├── source ├── svm.swift ├── math │ ├── mathFunc.swift │ └── Matrix.swift ├── statistics │ └── kalman.swift └── NeuralNetwork.swift ├── swiftplay.playground ├── Contents.swift ├── contents.xcplayground └── playground.xcworkspace │ ├── contents.xcworkspacedata │ └── xcuserdata │ └── Vee.xcuserdatad │ └── UserInterfaceState.xcuserstate ├── swift-brain-app ├── swift-brain │ ├── Assets.xcassets │ │ ├── first.imageset │ │ │ ├── first.pdf │ │ │ └── Contents.json │ │ ├── second.imageset │ │ │ ├── second.pdf │ │ │ └── Contents.json │ │ └── AppIcon.appiconset │ │ │ └── Contents.json │ ├── FirstViewController.swift │ ├── SecondViewController.swift │ ├── Info.plist │ ├── Base.lproj │ │ ├── LaunchScreen.storyboard │ │ └── Main.storyboard │ └── AppDelegate.swift ├── swift-brain.xcodeproj │ ├── project.xcworkspace │ │ ├── contents.xcworkspacedata │ │ └── xcuserdata │ │ │ └── Vee.xcuserdatad │ │ │ └── UserInterfaceState.xcuserstate │ ├── xcuserdata │ │ └── Vee.xcuserdatad │ │ │ └── xcschemes │ │ │ ├── xcschememanagement.plist │ │ │ └── swift-brain.xcscheme │ └── project.pbxproj ├── swift-brainTests │ ├── Info.plist │ └── swift_brainTests.swift └── swift-brainUITests │ ├── Info.plist │ └── swift_brainUITests.swift ├── README.md ├── LICENSE.md └── .gitignore /source/svm.swift: -------------------------------------------------------------------------------- 1 | // TO DO: Make SVM with demo. 2 | -------------------------------------------------------------------------------- /swiftplay.playground/Contents.swift: -------------------------------------------------------------------------------- 1 | //: Playground - noun: a place where people can play 2 | 3 | import UIKit 4 | //import Surge 5 | var str = "Hello, playground" 6 | //prin 7 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Assets.xcassets/first.imageset/first.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vlall/Swift-Brain/HEAD/swift-brain-app/swift-brain/Assets.xcassets/first.imageset/first.pdf -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Assets.xcassets/second.imageset/second.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vlall/Swift-Brain/HEAD/swift-brain-app/swift-brain/Assets.xcassets/second.imageset/second.pdf -------------------------------------------------------------------------------- /swiftplay.playground/contents.xcplayground: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | -------------------------------------------------------------------------------- /swiftplay.playground/playground.xcworkspace/contents.xcworkspacedata: -------------------------------------------------------------------------------- 1 | 2 | 4 | 6 | 7 | 8 | -------------------------------------------------------------------------------- /swiftplay.playground/playground.xcworkspace/xcuserdata/Vee.xcuserdatad/UserInterfaceState.xcuserstate: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vlall/Swift-Brain/HEAD/swiftplay.playground/playground.xcworkspace/xcuserdata/Vee.xcuserdatad/UserInterfaceState.xcuserstate -------------------------------------------------------------------------------- /swift-brain-app/swift-brain.xcodeproj/project.xcworkspace/contents.xcworkspacedata: -------------------------------------------------------------------------------- 1 | 2 | 4 | 6 | 7 | 8 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain.xcodeproj/project.xcworkspace/xcuserdata/Vee.xcuserdatad/UserInterfaceState.xcuserstate: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/vlall/Swift-Brain/HEAD/swift-brain-app/swift-brain.xcodeproj/project.xcworkspace/xcuserdata/Vee.xcuserdatad/UserInterfaceState.xcuserstate -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Assets.xcassets/first.imageset/Contents.json: -------------------------------------------------------------------------------- 1 | { 2 | "images" : [ 3 | { 4 | "idiom" : "universal", 5 | "filename" : "first.pdf" 6 | } 7 | ], 8 | "info" : { 9 | "version" : 1, 10 | "author" : "xcode" 11 | } 12 | } -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Assets.xcassets/second.imageset/Contents.json: -------------------------------------------------------------------------------- 1 | { 2 | "images" : [ 3 | { 4 | "idiom" : "universal", 5 | "filename" : "second.pdf" 6 | } 7 | ], 8 | "info" : { 9 | "version" : 1, 10 | "author" : "xcode" 11 | } 12 | } -------------------------------------------------------------------------------- /source/math/mathFunc.swift: -------------------------------------------------------------------------------- 1 | // 2 | // MathFunc.swift 3 | // Brain 4 | // 5 | // Created by Vishal on 201X-XX-XX. 6 | // Copyright (c) 2015 Vishal. All rights reserved. 7 | // 8 | 9 | import Foundation 10 | 11 | class mathFunc { 12 | func randomFunc(a: Double, b:Double) -> (Double) { 13 | let randNum = arc4random_uniform(100)/100 14 | let output = (b-a)*Double(randNum) + (a) 15 | 16 | return output 17 | } 18 | 19 | func dydx(x: Double)->(Double){ 20 | return 1.0 - x**2.0 21 | } 22 | } 23 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/FirstViewController.swift: -------------------------------------------------------------------------------- 1 | // 2 | // FirstViewController.swift 3 | // swift-brain 4 | // 5 | // Created by V Lall on 10/5/15. 