├── README.md
├── pythonscripts.ipynb
└── transfer_learning_fruit_veggies
├── .gitignore
├── README.md
├── android
├── app
│ ├── build.gradle
│ └── src
│ │ ├── debug
│ │ └── AndroidManifest.xml
│ │ ├── main
│ │ ├── AndroidManifest.xml
│ │ ├── java
│ │ │ └── io
│ │ │ │ └── flutter
│ │ │ │ └── plugins
│ │ │ │ └── GeneratedPluginRegistrant.java
│ │ ├── kotlin
│ │ │ └── com
│ │ │ │ └── example
│ │ │ │ └── transfer_learning_fruit_veggies
│ │ │ │ └── MainActivity.kt
│ │ └── res
│ │ │ ├── drawable
│ │ │ └── launch_background.xml
│ │ │ ├── mipmap-hdpi
│ │ │ └── ic_launcher.png
│ │ │ ├── mipmap-mdpi
│ │ │ └── ic_launcher.png
│ │ │ ├── mipmap-xhdpi
│ │ │ └── ic_launcher.png
│ │ │ ├── mipmap-xxhdpi
│ │ │ └── ic_launcher.png
│ │ │ ├── mipmap-xxxhdpi
│ │ │ └── ic_launcher.png
│ │ │ └── values
│ │ │ └── styles.xml
│ │ └── profile
│ │ └── AndroidManifest.xml
├── build.gradle
├── gradle.properties
├── gradle
│ └── wrapper
│ │ ├── gradle-wrapper.jar
│ │ └── gradle-wrapper.properties
├── gradlew
├── gradlew.bat
├── local.properties
├── settings.gradle
└── transfer_learning_fruit_veggies_android.iml
├── assets
├── labels.txt
└── model.tflite
├── ios
├── .gitignore
├── Flutter
│ ├── AppFrameworkInfo.plist
│ ├── Debug.xcconfig
│ ├── Generated.xcconfig
│ ├── Release.xcconfig
│ └── flutter_export_environment.sh
├── Runner.xcodeproj
│ ├── project.pbxproj
│ ├── project.xcworkspace
│ │ ├── contents.xcworkspacedata
│ │ └── xcshareddata
│ │ │ ├── IDEWorkspaceChecks.plist
│ │ │ └── WorkspaceSettings.xcsettings
│ └── xcshareddata
│ │ └── xcschemes
│ │ └── Runner.xcscheme
├── Runner.xcworkspace
│ ├── contents.xcworkspacedata
│ └── xcshareddata
│ │ ├── IDEWorkspaceChecks.plist
│ │ └── WorkspaceSettings.xcsettings
└── Runner
│ ├── AppDelegate.swift
│ ├── Assets.xcassets
│ ├── AppIcon.appiconset
│ │ ├── Contents.json
│ │ ├── Icon-App-1024x1024@1x.png
│ │ ├── Icon-App-20x20@1x.png
│ │ ├── Icon-App-20x20@2x.png
│ │ ├── Icon-App-20x20@3x.png
│ │ ├── Icon-App-29x29@1x.png
│ │ ├── Icon-App-29x29@2x.png
│ │ ├── Icon-App-29x29@3x.png
│ │ ├── Icon-App-40x40@1x.png
│ │ ├── Icon-App-40x40@2x.png
│ │ ├── Icon-App-40x40@3x.png
│ │ ├── Icon-App-60x60@2x.png
│ │ ├── Icon-App-60x60@3x.png
│ │ ├── Icon-App-76x76@1x.png
│ │ ├── Icon-App-76x76@2x.png
│ │ └── Icon-App-83.5x83.5@2x.png
│ └── LaunchImage.imageset
│ │ ├── Contents.json
│ │ ├── LaunchImage.png
│ │ ├── LaunchImage@2x.png
│ │ ├── LaunchImage@3x.png
│ │ └── README.md
│ ├── Base.lproj
│ ├── LaunchScreen.storyboard
│ └── Main.storyboard
│ ├── GeneratedPluginRegistrant.h
│ ├── GeneratedPluginRegistrant.m
│ ├── Info.plist
│ └── Runner-Bridging-Header.h
├── lib
├── home.dart
└── main.dart
├── pubspec.lock
├── pubspec.yaml
├── test
└── widget_test.dart
└── transfer_learning_fruit_veggies.iml
/README.md:
--------------------------------------------------------------------------------
1 | # Transfer-Learning-App-TensorfowLite-and-Flutter
2 | -------------------------------------------------
3 | 1) **Built and Trained a Convolutional Neural Network using Transfer Learning in Tensorflow and Keras inside of Jupyter Notebook.**
4 | > *The script is stored inside the ```pythonscripts.ipynb``` file.*
5 | 2) **Converted and Exported it as a .tflite asset into a blank Flutter Project**
6 | > *All app files are in the ```transfer_learning_fruit_veggies``` folder.*
7 | 3) **Finally, wrote a fully functional Flutter mobile app that uses plugins such as tflite and image_picker to use on-device machine learning and now is able to detect 30+ different types of fruits and vegetables, from either a photo taken in real time or an image selected from a camera roll with 97.76% training accuracy and 78.56% validation accuracy**
8 | > *Test this project out yourself, by cloning the repository into Visual Studio Code*
9 |
10 |
11 | 
12 |
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/pythonscripts.ipynb:
--------------------------------------------------------------------------------
1 | {"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Untitled2.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyMjqE22Bu5IS3NSvOUU3suL"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"bCqz5BzObkoS"},"source":["import tensorflow as tf\n","import os #for file management"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"HiJ3-XUibnEu"},"source":["base_dir = './dataset/train' #setting the base_dir variable to the location of the dataset containing the images"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"9RDjXSRFbnHH"},"source":["#now we will do some preprocessing, i.e we are preparing the raw data to make it suitable for a building and training models\n","IMAGE_SIZE = 224 #image size that we are going to set the images in the dataset to.\n","BATCH_SIZE = 64 #the number of images we are inputting into the neural network at once.\n","\n","datagen = tf.keras.preprocessing.image.ImageDataGenerator( #preprocessing our image\n"," rescale = 1./255, #firstly, rescaling it to 1/255 which will make the file size smaller, hence reducing the training time\n"," validation_split=0.2 #secondly, normally a dataset has a test set and a training set, \n"," #validation set is normally to test our neural network,which would give us a measure of accuracy on how well the neural network will do on the predictions.\n"," #here we are telling keras to use 20% for validation and 80% training\n",")\n","\n","train_generator = datagen.flow_from_directory( #training generator\n"," base_dir, #the directory having the fruits and vegetable photos\n"," target_size=(IMAGE_SIZE, IMAGE_SIZE), #converting images to 224 by 224\n"," batch_size = BATCH_SIZE, #images getting inputed into the neural network through each epoch or each step\n"," subset='training' #the name we will call it\n",")\n","val_generator = datagen.flow_from_directory( #validation generator\n"," base_dir, \n"," target_size=(IMAGE_SIZE, IMAGE_SIZE),\n"," batch_size=BATCH_SIZE,\n"," subset='validation'\n",")\n","#So as we can see from below, our training generator dataset 2872 images and the validation generator dataset has 709 images"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"L8v9pUx0bnJh"},"source":["#Next we have to create a labels.txt file that will hold all our labels (important for Flutter)\n","print(train_generator.class_indices) #prints every single key and class of that dataset\n","labels = '\\n'.join(sorted(train_generator.class_indices.keys())) #print all these keys as a list of labels into a text file called labels.txt\n","with open('labels.txt', 'w') as f: #writes to the labels.txt file, and if it doesnt exists, it creates one, and if it does exist, it will overrite it. (thats what 'w' is for)\n"," f.write(labels)\n","\n","#preprocessing of raw data is hence complete and now its time to build our neural network"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"6Zwet3CbbnL-"},"source":["#building a neural network using transfer learning method where we take a pretrained neural network called MobileNetV2 which is a convolutional neural network architecture that seeks to perform well on mobile devices and can predict up to 80 different classes\n","#we are going to have a base model on top of which we are going to add pre trained neural network to have it predict the classes we want\n","IMG_SHAPE = (IMAGE_SIZE, IMAGE_SIZE, 3) \n","base_model = tf.keras.applications.MobileNetV2( #grabbing pretrained neural network of choice\n"," input_shape=IMG_SHAPE,\n"," include_top=False, #this will freeze all the weights, because we dont have to retrain and change the weights, instead just add on to the MobileNetV2 CNN, so it clasiffies 5 classes instead of 80\n"," weights='imagenet'\n",")"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"GuYklq4SbnOU"},"source":["base_model.trainable=False #this freezes all the neurons for our base model\n","model = tf.keras.Sequential([ #neural networks act in a sequence of layers, so we add layers as we want\n"," base_model,\n"," tf.keras.layers.Conv2D(32,3, activation = 'relu'), #This layer creates a convolution kernel that is convolved with the layer input to produce a tensor of outputs. Bascially, it trying to understand the patterns of the image\n"," tf.keras.layers.Dropout(0.2), #This layer prevents Neural Networks from Overfitting, i.e being too precise to a point where the NN is only able to recognize images that are present in the dataset\n"," tf.keras.layers.GlobalAveragePooling2D(), #This layer calculates the average output of each feature map in the previous layer, thus reducing the data significantly and preparing the model for the final layer\n"," tf.keras.layers.Dense(36, #no.of classes\n"," activation='softmax')\n","])\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"bIww3EHpbnQn"},"source":["model.compile(\n"," optimizer=tf.keras.optimizers.Adam(), #Adam is a popular optimiser, designed specifically for training deep neural networks\n"," loss='categorical_crossentropy', \n"," metrics=['accuracy']\n",")"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"c-WUCFsPbnS6"},"source":["epochs = 10 #higher the epochs, more accurate is the NN, however it could cause Overfitting, if too high\n","history = model.fit(\n"," train_generator, \n"," epochs = epochs, \n"," validation_data=val_generator\n",")"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"bMJhJkpZb5dK"},"source":["#now that we have our neural network trained with tensorflow and keras, we can export it \n","saved_model_dir = '' #means current directory\n","tf.saved_model.save(model, saved_model_dir) #saves to the current directory\n","\n","converter = tf.lite.TFLiteConverter.from_saved_model(saved_model_dir) \n","tflite_model = converter.convert() #converts our model into a .tflite model which flutter uses for ondevice machine learning\n","\n","with open('model.tflite', 'wb') as f: #to write the converted model into a file, written as binary so add 'wb' instead of 'w'\n"," f.write(tflite_model)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"y1nznkgIb5fW"},"source":["#use below codes to download files locally if using google colab\n","#from google.colab import files\n","#files.download('model.tflite')\n","#files.download('labels.txt')"],"execution_count":null,"outputs":[]}]}
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/transfer_learning_fruit_veggies/.gitignore:
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1 | # Miscellaneous
2 | *.class
3 | *.log
4 | *.pyc
5 | *.swp
6 | .DS_Store
7 | .atom/
8 | .buildlog/
9 | .history
10 | .svn/
11 |
12 | # IntelliJ related
13 | *.iml
14 | *.ipr
15 | *.iws
16 | .idea/
17 |
18 | # The .vscode folder contains launch configuration and tasks you configure in
19 | # VS Code which you may wish to be included in version control, so this line
20 | # is commented out by default.
