ "import numpy as np\n",
+ "import tensorflow as tf\n",
+ "from tensorflow.keras.models import load_model\n",
+ "from tensorflow.keras.utils import load_img, img_to_array\n",
+ "import matplotlib.pyplot as plt\n",
+ "from google.colab import files\n",
+ "import json # Import the JSON module\n",
+ "\n",
+ "# Load the combined model\n",
+ "combined_model = load_model('/content/combined_model.h5')\n",
+ "\n",
+ "# List of class labels for the model\n",
+ "class_labels = ['Apel', 'Pisang', 'Paprika', 'Jeruk', 'Wortel', 'Timun']\n",
+ "\n",
+ "def predict_jenis_buah(model, class_labels, file_name, target_size=(224, 224), confidence_threshold=0.6):\n",
+ " img = load_img(file_name, target_size=target_size)\n",
+ " img_array = img_to_array(img)\n",
+ " img_array = np.expand_dims(img_array, axis=0) / 255.0\n",
+ " prediction = model.predict([img_array, np.zeros((1, 150, 150, 3))])[0]\n",
+ " confidence = np.max(prediction)\n",
+ " predicted_class_index = np.argmax(prediction)\n",
+ " if predicted_class_index >= len(class_labels) or confidence < confidence_threshold:\n",
+ " return \"0\", confidence\n",
+ " predicted_label = class_labels[predicted_class_index]\n",
+ " return predicted_label, confidence\n",
+ "\n",
+ "def predict_kesegaran(model, file_name, target_size=(150, 150)):\n",
+ " img = load_img(file_name, target_size=target_size)\n",
+ " img_array = img_to_array(img)\n",
+ " img_array = np.expand_dims(img_array, axis=0) / 255.0\n",
+ " prediction = model.predict([np.zeros((1, 224, 224, 3)), img_array])[1]\n",
+ " predicted_label = 'Segar' if prediction[0] > 0.01 else 'Tidak Segar'\n",
+ " return predicted_label\n",
+ "\n",
+ "# Upload and predict new images\n",
+ "uploaded = files.upload()\n",
+ "results = {}\n",
+ "for fn in uploaded.keys():\n",
+ " file_path = fn\n",
+ " jenis_buah, confidence = predict_jenis_buah(combined_model, class_labels, file_path)\n",
+ " if jenis_buah == \"0\":\n",
+ " kesegaran_buah = \"0\"\n",
+ " else:\n",
+ " kesegaran_buah = predict_kesegaran(combined_model, file_path)\n",
+ "\n",
+ " # Store the results in a dictionary\n",
+ " results[fn] = {\n",
+ " 'Jenis Buah': jenis_buah,\n",
+ " 'Confidence': float(confidence),\n",
+ " 'Kesegaran Buah': kesegaran_buah\n",
+ " }\n",
+ "\n",
+ " # Optionally, display the image and the predictions\n",
+ " img = load_img(file_path)\n",
+ " plt.imshow(img)\n",
+ " plt.title(f'Predicted: {jenis_buah} (Confidence: {confidence:.2f}), Kesegaran: {kesegaran_buah}')\n",
+ " plt.axis('off')\n",
+ " plt.show()\n",
+ "\n",
+ "# Convert the results to JSON and print/display\n",
+ "json_output = json.dumps(results, indent=4)\n",
+ "print(json_output)\n"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 677
+ },
+ "id": "CvoMvVG2Ae70",
+ "outputId": "c978bb56-9523-406a-9557-205e2176d145"
+ },
+ "execution_count": null,
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ]
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Saving freshApple (1).jpg to freshApple (1) (3).jpg\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "WARNING:tensorflow:5 out of the last 8 calls to .predict_function at 0x7b07392ba950> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "1/1 [==============================] - 1s 1s/step\n",
+ "1/1 [==============================] - 0s 280ms/step\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "{\n",
+ " \"freshApple (1) (3).jpg\": {\n",
+ " \"Jenis Buah\": \"Apel\",\n",
+ " \"Confidence\": 0.9999371767044067,\n",
+ " \"Kesegaran Buah\": \"Segar\"\n",
+ " }\n",
+ "}\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "zCkIkLdsf314"
+ },
+ "source": [
+ "# **Save The Model**\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "lwi6DscGf4-c"
+ },
+ "source": [
+ "If you wanna to save the model as .h5, run this cell below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "2iuxVevLgBJw"
+ },
+ "outputs": [],
+ "source": [
+ "model.save('combined_model.h5')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "J0rCNDGtf5DG"
+ },
+ "source": [
+ "If you wanna to save the model as .pb, run this cell below:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "8xakoIligB3K"
+ },
+ "outputs": [],
+ "source": [
+ "# # Copy our created model for safe\n",
+ "# save_model = model\n",
+ "\n",
+ "# # Set learning phase to 0\n",
+ "# tf.keras.backend.set_learning_phase(0) # Ignore Dropout when inferencing\n",
+ "\n",
+ "# # Model path\n",
+ "# export_path = '/content/saved_model/freshness_classifier/1'\n",
+ "\n",
+ "# # Create the model path\n",
+ "# if os.path.exists(export_path) == False:\n",
+ "# os.makedirs(export_path)\n",
+ "\n",
+ "# # Save the model\n",
+ "# tf.saved_model.save(save_model, export_path)"
+ ]
+ }
+ ]
+}
\ No newline at end of file