21 | #.vscode/
22 |
23 | # Flutter/Dart/Pub related
24 | **/doc/api/
25 | .dart_tool/
26 | .flutter-plugins
27 | .flutter-plugins-dependencies
28 | .packages
29 | .pub-cache/
30 | .pub/
31 | /build/
32 |
33 | # Web related
34 | lib/generated_plugin_registrant.dart
35 |
36 | # Exceptions to above rules.
37 | !/packages/flutter_tools/test/data/dart_dependencies_test/**/.packages
38 |
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/transfer_learning_fruit_veggies/README.md:
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1 | # Fruits and Veggies Detector with 30+ Categories (by Yashwardhan Deshmukh)
2 |
3 | A new Flutter project involving On-Device Machine Learning.
4 | Assets include images and the trained .tflite file.
5 | info.plist and android xml file has been modified to allow camera and gallery access.
6 | You can clone this repo and sign the app on your iOS or android and test it out urself!
7 |
8 | ## Getting Started
9 |
10 | This project is a starting point for a Flutter application.
11 |
12 | A few resources to get you started if this is your first Flutter project:
13 |
14 | - [Lab: Write your first Flutter app](https://flutter.dev/docs/get-started/codelab)
15 | - [Cookbook: Useful Flutter samples](https://flutter.dev/docs/cookbook)
16 |
17 | For help getting started with Flutter, view our
18 | [online documentation](https://flutter.dev/docs), which offers tutorials,
19 | samples, guidance on mobile development, and a full API reference.
20 |
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/transfer_learning_fruit_veggies/android/app/build.gradle:
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1 | def localProperties = new Properties()
2 | def localPropertiesFile = rootProject.file('local.properties')
3 | if (localPropertiesFile.exists()) {
4 | localPropertiesFile.withReader('UTF-8') { reader ->
5 | localProperties.load(reader)
6 | }
7 | }
8 |
9 | def flutterRoot = localProperties.getProperty('flutter.sdk')
10 | if (flutterRoot == null) {
11 | throw new GradleException("Flutter SDK not found. Define location with flutter.sdk in the local.properties file.")
12 | }
13 |
14 | def flutterVersionCode = localProperties.getProperty('flutter.versionCode')
15 | if (flutterVersionCode == null) {
16 | flutterVersionCode = '1'
17 | }
18 |
19 | def flutterVersionName = localProperties.getProperty('flutter.versionName')
20 | if (flutterVersionName == null) {
21 | flutterVersionName = '1.0'
22 | }
23 |
24 | apply plugin: 'com.android.application'
25 | apply plugin: 'kotlin-android'
26 | apply from: "$flutterRoot/packages/flutter_tools/gradle/flutter.gradle"
27 |
28 | android {
29 | compileSdkVersion 29
30 |
31 | sourceSets {
32 | main.java.srcDirs += 'src/main/kotlin'
33 | }
34 | aaptOptions {
35 | noCompress 'tflite'
36 | noCompress 'lite'
37 | }
38 |
39 | lintOptions {
40 | disable 'InvalidPackage'
41 | }
42 |
43 | defaultConfig {
44 | // TODO: Specify your own unique Application ID (https://developer.android.com/studio/build/application-id.html).
45 | applicationId "com.example.transfer_learning_fruit_veggies"
46 | minSdkVersion 16
47 | targetSdkVersion 29
48 | versionCode flutterVersionCode.toInteger()
49 | versionName flutterVersionName
50 | }
51 |
52 | buildTypes {
53 | release {
54 | // TODO: Add your own signing config for the release build.
55 | // Signing with the debug keys for now, so `flutter run --release` works.
56 | signingConfig signingConfigs.debug
57 | }
58 | }
59 | }
60 |
61 | flutter {
62 | source '../..'
63 | }
64 |
65 | dependencies {
66 | implementation "org.jetbrains.kotlin:kotlin-stdlib-jdk7:$kotlin_version"
67 | }
68 |
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/transfer_learning_fruit_veggies/android/app/src/debug/AndroidManifest.xml:
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/transfer_learning_fruit_veggies/android/app/src/main/AndroidManifest.xml:
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/transfer_learning_fruit_veggies/android/app/src/main/java/io/flutter/plugins/GeneratedPluginRegistrant.java:
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1 | package io.flutter.plugins;
2 |
3 | import androidx.annotation.Keep;
4 | import androidx.annotation.NonNull;
5 |
6 | import io.flutter.embedding.engine.FlutterEngine;
7 | import io.flutter.embedding.engine.plugins.shim.ShimPluginRegistry;
8 |
9 | /**
10 | * Generated file. Do not edit.
11 | * This file is generated by the Flutter tool based on the
12 | * plugins that support the Android platform.
13 | */
14 | @Keep
15 | public final class GeneratedPluginRegistrant {
16 | public static void registerWith(@NonNull FlutterEngine flutterEngine) {
17 | ShimPluginRegistry shimPluginRegistry = new ShimPluginRegistry(flutterEngine);
18 | flutterEngine.getPlugins().add(new io.flutter.plugins.flutter_plugin_android_lifecycle.FlutterAndroidLifecyclePlugin());
19 | flutterEngine.getPlugins().add(new io.flutter.plugins.imagepicker.ImagePickerPlugin());
20 | sq.flutter.tflite.TflitePlugin.registerWith(shimPluginRegistry.registrarFor("sq.flutter.tflite.TflitePlugin"));
21 | }
22 | }
23 |
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/transfer_learning_fruit_veggies/android/app/src/main/kotlin/com/example/transfer_learning_fruit_veggies/MainActivity.kt:
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1 | package com.example.transfer_learning_fruit_veggies
2 |
3 | import io.flutter.embedding.android.FlutterActivity
4 |
5 | class MainActivity: FlutterActivity() {
6 | }
7 |
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/transfer_learning_fruit_veggies/android/app/src/main/res/drawable/launch_background.xml:
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/transfer_learning_fruit_veggies/android/app/src/main/res/mipmap-hdpi/ic_launcher.png:
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/transfer_learning_fruit_veggies/android/app/src/main/res/mipmap-mdpi/ic_launcher.png:
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/transfer_learning_fruit_veggies/android/app/src/main/res/mipmap-xhdpi/ic_launcher.png:
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/transfer_learning_fruit_veggies/android/app/src/main/res/values/styles.xml:
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/transfer_learning_fruit_veggies/android/app/src/profile/AndroidManifest.xml:
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/transfer_learning_fruit_veggies/android/build.gradle:
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1 | buildscript {
2 | ext.kotlin_version = '1.3.50'
3 | repositories {
4 | google()
5 | jcenter()
6 | }
7 |
8 | dependencies {
9 | classpath 'com.android.tools.build:gradle:3.5.0'
10 | classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:$kotlin_version"
11 | }
12 | }
13 |
14 | allprojects {
15 | repositories {
16 | google()
17 | jcenter()
18 | }
19 | }
20 |
21 | rootProject.buildDir = '../build'
22 | subprojects {
23 | project.buildDir = "${rootProject.buildDir}/${project.name}"
24 | }
25 | subprojects {
26 | project.evaluationDependsOn(':app')
27 | }
28 |
29 | task clean(type: Delete) {
30 | delete rootProject.buildDir
31 | }
32 |
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/transfer_learning_fruit_veggies/android/gradle.properties:
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1 | org.gradle.jvmargs=-Xmx1536M
2 | android.useAndroidX=true
3 | android.enableJetifier=true
4 |
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/transfer_learning_fruit_veggies/android/gradle/wrapper/gradle-wrapper.jar:
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https://raw.githubusercontent.com/yaashwardhan/On-Device-Machine-Learning-App-TensorfowLite-and-Flutter/dc01874f13d20a7d3277ed982a938c30e6f46a61/transfer_learning_fruit_veggies/android/gradle/wrapper/gradle-wrapper.jar
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/transfer_learning_fruit_veggies/android/gradle/wrapper/gradle-wrapper.properties:
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1 | #Fri Jun 23 08:50:38 CEST 2017
2 | distributionBase=GRADLE_USER_HOME
3 | distributionPath=wrapper/dists
4 | zipStoreBase=GRADLE_USER_HOME
5 | zipStorePath=wrapper/dists
6 | distributionUrl=https\://services.gradle.org/distributions/gradle-5.6.2-all.zip
7 |
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/transfer_learning_fruit_veggies/android/gradlew:
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1 | #!/usr/bin/env bash
2 |
3 | ##############################################################################
4 | ##
5 | ## Gradle start up script for UN*X
6 | ##
7 | ##############################################################################
8 |
9 | # Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
10 | DEFAULT_JVM_OPTS=""
11 |
12 | APP_NAME="Gradle"
13 | APP_BASE_NAME=`basename "$0"`
14 |
15 | # Use the maximum available, or set MAX_FD != -1 to use that value.
16 | MAX_FD="maximum"
17 |
18 | warn ( ) {
19 | echo "$*"
20 | }
21 |
22 | die ( ) {
23 | echo
24 | echo "$*"
25 | echo
26 | exit 1
27 | }
28 |
29 | # OS specific support (must be 'true' or 'false').
30 | cygwin=false
31 | msys=false
32 | darwin=false
33 | case "`uname`" in
34 | CYGWIN* )
35 | cygwin=true
36 | ;;
37 | Darwin* )
38 | darwin=true
39 | ;;
40 | MINGW* )
41 | msys=true
42 | ;;
43 | esac
44 |
45 | # Attempt to set APP_HOME
46 | # Resolve links: $0 may be a link
47 | PRG="$0"
48 | # Need this for relative symlinks.
49 | while [ -h "$PRG" ] ; do
50 | ls=`ls -ld "$PRG"`
51 | link=`expr "$ls" : '.*-> \(.*\)$'`
52 | if expr "$link" : '/.*' > /dev/null; then
53 | PRG="$link"
54 | else
55 | PRG=`dirname "$PRG"`"/$link"
56 | fi
57 | done
58 | SAVED="`pwd`"
59 | cd "`dirname \"$PRG\"`/" >/dev/null
60 | APP_HOME="`pwd -P`"
61 | cd "$SAVED" >/dev/null
62 |
63 | CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar
64 |
65 | # Determine the Java command to use to start the JVM.
66 | if [ -n "$JAVA_HOME" ] ; then
67 | if [ -x "$JAVA_HOME/jre/sh/java" ] ; then
68 | # IBM's JDK on AIX uses strange locations for the executables
69 | JAVACMD="$JAVA_HOME/jre/sh/java"
70 | else
71 | JAVACMD="$JAVA_HOME/bin/java"
72 | fi
73 | if [ ! -x "$JAVACMD" ] ; then
74 | die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
75 |
76 | Please set the JAVA_HOME variable in your environment to match the
77 | location of your Java installation."
78 | fi
79 | else
80 | JAVACMD="java"
81 | which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
82 |
83 | Please set the JAVA_HOME variable in your environment to match the
84 | location of your Java installation."
85 | fi
86 |
87 | # Increase the maximum file descriptors if we can.
88 | if [ "$cygwin" = "false" -a "$darwin" = "false" ] ; then
89 | MAX_FD_LIMIT=`ulimit -H -n`
90 | if [ $? -eq 0 ] ; then
91 | if [ "$MAX_FD" = "maximum" -o "$MAX_FD" = "max" ] ; then
92 | MAX_FD="$MAX_FD_LIMIT"
93 | fi
94 | ulimit -n $MAX_FD
95 | if [ $? -ne 0 ] ; then
96 | warn "Could not set maximum file descriptor limit: $MAX_FD"
97 | fi
98 | else
99 | warn "Could not query maximum file descriptor limit: $MAX_FD_LIMIT"
100 | fi
101 | fi
102 |
103 | # For Darwin, add options to specify how the application appears in the dock
104 | if $darwin; then
105 | GRADLE_OPTS="$GRADLE_OPTS \"-Xdock:name=$APP_NAME\" \"-Xdock:icon=$APP_HOME/media/gradle.icns\""
106 | fi
107 |
108 | # For Cygwin, switch paths to Windows format before running java
109 | if $cygwin ; then
110 | APP_HOME=`cygpath --path --mixed "$APP_HOME"`
111 | CLASSPATH=`cygpath --path --mixed "$CLASSPATH"`
112 | JAVACMD=`cygpath --unix "$JAVACMD"`
113 |
114 | # We build the pattern for arguments to be converted via cygpath
115 | ROOTDIRSRAW=`find -L / -maxdepth 1 -mindepth 1 -type d 2>/dev/null`
116 | SEP=""
117 | for dir in $ROOTDIRSRAW ; do
118 | ROOTDIRS="$ROOTDIRS$SEP$dir"
119 | SEP="|"
120 | done
121 | OURCYGPATTERN="(^($ROOTDIRS))"
122 | # Add a user-defined pattern to the cygpath arguments
123 | if [ "$GRADLE_CYGPATTERN" != "" ] ; then
124 | OURCYGPATTERN="$OURCYGPATTERN|($GRADLE_CYGPATTERN)"
125 | fi
126 | # Now convert the arguments - kludge to limit ourselves to /bin/sh
127 | i=0
128 | for arg in "$@" ; do
129 | CHECK=`echo "$arg"|egrep -c "$OURCYGPATTERN" -`
130 | CHECK2=`echo "$arg"|egrep -c "^-"` ### Determine if an option
131 |
132 | if [ $CHECK -ne 0 ] && [ $CHECK2 -eq 0 ] ; then ### Added a condition
133 | eval `echo args$i`=`cygpath --path --ignore --mixed "$arg"`
134 | else
135 | eval `echo args$i`="\"$arg\""
136 | fi
137 | i=$((i+1))
138 | done
139 | case $i in
140 | (0) set -- ;;
141 | (1) set -- "$args0" ;;
142 | (2) set -- "$args0" "$args1" ;;
143 | (3) set -- "$args0" "$args1" "$args2" ;;
144 | (4) set -- "$args0" "$args1" "$args2" "$args3" ;;
145 | (5) set -- "$args0" "$args1" "$args2" "$args3" "$args4" ;;
146 | (6) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" ;;
147 | (7) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" ;;
148 | (8) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" ;;
149 | (9) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" "$args8" ;;
150 | esac
151 | fi
152 |
153 | # Split up the JVM_OPTS And GRADLE_OPTS values into an array, following the shell quoting and substitution rules
154 | function splitJvmOpts() {
155 | JVM_OPTS=("$@")
156 | }
157 | eval splitJvmOpts $DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS
158 | JVM_OPTS[${#JVM_OPTS[*]}]="-Dorg.gradle.appname=$APP_BASE_NAME"
159 |
160 | exec "$JAVACMD" "${JVM_OPTS[@]}" -classpath "$CLASSPATH" org.gradle.wrapper.GradleWrapperMain "$@"
161 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/android/gradlew.bat:
--------------------------------------------------------------------------------
1 | @if "%DEBUG%" == "" @echo off
2 | @rem ##########################################################################
3 | @rem
4 | @rem Gradle startup script for Windows
5 | @rem
6 | @rem ##########################################################################
7 |
8 | @rem Set local scope for the variables with windows NT shell
9 | if "%OS%"=="Windows_NT" setlocal
10 |
11 | @rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
12 | set DEFAULT_JVM_OPTS=
13 |
14 | set DIRNAME=%~dp0
15 | if "%DIRNAME%" == "" set DIRNAME=.
16 | set APP_BASE_NAME=%~n0
17 | set APP_HOME=%DIRNAME%
18 |
19 | @rem Find java.exe
20 | if defined JAVA_HOME goto findJavaFromJavaHome
21 |
22 | set JAVA_EXE=java.exe
23 | %JAVA_EXE% -version >NUL 2>&1
24 | if "%ERRORLEVEL%" == "0" goto init
25 |
26 | echo.
27 | echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
28 | echo.
29 | echo Please set the JAVA_HOME variable in your environment to match the
30 | echo location of your Java installation.
31 |
32 | goto fail
33 |
34 | :findJavaFromJavaHome
35 | set JAVA_HOME=%JAVA_HOME:"=%
36 | set JAVA_EXE=%JAVA_HOME%/bin/java.exe
37 |
38 | if exist "%JAVA_EXE%" goto init
39 |
40 | echo.
41 | echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
42 | echo.
43 | echo Please set the JAVA_HOME variable in your environment to match the
44 | echo location of your Java installation.
45 |
46 | goto fail
47 |
48 | :init
49 | @rem Get command-line arguments, handling Windowz variants
50 |
51 | if not "%OS%" == "Windows_NT" goto win9xME_args
52 | if "%@eval[2+2]" == "4" goto 4NT_args
53 |
54 | :win9xME_args
55 | @rem Slurp the command line arguments.
56 | set CMD_LINE_ARGS=
57 | set _SKIP=2
58 |
59 | :win9xME_args_slurp
60 | if "x%~1" == "x" goto execute
61 |
62 | set CMD_LINE_ARGS=%*
63 | goto execute
64 |
65 | :4NT_args
66 | @rem Get arguments from the 4NT Shell from JP Software
67 | set CMD_LINE_ARGS=%$
68 |
69 | :execute
70 | @rem Setup the command line
71 |
72 | set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar
73 |
74 | @rem Execute Gradle
75 | "%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %CMD_LINE_ARGS%
76 |
77 | :end
78 | @rem End local scope for the variables with windows NT shell
79 | if "%ERRORLEVEL%"=="0" goto mainEnd
80 |
81 | :fail
82 | rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
83 | rem the _cmd.exe /c_ return code!
84 | if not "" == "%GRADLE_EXIT_CONSOLE%" exit 1
85 | exit /b 1
86 |
87 | :mainEnd
88 | if "%OS%"=="Windows_NT" endlocal
89 |
90 | :omega
91 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/android/local.properties:
--------------------------------------------------------------------------------
1 | sdk.dir=/Users/yashdeshmukh/Library/Android/sdk
2 | flutter.sdk=/Users/yashdeshmukh/Developer/flutter
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/android/settings.gradle:
--------------------------------------------------------------------------------
1 | include ':app'
2 |
3 | def localPropertiesFile = new File(rootProject.projectDir, "local.properties")
4 | def properties = new Properties()
5 |
6 | assert localPropertiesFile.exists()
7 | localPropertiesFile.withReader("UTF-8") { reader -> properties.load(reader) }
8 |
9 | def flutterSdkPath = properties.getProperty("flutter.sdk")
10 | assert flutterSdkPath != null, "flutter.sdk not set in local.properties"
11 | apply from: "$flutterSdkPath/packages/flutter_tools/gradle/app_plugin_loader.gradle"
12 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/android/transfer_learning_fruit_veggies_android.iml:
--------------------------------------------------------------------------------
1 |
2 |
3 |
4 |
5 |
6 |
7 |
8 |
9 |
10 |
11 |
12 |
13 |
14 |
15 |
16 |
17 |
18 |
19 |
20 |
21 |
22 |
23 |
24 |
25 |
26 |
27 |
28 |
29 |
30 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/assets/labels.txt:
--------------------------------------------------------------------------------
1 | apple
2 | banana
3 | beetroot
4 | bell pepper
5 | cabbage
6 | capsicum
7 | carrot
8 | cauliflower
9 | chilli pepper
10 | corn
11 | cucumber
12 | eggplant
13 | garlic
14 | ginger
15 | grapes
16 | jalepeno
17 | kiwi
18 | lemon
19 | lettuce
20 | mango
21 | onion
22 | orange
23 | paprika
24 | pear
25 | peas
26 | pineapple
27 | pomegranate
28 | potato
29 | raddish
30 | soy beans
31 | spinach
32 | sweetcorn
33 | sweetpotato
34 | tomato
35 | turnip
36 | watermelon
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/assets/model.tflite:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/yaashwardhan/On-Device-Machine-Learning-App-TensorfowLite-and-Flutter/dc01874f13d20a7d3277ed982a938c30e6f46a61/transfer_learning_fruit_veggies/assets/model.tflite
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/.gitignore:
--------------------------------------------------------------------------------
1 | *.mode1v3
2 | *.mode2v3
3 | *.moved-aside
4 | *.pbxuser
5 | *.perspectivev3
6 | **/*sync/
7 | .sconsign.dblite
8 | .tags*
9 | **/.vagrant/
10 | **/DerivedData/
11 | Icon?
12 | **/Pods/
13 | **/.symlinks/
14 | profile
15 | xcuserdata
16 | **/.generated/
17 | Flutter/App.framework
18 | Flutter/Flutter.framework
19 | Flutter/Flutter.podspec
20 | Flutter/Generated.xcconfig
21 | Flutter/app.flx
22 | Flutter/app.zip
23 | Flutter/flutter_assets/
24 | Flutter/flutter_export_environment.sh
25 | ServiceDefinitions.json
26 | Runner/GeneratedPluginRegistrant.*
27 |
28 | # Exceptions to above rules.
29 | !default.mode1v3
30 | !default.mode2v3
31 | !default.pbxuser
32 | !default.perspectivev3
33 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Flutter/AppFrameworkInfo.plist:
--------------------------------------------------------------------------------
1 |
2 |
3 |
4 |
5 | CFBundleDevelopmentRegion
6 | $(DEVELOPMENT_LANGUAGE)
7 | CFBundleExecutable
8 | App
9 | CFBundleIdentifier
10 | io.flutter.flutter.app
11 | CFBundleInfoDictionaryVersion
12 | 6.0
13 | CFBundleName
14 | App
15 | CFBundlePackageType
16 | FMWK
17 | CFBundleShortVersionString
18 | 1.0
19 | CFBundleSignature
20 | ????
21 | CFBundleVersion
22 | 1.0
23 | MinimumOSVersion
24 | 8.0
25 |
26 |
27 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Flutter/Debug.xcconfig:
--------------------------------------------------------------------------------
1 | #include "Pods/Target Support Files/Pods-Runner/Pods-Runner.debug.xcconfig"
2 | #include "Generated.xcconfig"
3 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Flutter/Generated.xcconfig:
--------------------------------------------------------------------------------
1 | // This is a generated file; do not edit or check into version control.
2 | FLUTTER_ROOT=/Users/yashdeshmukh/Developer/flutter
3 | FLUTTER_APPLICATION_PATH=/Users/yashdeshmukh/Desktop/transfer_learning_fruit_veggies
4 | FLUTTER_TARGET=lib/main.dart
5 | FLUTTER_BUILD_DIR=build
6 | SYMROOT=${SOURCE_ROOT}/../build/ios
7 | OTHER_LDFLAGS=$(inherited) -framework Flutter
8 | FLUTTER_FRAMEWORK_DIR=/Users/yashdeshmukh/Developer/flutter/bin/cache/artifacts/engine/ios
9 | FLUTTER_BUILD_NAME=1.0.0
10 | FLUTTER_BUILD_NUMBER=1
11 | DART_OBFUSCATION=false
12 | TRACK_WIDGET_CREATION=false
13 | TREE_SHAKE_ICONS=false
14 | PACKAGE_CONFIG=.packages
15 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Flutter/Release.xcconfig:
--------------------------------------------------------------------------------
1 | #include "Pods/Target Support Files/Pods-Runner/Pods-Runner.release.xcconfig"
2 | #include "Generated.xcconfig"
3 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Flutter/flutter_export_environment.sh:
--------------------------------------------------------------------------------
1 | #!/bin/sh
2 | # This is a generated file; do not edit or check into version control.
3 | export "FLUTTER_ROOT=/Users/yashdeshmukh/Developer/flutter"
4 | export "FLUTTER_APPLICATION_PATH=/Users/yashdeshmukh/Desktop/transfer_learning_fruit_veggies"
5 | export "FLUTTER_TARGET=lib/main.dart"
6 | export "FLUTTER_BUILD_DIR=build"
7 | export "SYMROOT=${SOURCE_ROOT}/../build/ios"
8 | export "OTHER_LDFLAGS=$(inherited) -framework Flutter"
9 | export "FLUTTER_FRAMEWORK_DIR=/Users/yashdeshmukh/Developer/flutter/bin/cache/artifacts/engine/ios"
10 | export "FLUTTER_BUILD_NAME=1.0.0"
11 | export "FLUTTER_BUILD_NUMBER=1"
12 | export "DART_OBFUSCATION=false"
13 | export "TRACK_WIDGET_CREATION=false"
14 | export "TREE_SHAKE_ICONS=false"
15 | export "PACKAGE_CONFIG=.packages"
16 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Runner.xcodeproj/project.pbxproj:
--------------------------------------------------------------------------------
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4 | classes = {
5 | };
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26 | name = "Embed Frameworks";
27 | runOnlyForDeploymentPostprocessing = 0;
28 | };
29 | /* End PBXCopyFilesBuildPhase section */
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45 | /* End PBXFileReference section */
46 |
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52 | );
53 | runOnlyForDeploymentPostprocessing = 0;
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55 | /* End PBXFrameworksBuildPhase section */
56 |
57 | /* Begin PBXGroup section */
58 | 9740EEB11CF90186004384FC /* Flutter */ = {
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60 | children = (
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62 | 9740EEB21CF90195004384FC /* Debug.xcconfig */,
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64 | 9740EEB31CF90195004384FC /* Generated.xcconfig */,
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67 | sourceTree = "";
68 | };
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70 | isa = PBXGroup;
71 | children = (
72 | 9740EEB11CF90186004384FC /* Flutter */,
73 | 97C146F01CF9000F007C117D /* Runner */,
74 | 97C146EF1CF9000F007C117D /* Products */,
75 | );
76 | sourceTree = "";
77 | };
78 | 97C146EF1CF9000F007C117D /* Products */ = {
79 | isa = PBXGroup;
80 | children = (
81 | 97C146EE1CF9000F007C117D /* Runner.app */,
82 | );
83 | name = Products;
84 | sourceTree = "";
85 | };
86 | 97C146F01CF9000F007C117D /* Runner */ = {
87 | isa = PBXGroup;
88 | children = (
89 | 97C146FA1CF9000F007C117D /* Main.storyboard */,
90 | 97C146FD1CF9000F007C117D /* Assets.xcassets */,
91 | 97C146FF1CF9000F007C117D /* LaunchScreen.storyboard */,
92 | 97C147021CF9000F007C117D /* Info.plist */,
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94 | 1498D2331E8E89220040F4C2 /* GeneratedPluginRegistrant.m */,
95 | 74858FAE1ED2DC5600515810 /* AppDelegate.swift */,
96 | 74858FAD1ED2DC5600515810 /* Runner-Bridging-Header.h */,
97 | );
98 | path = Runner;
99 | sourceTree = "";
100 | };
101 | /* End PBXGroup section */
102 |
103 | /* Begin PBXNativeTarget section */
104 | 97C146ED1CF9000F007C117D /* Runner */ = {
105 | isa = PBXNativeTarget;
106 | buildConfigurationList = 97C147051CF9000F007C117D /* Build configuration list for PBXNativeTarget "Runner" */;
107 | buildPhases = (
108 | 9740EEB61CF901F6004384FC /* Run Script */,
109 | 97C146EA1CF9000F007C117D /* Sources */,
110 | 97C146EB1CF9000F007C117D /* Frameworks */,
111 | 97C146EC1CF9000F007C117D /* Resources */,
112 | 9705A1C41CF9048500538489 /* Embed Frameworks */,
113 | 3B06AD1E1E4923F5004D2608 /* Thin Binary */,
114 | );
115 | buildRules = (
116 | );
117 | dependencies = (
118 | );
119 | name = Runner;
120 | productName = Runner;
121 | productReference = 97C146EE1CF9000F007C117D /* Runner.app */;
122 | productType = "com.apple.product-type.application";
123 | };
124 | /* End PBXNativeTarget section */
125 |
126 | /* Begin PBXProject section */
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128 | isa = PBXProject;
129 | attributes = {
130 | LastUpgradeCheck = 1020;
131 | ORGANIZATIONNAME = "";
132 | TargetAttributes = {
133 | 97C146ED1CF9000F007C117D = {
134 | CreatedOnToolsVersion = 7.3.1;
135 | LastSwiftMigration = 1100;
136 | };
137 | };
138 | };
139 | buildConfigurationList = 97C146E91CF9000F007C117D /* Build configuration list for PBXProject "Runner" */;
140 | compatibilityVersion = "Xcode 9.3";
141 | developmentRegion = en;
142 | hasScannedForEncodings = 0;
143 | knownRegions = (
144 | en,
145 | Base,
146 | );
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148 | productRefGroup = 97C146EF1CF9000F007C117D /* Products */;
149 | projectDirPath = "";
150 | projectRoot = "";
151 | targets = (
152 | 97C146ED1CF9000F007C117D /* Runner */,
153 | );
154 | };
155 | /* End PBXProject section */
156 |
157 | /* Begin PBXResourcesBuildPhase section */
158 | 97C146EC1CF9000F007C117D /* Resources */ = {
159 | isa = PBXResourcesBuildPhase;
160 | buildActionMask = 2147483647;
161 | files = (
162 | 97C147011CF9000F007C117D /* LaunchScreen.storyboard in Resources */,
163 | 3B3967161E833CAA004F5970 /* AppFrameworkInfo.plist in Resources */,
164 | 97C146FE1CF9000F007C117D /* Assets.xcassets in Resources */,
165 | 97C146FC1CF9000F007C117D /* Main.storyboard in Resources */,
166 | );
167 | runOnlyForDeploymentPostprocessing = 0;
168 | };
169 | /* End PBXResourcesBuildPhase section */
170 |
171 | /* Begin PBXShellScriptBuildPhase section */
172 | 3B06AD1E1E4923F5004D2608 /* Thin Binary */ = {
173 | isa = PBXShellScriptBuildPhase;
174 | buildActionMask = 2147483647;
175 | files = (
176 | );
177 | inputPaths = (
178 | );
179 | name = "Thin Binary";
180 | outputPaths = (
181 | );
182 | runOnlyForDeploymentPostprocessing = 0;
183 | shellPath = /bin/sh;
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185 | };
186 | 9740EEB61CF901F6004384FC /* Run Script */ = {
187 | isa = PBXShellScriptBuildPhase;
188 | buildActionMask = 2147483647;
189 | files = (
190 | );
191 | inputPaths = (
192 | );
193 | name = "Run Script";
194 | outputPaths = (
195 | );
196 | runOnlyForDeploymentPostprocessing = 0;
197 | shellPath = /bin/sh;
198 | shellScript = "/bin/sh \"$FLUTTER_ROOT/packages/flutter_tools/bin/xcode_backend.sh\" build";
199 | };
200 | /* End PBXShellScriptBuildPhase section */
201 |
202 | /* Begin PBXSourcesBuildPhase section */
203 | 97C146EA1CF9000F007C117D /* Sources */ = {
204 | isa = PBXSourcesBuildPhase;
205 | buildActionMask = 2147483647;
206 | files = (
207 | 74858FAF1ED2DC5600515810 /* AppDelegate.swift in Sources */,
208 | 1498D2341E8E89220040F4C2 /* GeneratedPluginRegistrant.m in Sources */,
209 | );
210 | runOnlyForDeploymentPostprocessing = 0;
211 | };
212 | /* End PBXSourcesBuildPhase section */
213 |
214 | /* Begin PBXVariantGroup section */
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/transfer_learning_fruit_veggies/ios/Runner.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist:
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2 |
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4 |
5 | IDEDidComputeMac32BitWarning
6 |
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9 |
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/transfer_learning_fruit_veggies/ios/Runner.xcodeproj/project.xcworkspace/xcshareddata/WorkspaceSettings.xcsettings:
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1 |
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3 |
4 |
5 | PreviewsEnabled
6 |
7 |
8 |
9 |
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/transfer_learning_fruit_veggies/ios/Runner.xcodeproj/xcshareddata/xcschemes/Runner.xcscheme:
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/transfer_learning_fruit_veggies/ios/Runner.xcworkspace/contents.xcworkspacedata:
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/transfer_learning_fruit_veggies/ios/Runner.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist:
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1 |
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3 |
4 |
5 | IDEDidComputeMac32BitWarning
6 |
7 |
8 |
9 |
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/transfer_learning_fruit_veggies/ios/Runner.xcworkspace/xcshareddata/WorkspaceSettings.xcsettings:
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1 |
2 |
3 |
4 |
5 | PreviewsEnabled
6 |
7 |
8 |
9 |
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/transfer_learning_fruit_veggies/ios/Runner/AppDelegate.swift:
--------------------------------------------------------------------------------
1 | import UIKit
2 | import Flutter
3 |
4 | @UIApplicationMain
5 | @objc class AppDelegate: FlutterAppDelegate {
6 | override func application(
7 | _ application: UIApplication,
8 | didFinishLaunchingWithOptions launchOptions: [UIApplication.LaunchOptionsKey: Any]?
9 | ) -> Bool {
10 | GeneratedPluginRegistrant.register(with: self)
11 | return super.application(application, didFinishLaunchingWithOptions: launchOptions)
12 | }
13 | }
14 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Runner/Assets.xcassets/AppIcon.appiconset/Contents.json:
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1 | {
2 | "images" : [
3 | {
4 | "size" : "20x20",
5 | "idiom" : "iphone",
6 | "filename" : "Icon-App-20x20@2x.png",
7 | "scale" : "2x"
8 | },
9 | {
10 | "size" : "20x20",
11 | "idiom" : "iphone",
12 | "filename" : "Icon-App-20x20@3x.png",
13 | "scale" : "3x"
14 | },
15 | {
16 | "size" : "29x29",
17 | "idiom" : "iphone",
18 | "filename" : "Icon-App-29x29@1x.png",
19 | "scale" : "1x"
20 | },
21 | {
22 | "size" : "29x29",
23 | "idiom" : "iphone",
24 | "filename" : "Icon-App-29x29@2x.png",
25 | "scale" : "2x"
26 | },
27 | {
28 | "size" : "29x29",
29 | "idiom" : "iphone",
30 | "filename" : "Icon-App-29x29@3x.png",
31 | "scale" : "3x"
32 | },
33 | {
34 | "size" : "40x40",
35 | "idiom" : "iphone",
36 | "filename" : "Icon-App-40x40@2x.png",
37 | "scale" : "2x"
38 | },
39 | {
40 | "size" : "40x40",
41 | "idiom" : "iphone",
42 | "filename" : "Icon-App-40x40@3x.png",
43 | "scale" : "3x"
44 | },
45 | {
46 | "size" : "60x60",
47 | "idiom" : "iphone",
48 | "filename" : "Icon-App-60x60@2x.png",
49 | "scale" : "2x"
50 | },
51 | {
52 | "size" : "60x60",
53 | "idiom" : "iphone",
54 | "filename" : "Icon-App-60x60@3x.png",
55 | "scale" : "3x"
56 | },
57 | {
58 | "size" : "20x20",
59 | "idiom" : "ipad",
60 | "filename" : "Icon-App-20x20@1x.png",
61 | "scale" : "1x"
62 | },
63 | {
64 | "size" : "20x20",
65 | "idiom" : "ipad",
66 | "filename" : "Icon-App-20x20@2x.png",
67 | "scale" : "2x"
68 | },
69 | {
70 | "size" : "29x29",
71 | "idiom" : "ipad",
72 | "filename" : "Icon-App-29x29@1x.png",
73 | "scale" : "1x"
74 | },
75 | {
76 | "size" : "29x29",
77 | "idiom" : "ipad",
78 | "filename" : "Icon-App-29x29@2x.png",
79 | "scale" : "2x"
80 | },
81 | {
82 | "size" : "40x40",
83 | "idiom" : "ipad",
84 | "filename" : "Icon-App-40x40@1x.png",
85 | "scale" : "1x"
86 | },
87 | {
88 | "size" : "40x40",
89 | "idiom" : "ipad",
90 | "filename" : "Icon-App-40x40@2x.png",
91 | "scale" : "2x"
92 | },
93 | {
94 | "size" : "76x76",
95 | "idiom" : "ipad",
96 | "filename" : "Icon-App-76x76@1x.png",
97 | "scale" : "1x"
98 | },
99 | {
100 | "size" : "76x76",
101 | "idiom" : "ipad",
102 | "filename" : "Icon-App-76x76@2x.png",
103 | "scale" : "2x"
104 | },
105 | {
106 | "size" : "83.5x83.5",
107 | "idiom" : "ipad",
108 | "filename" : "Icon-App-83.5x83.5@2x.png",
109 | "scale" : "2x"
110 | },
111 | {
112 | "size" : "1024x1024",
113 | "idiom" : "ios-marketing",
114 | "filename" : "Icon-App-1024x1024@1x.png",
115 | "scale" : "1x"
116 | }
117 | ],
118 | "info" : {
119 | "version" : 1,
120 | "author" : "xcode"
121 | }
122 | }
123 |
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/transfer_learning_fruit_veggies/ios/Runner/Assets.xcassets/LaunchImage.imageset/Contents.json:
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1 | {
2 | "images" : [
3 | {
4 | "idiom" : "universal",
5 | "filename" : "LaunchImage.png",
6 | "scale" : "1x"
7 | },
8 | {
9 | "idiom" : "universal",
10 | "filename" : "LaunchImage@2x.png",
11 | "scale" : "2x"
12 | },
13 | {
14 | "idiom" : "universal",
15 | "filename" : "LaunchImage@3x.png",
16 | "scale" : "3x"
17 | }
18 | ],
19 | "info" : {
20 | "version" : 1,
21 | "author" : "xcode"
22 | }
23 | }
24 |
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/transfer_learning_fruit_veggies/ios/Runner/Assets.xcassets/LaunchImage.imageset/LaunchImage.png:
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/transfer_learning_fruit_veggies/ios/Runner/Assets.xcassets/LaunchImage.imageset/LaunchImage@2x.png:
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/transfer_learning_fruit_veggies/ios/Runner/Assets.xcassets/LaunchImage.imageset/README.md:
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1 | # Launch Screen Assets
2 |
3 | You can customize the launch screen with your own desired assets by replacing the image files in this directory.
4 |
5 | You can also do it by opening your Flutter project's Xcode project with `open ios/Runner.xcworkspace`, selecting `Runner/Assets.xcassets` in the Project Navigator and dropping in the desired images.
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/transfer_learning_fruit_veggies/ios/Runner/Base.lproj/LaunchScreen.storyboard:
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/transfer_learning_fruit_veggies/ios/Runner/Base.lproj/Main.storyboard:
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27 |
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/transfer_learning_fruit_veggies/ios/Runner/GeneratedPluginRegistrant.h:
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1 | //
2 | // Generated file. Do not edit.
3 | //
4 |
5 | #ifndef GeneratedPluginRegistrant_h
6 | #define GeneratedPluginRegistrant_h
7 |
8 | #import
9 |
10 | NS_ASSUME_NONNULL_BEGIN
11 |
12 | @interface GeneratedPluginRegistrant : NSObject
13 | + (void)registerWithRegistry:(NSObject*)registry;
14 | @end
15 |
16 | NS_ASSUME_NONNULL_END
17 | #endif /* GeneratedPluginRegistrant_h */
18 |
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/transfer_learning_fruit_veggies/ios/Runner/GeneratedPluginRegistrant.m:
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1 | //
2 | // Generated file. Do not edit.
3 | //
4 |
5 | #import "GeneratedPluginRegistrant.h"
6 |
7 | #if __has_include()
8 | #import
9 | #else
10 | @import image_picker;
11 | #endif
12 |
13 | #if __has_include()
14 | #import
15 | #else
16 | @import tflite;
17 | #endif
18 |
19 | @implementation GeneratedPluginRegistrant
20 |
21 | + (void)registerWithRegistry:(NSObject*)registry {
22 | [FLTImagePickerPlugin registerWithRegistrar:[registry registrarForPlugin:@"FLTImagePickerPlugin"]];
23 | [TflitePlugin registerWithRegistrar:[registry registrarForPlugin:@"TflitePlugin"]];
24 | }
25 |
26 | @end
27 |
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/transfer_learning_fruit_veggies/ios/Runner/Info.plist:
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1 |
2 |
3 |
4 |
5 | CFBundleDevelopmentRegion
6 | $(DEVELOPMENT_LANGUAGE)
7 | CFBundleExecutable
8 | $(EXECUTABLE_NAME)
9 | CFBundleIdentifier
10 | $(PRODUCT_BUNDLE_IDENTIFIER)
11 | CFBundleInfoDictionaryVersion
12 | 6.0
13 | CFBundleName
14 | transfer_learning_fruit_veggies
15 | CFBundlePackageType
16 | APPL
17 | CFBundleShortVersionString
18 | $(FLUTTER_BUILD_NAME)
19 | CFBundleSignature
20 | ????
21 | CFBundleVersion
22 | $(FLUTTER_BUILD_NUMBER)
23 | LSRequiresIPhoneOS
24 |
25 | NSCameraUsageDescription
26 | Need Camera
27 | NSMicrophoneUsageDescription
28 | Need Microphone
29 | NSPhotoLibraryUsageDescription
30 | Need Photo
31 | UILaunchStoryboardName
32 | LaunchScreen
33 | UIMainStoryboardFile
34 | Main
35 | UISupportedInterfaceOrientations
36 |
37 | UIInterfaceOrientationPortrait
38 | UIInterfaceOrientationLandscapeLeft
39 | UIInterfaceOrientationLandscapeRight
40 |
41 | UISupportedInterfaceOrientations~ipad
42 |
43 | UIInterfaceOrientationPortrait
44 | UIInterfaceOrientationPortraitUpsideDown
45 | UIInterfaceOrientationLandscapeLeft
46 | UIInterfaceOrientationLandscapeRight
47 |
48 | UIViewControllerBasedStatusBarAppearance
49 |
50 |
51 |
52 |
--------------------------------------------------------------------------------
/transfer_learning_fruit_veggies/ios/Runner/Runner-Bridging-Header.h:
--------------------------------------------------------------------------------
1 | #import "GeneratedPluginRegistrant.h"
2 |
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/transfer_learning_fruit_veggies/lib/home.dart:
--------------------------------------------------------------------------------
1 | import 'dart:io';
2 | import 'package:flutter/material.dart';
3 | import 'package:tflite/tflite.dart';
4 | import 'package:image_picker/image_picker.dart';
5 |
6 | class Home extends StatefulWidget {
7 | @override
8 | _HomeState createState() => _HomeState();
9 | }
10 |
11 | class _HomeState extends State {
12 | bool _loading = true;
13 | File _image;
14 | List _output;
15 | final picker = ImagePicker(); //allows us to pick image from gallery or camera
16 |
17 | @override
18 | void initState() {
19 | //initS is the first function that is executed by default when this class is called
20 | super.initState();
21 | loadModel().then((value) {
22 | setState(() {});
23 | });
24 | }
25 |
26 | @override
27 | void dispose() {
28 | //dis function disposes and clears our memory
29 | super.dispose();
30 | Tflite.close();
31 | }
32 |
33 | classifyImage(File image) async {
34 | //this function runs the model on the image
35 | var output = await Tflite.runModelOnImage(
36 | path: image.path,
37 | numResults: 36, //the amout of categories our neural network can predict
38 | threshold: 0.5,
39 | imageMean: 127.5,
40 | imageStd: 127.5,
41 | );
42 | setState(() {
43 | _output = output;
44 | _loading = false;
45 | });
46 | }
47 |
48 | loadModel() async {
49 | //this function loads our model
50 | await Tflite.loadModel(
51 | model: 'assets/model.tflite', labels: 'assets/labels.txt');
52 | }
53 |
54 | pickImage() async {
55 | //this function to grab the image from camera
56 | var image = await picker.getImage(source: ImageSource.camera);
57 | if (image == null) return null;
58 |
59 | setState(() {
60 | _image = File(image.path);
61 | });
62 | classifyImage(_image);
63 | }
64 |
65 | pickGalleryImage() async {
66 | //this function to grab the image from gallery
67 | var image = await picker.getImage(source: ImageSource.gallery);
68 | if (image == null) return null;
69 |
70 | setState(() {
71 | _image = File(image.path);
72 | });
73 | classifyImage(_image);
74 | }
75 |
76 | @override
77 | Widget build(BuildContext context) {
78 | return Scaffold(
79 | appBar: AppBar(
80 | backgroundColor: Colors.black,
81 | title: Text(
82 | 'Fruits and Veggies Neural Network',
83 | style: TextStyle(
84 | color: Colors.white,
85 | fontWeight: FontWeight.w200,
86 | fontSize: 20,
87 | letterSpacing: 0.8),
88 | ),
89 | ),
90 | body: Container(
91 | color: Colors.black.withOpacity(0.9),
92 | padding: EdgeInsets.symmetric(horizontal: 35, vertical: 50),
93 | child: Container(
94 | alignment: Alignment.center,
95 | padding: EdgeInsets.all(30),
96 | decoration: BoxDecoration(
97 | color: Color(0xFF2A363B),
98 | borderRadius: BorderRadius.circular(30),
99 | ),
100 | child: Column(
101 | mainAxisAlignment: MainAxisAlignment.center,
102 | children: [
103 | Container(
104 | child: Center(
105 | child: _loading == true
106 | ? null //show nothing if no picture selected
107 | : Container(
108 | child: Column(
109 | children: [
110 | Container(
111 | height: 250,
112 | width: 250,
113 | child: ClipRRect(
114 | borderRadius: BorderRadius.circular(30),
115 | child: Image.file(
116 | _image,
117 | fit: BoxFit.fill,
118 | ),
119 | ),
120 | ),
121 | Divider(
122 | height: 25,
123 | thickness: 1,
124 | ),
125 | _output != null
126 | ? Text(
127 | 'The object is: ${_output[0]['label']}!',
128 | style: TextStyle(
129 | color: Colors.white,
130 | fontSize: 18,
131 | fontWeight: FontWeight.w400),
132 | )
133 | : Container(),
134 | Divider(
135 | height: 25,
136 | thickness: 1,
137 | ),
138 | ],
139 | ),
140 | ),
141 | ),
142 | ),
143 | Container(
144 | child: Column(
145 | children: [
146 | GestureDetector(
147 | onTap: pickImage,
148 | child: Container(
149 | width: MediaQuery.of(context).size.width - 200,
150 | alignment: Alignment.center,
151 | padding:
152 | EdgeInsets.symmetric(horizontal: 24, vertical: 17),
153 | decoration: BoxDecoration(
154 | color: Colors.blueGrey[600],
155 | borderRadius: BorderRadius.circular(15)),
156 | child: Text(
157 | 'Take A Photo',
158 | style: TextStyle(color: Colors.white, fontSize: 16),
159 | ),
160 | ),
161 | ),
162 | SizedBox(
163 | height: 30,
164 | ),
165 | GestureDetector(
166 | onTap: pickGalleryImage,
167 | child: Container(
168 | width: MediaQuery.of(context).size.width - 200,
169 | alignment: Alignment.center,
170 | padding:
171 | EdgeInsets.symmetric(horizontal: 24, vertical: 17),
172 | decoration: BoxDecoration(
173 | color: Colors.blueGrey[600],
174 | borderRadius: BorderRadius.circular(15)),
175 | child: Text(
176 | 'Pick From Gallery',
177 | style: TextStyle(color: Colors.white, fontSize: 16),
178 | ),
179 | ),
180 | ),
181 | ],
182 | ),
183 | ),
184 | ],
185 | ),
186 | ),
187 | ),
188 | );
189 | }
190 | }
191 |
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/transfer_learning_fruit_veggies/lib/main.dart:
--------------------------------------------------------------------------------
1 | import 'package:flutter/material.dart';
2 | import 'home.dart';
3 |
4 | void main() {
5 | runApp(MyApp());
6 | }
7 |
8 | class MyApp extends StatelessWidget {
9 | // This widget is the root of your application.
10 | @override
11 | Widget build(BuildContext context) {
12 | return MaterialApp(
13 | title: 'Fruit Recognition',
14 | home: Home(),
15 | debugShowCheckedModeBanner: false,
16 | );
17 | }
18 | }
19 |
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/transfer_learning_fruit_veggies/pubspec.lock:
--------------------------------------------------------------------------------
1 | # Generated by pub
2 | # See https://dart.dev/tools/pub/glossary#lockfile
3 | packages:
4 | async:
5 | dependency: transitive
6 | description:
7 | name: async
8 | url: "https://pub.dartlang.org"
9 | source: hosted
10 | version: "2.5.0-nullsafety.1"
11 | boolean_selector:
12 | dependency: transitive
13 | description:
14 | name: boolean_selector
15 | url: "https://pub.dartlang.org"
16 | source: hosted
17 | version: "2.1.0-nullsafety.1"
18 | characters:
19 | dependency: transitive
20 | description:
21 | name: characters
22 | url: "https://pub.dartlang.org"
23 | source: hosted
24 | version: "1.1.0-nullsafety.3"
25 | charcode:
26 | dependency: transitive
27 | description:
28 | name: charcode
29 | url: "https://pub.dartlang.org"
30 | source: hosted
31 | version: "1.2.0-nullsafety.1"
32 | clock:
33 | dependency: transitive
34 | description:
35 | name: clock
36 | url: "https://pub.dartlang.org"
37 | source: hosted
38 | version: "1.1.0-nullsafety.1"
39 | collection:
40 | dependency: transitive
41 | description:
42 | name: collection
43 | url: "https://pub.dartlang.org"
44 | source: hosted
45 | version: "1.15.0-nullsafety.3"
46 | cupertino_icons:
47 | dependency: "direct main"
48 | description:
49 | name: cupertino_icons
50 | url: "https://pub.dartlang.org"
51 | source: hosted
52 | version: "1.0.0"
53 | fake_async:
54 | dependency: transitive
55 | description:
56 | name: fake_async
57 | url: "https://pub.dartlang.org"
58 | source: hosted
59 | version: "1.2.0-nullsafety.1"
60 | flutter:
61 | dependency: "direct main"
62 | description: flutter
63 | source: sdk
64 | version: "0.0.0"
65 | flutter_plugin_android_lifecycle:
66 | dependency: transitive
67 | description:
68 | name: flutter_plugin_android_lifecycle
69 | url: "https://pub.dartlang.org"
70 | source: hosted
71 | version: "1.0.11"
72 | flutter_test:
73 | dependency: "direct dev"
74 | description: flutter
75 | source: sdk
76 | version: "0.0.0"
77 | http:
78 | dependency: transitive
79 | description:
80 | name: http
81 | url: "https://pub.dartlang.org"
82 | source: hosted
83 | version: "0.12.2"
84 | http_parser:
85 | dependency: transitive
86 | description:
87 | name: http_parser
88 | url: "https://pub.dartlang.org"
89 | source: hosted
90 | version: "3.1.4"
91 | image_picker:
92 | dependency: "direct main"
93 | description:
94 | name: image_picker
95 | url: "https://pub.dartlang.org"
96 | source: hosted
97 | version: "0.6.7+21"
98 | image_picker_platform_interface:
99 | dependency: transitive
100 | description:
101 | name: image_picker_platform_interface
102 | url: "https://pub.dartlang.org"
103 | source: hosted
104 | version: "1.1.1"
105 | matcher:
106 | dependency: transitive
107 | description:
108 | name: matcher
109 | url: "https://pub.dartlang.org"
110 | source: hosted
111 | version: "0.12.10-nullsafety.1"
112 | meta:
113 | dependency: transitive
114 | description:
115 | name: meta
116 | url: "https://pub.dartlang.org"
117 | source: hosted
118 | version: "1.3.0-nullsafety.3"
119 | path:
120 | dependency: transitive
121 | description:
122 | name: path
123 | url: "https://pub.dartlang.org"
124 | source: hosted
125 | version: "1.8.0-nullsafety.1"
126 | pedantic:
127 | dependency: transitive
128 | description:
129 | name: pedantic
130 | url: "https://pub.dartlang.org"
131 | source: hosted
132 | version: "1.9.2"
133 | plugin_platform_interface:
134 | dependency: transitive
135 | description:
136 | name: plugin_platform_interface
137 | url: "https://pub.dartlang.org"
138 | source: hosted
139 | version: "1.0.3"
140 | sky_engine:
141 | dependency: transitive
142 | description: flutter
143 | source: sdk
144 | version: "0.0.99"
145 | source_span:
146 | dependency: transitive
147 | description:
148 | name: source_span
149 | url: "https://pub.dartlang.org"
150 | source: hosted
151 | version: "1.8.0-nullsafety.2"
152 | stack_trace:
153 | dependency: transitive
154 | description:
155 | name: stack_trace
156 | url: "https://pub.dartlang.org"
157 | source: hosted
158 | version: "1.10.0-nullsafety.1"
159 | stream_channel:
160 | dependency: transitive
161 | description:
162 | name: stream_channel
163 | url: "https://pub.dartlang.org"
164 | source: hosted
165 | version: "2.1.0-nullsafety.1"
166 | string_scanner:
167 | dependency: transitive
168 | description:
169 | name: string_scanner
170 | url: "https://pub.dartlang.org"
171 | source: hosted
172 | version: "1.1.0-nullsafety.1"
173 | term_glyph:
174 | dependency: transitive
175 | description:
176 | name: term_glyph
177 | url: "https://pub.dartlang.org"
178 | source: hosted
179 | version: "1.2.0-nullsafety.1"
180 | test_api:
181 | dependency: transitive
182 | description:
183 | name: test_api
184 | url: "https://pub.dartlang.org"
185 | source: hosted
186 | version: "0.2.19-nullsafety.2"
187 | tflite:
188 | dependency: "direct main"
189 | description:
190 | name: tflite
191 | url: "https://pub.dartlang.org"
192 | source: hosted
193 | version: "1.1.1"
194 | typed_data:
195 | dependency: transitive
196 | description:
197 | name: typed_data
198 | url: "https://pub.dartlang.org"
199 | source: hosted
200 | version: "1.3.0-nullsafety.3"
201 | vector_math:
202 | dependency: transitive
203 | description:
204 | name: vector_math
205 | url: "https://pub.dartlang.org"
206 | source: hosted
207 | version: "2.1.0-nullsafety.3"
208 | sdks:
209 | dart: ">=2.10.0-110 <2.11.0"
210 | flutter: ">=1.12.13 <2.0.0"
211 |
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/transfer_learning_fruit_veggies/pubspec.yaml:
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1 | name: transfer_learning_fruit_veggies
2 | description: A new Flutter project.
3 |
4 | # The following line prevents the package from being accidentally published to
5 | # pub.dev using `pub publish`. This is preferred for private packages.
6 | publish_to: 'none' # Remove this line if you wish to publish to pub.dev
7 |
8 | # The following defines the version and build number for your application.
9 | # A version number is three numbers separated by dots, like 1.2.43
10 | # followed by an optional build number separated by a +.
11 | # Both the version and the builder number may be overridden in flutter
12 | # build by specifying --build-name and --build-number, respectively.
13 | # In Android, build-name is used as versionName while build-number used as versionCode.
14 | # Read more about Android versioning at https://developer.android.com/studio/publish/versioning
15 | # In iOS, build-name is used as CFBundleShortVersionString while build-number used as CFBundleVersion.
16 | # Read more about iOS versioning at
17 | # https://developer.apple.com/library/archive/documentation/General/Reference/InfoPlistKeyReference/Articles/CoreFoundationKeys.html
18 | version: 1.0.0+1
19 |
20 | environment:
21 | sdk: ">=2.7.0 <3.0.0"
22 |
23 | dependencies:
24 | flutter:
25 | sdk: flutter
26 | image_picker: ^0.6.7+4
27 | tflite: ^1.1.1
28 |
29 |
30 | # The following adds the Cupertino Icons font to your application.
31 | # Use with the CupertinoIcons class for iOS style icons.
32 | cupertino_icons: ^1.0.0
33 |
34 | dev_dependencies:
35 | flutter_test:
36 | sdk: flutter
37 |
38 | # For information on the generic Dart part of this file, see the
39 | # following page: https://dart.dev/tools/pub/pubspec
40 |
41 | # The following section is specific to Flutter.
42 | flutter:
43 |
44 | # The following line ensures that the Material Icons font is
45 | # included with your application, so that you can use the icons in
46 | # the material Icons class.
47 | uses-material-design: true
48 |
49 | # To add assets to your application, add an assets section, like this:
50 | assets:
51 | - assets/
52 |
53 |
54 | # An image asset can refer to one or more resolution-specific "variants", see
55 | # https://flutter.dev/assets-and-images/#resolution-aware.
56 |
57 | # For details regarding adding assets from package dependencies, see
58 | # https://flutter.dev/assets-and-images/#from-packages
59 |
60 | # To add custom fonts to your application, add a fonts section here,
61 | # in this "flutter" section. Each entry in this list should have a
62 | # "family" key with the font family name, and a "fonts" key with a
63 | # list giving the asset and other descriptors for the font. For
64 | # example:
65 | # fonts:
66 | # - family: Schyler
67 | # fonts:
68 | # - asset: fonts/Schyler-Regular.ttf
69 | # - asset: fonts/Schyler-Italic.ttf
70 | # style: italic
71 | # - family: Trajan Pro
72 | # fonts:
73 | # - asset: fonts/TrajanPro.ttf
74 | # - asset: fonts/TrajanPro_Bold.ttf
75 | # weight: 700
76 | #
77 | # For details regarding fonts from package dependencies,
78 | # see https://flutter.dev/custom-fonts/#from-packages
79 |
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/transfer_learning_fruit_veggies/test/widget_test.dart:
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1 | // This is a basic Flutter widget test.
2 | //
3 | // To perform an interaction with a widget in your test, use the WidgetTester
4 | // utility that Flutter provides. For example, you can send tap and scroll
5 | // gestures. You can also use WidgetTester to find child widgets in the widget
6 | // tree, read text, and verify that the values of widget properties are correct.
7 |
8 | import 'package:flutter/material.dart';
9 | import 'package:flutter_test/flutter_test.dart';
10 |
11 | import 'package:transfer_learning_fruit_veggies/main.dart';
12 |
13 | void main() {
14 | testWidgets('Counter increments smoke test', (WidgetTester tester) async {
15 | // Build our app and trigger a frame.
16 | await tester.pumpWidget(MyApp());
17 |
18 | // Verify that our counter starts at 0.
19 | expect(find.text('0'), findsOneWidget);
20 | expect(find.text('1'), findsNothing);
21 |
22 | // Tap the '+' icon and trigger a frame.
23 | await tester.tap(find.byIcon(Icons.add));
24 | await tester.pump();
25 |
26 | // Verify that our counter has incremented.
27 | expect(find.text('0'), findsNothing);
28 | expect(find.text('1'), findsOneWidget);
29 | });
30 | }
31 |
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/transfer_learning_fruit_veggies/transfer_learning_fruit_veggies.iml:
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