6 | // Copyright © 2015 vlall. All rights reserved. 7 | // 8 | 9 | import UIKit 10 | 11 | class FirstViewController: UIViewController { 12 | 13 | override func viewDidLoad() { 14 | super.viewDidLoad() 15 | // Do any additional setup after loading the view, typically from a nib. 16 | } 17 | 18 | override func didReceiveMemoryWarning() { 19 | super.didReceiveMemoryWarning() 20 | // Dispose of any resources that can be recreated. 21 | } 22 | 23 | 24 | } 25 | 26 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/SecondViewController.swift: -------------------------------------------------------------------------------- 1 | // 2 | // SecondViewController.swift 3 | // swift-brain 4 | // 5 | // Created by V Lall on 10/5/15. 6 | // Copyright © 2015 vlall. All rights reserved. 7 | // 8 | 9 | import UIKit 10 | 11 | class SecondViewController: UIViewController { 12 | 13 | override func viewDidLoad() { 14 | super.viewDidLoad() 15 | // Do any additional setup after loading the view, typically from a nib. 16 | } 17 | 18 | override func didReceiveMemoryWarning() { 19 | super.didReceiveMemoryWarning() 20 | // Dispose of any resources that can be recreated. 21 | } 22 | 23 | 24 | } 25 | 26 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Swift Brain 2 | The first neural network / machine learning library written in Swift. This is a project for AI algorithms in Swift for iOS and OS X development. This project includes algorithms focused on Bayes theorem, neural networks, SVMs, Matrices, etc.. Feel free to contribute. 3 | 4 | ### Development 5 | Tools: 6 | - [x] Matrix operations 7 | Machine Learning algorithms 8 | - [ ] Basic regressions 9 | - [x] Kalman filter 10 | - [x] Neural networks 11 | - [x] Support vector machines 12 | - [ ] Bayesian Classifiers 13 | - [ ] Clustering 14 | - [ ] Self Organizing 15 | Statistics 16 | - [ ] Bayes theorem/naive classifier 17 | - [ ] Markov model 18 | 19 | ### Installation and Setup 20 | Podfile coming 21 | 22 | ### Working Example Application coming. 23 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Assets.xcassets/AppIcon.appiconset/Contents.json: -------------------------------------------------------------------------------- 1 | { 2 | "images" : [ 3 | { 4 | "idiom" : "iphone", 5 | "size" : "29x29", 6 | "scale" : "2x" 7 | }, 8 | { 9 | "idiom" : "iphone", 10 | "size" : "29x29", 11 | "scale" : "3x" 12 | }, 13 | { 14 | "idiom" : "iphone", 15 | "size" : "40x40", 16 | "scale" : "2x" 17 | }, 18 | { 19 | "idiom" : "iphone", 20 | "size" : "40x40", 21 | "scale" : "3x" 22 | }, 23 | { 24 | "idiom" : "iphone", 25 | "size" : "60x60", 26 | "scale" : "2x" 27 | }, 28 | { 29 | "idiom" : "iphone", 30 | "size" : "60x60", 31 | "scale" : "3x" 32 | } 33 | ], 34 | "info" : { 35 | "version" : 1, 36 | "author" : "xcode" 37 | } 38 | } -------------------------------------------------------------------------------- /swift-brain-app/swift-brainTests/Info.plist: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | CFBundleDevelopmentRegion 6 | en 7 | CFBundleExecutable 8 | $(EXECUTABLE_NAME) 9 | CFBundleIdentifier 10 | $(PRODUCT_BUNDLE_IDENTIFIER) 11 | CFBundleInfoDictionaryVersion 12 | 6.0 13 | CFBundleName 14 | $(PRODUCT_NAME) 15 | CFBundlePackageType 16 | BNDL 17 | CFBundleShortVersionString 18 | 1.0 19 | CFBundleSignature 20 | ???? 21 | CFBundleVersion 22 | 1 23 | 24 | 25 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brainUITests/Info.plist: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | CFBundleDevelopmentRegion 6 | en 7 | CFBundleExecutable 8 | $(EXECUTABLE_NAME) 9 | CFBundleIdentifier 10 | $(PRODUCT_BUNDLE_IDENTIFIER) 11 | CFBundleInfoDictionaryVersion 12 | 6.0 13 | CFBundleName 14 | $(PRODUCT_NAME) 15 | CFBundlePackageType 16 | BNDL 17 | CFBundleShortVersionString 18 | 1.0 19 | CFBundleSignature 20 | ???? 21 | CFBundleVersion 22 | 1 23 | 24 | 25 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain.xcodeproj/xcuserdata/Vee.xcuserdatad/xcschemes/xcschememanagement.plist: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | SchemeUserState 6 | 7 | swift-brain.xcscheme 8 | 9 | orderHint 10 | 0 11 | 12 | 13 | SuppressBuildableAutocreation 14 | 15 | 85A2844B1BC2FA73001C04AF 16 | 17 | primary 18 | 19 | 20 | 85A284611BC2FA73001C04AF 21 | 22 | primary 23 | 24 | 25 | 85A2846C1BC2FA73001C04AF 26 | 27 | primary 28 | 29 | 30 | 31 | 32 | 33 | -------------------------------------------------------------------------------- /source/math/Matrix.swift: -------------------------------------------------------------------------------- 1 | // 2 | // Matrix.swift 3 | // Brain 4 | // 5 | // Created by Vishal on 201X-XX-XX. 6 | // Copyright (c) 2015 Vishal. All rights reserved. 7 | // 8 | // Stole some of these from the original Neural Network. I'll make it look fancier soon. 9 | // 10 | 11 | import Foundation 12 | 13 | infix operator *& {} 14 | func *& (fill: Array, I: NSInteger) -> Array { 15 | var m = Array() 16 | let length = fill.count-1 17 | for _ in 1...I{ 18 | for index in 0...length{ 19 | m.append(fill[index]) 20 | } 21 | } 22 | 23 | return m 24 | } 25 | 26 | class Matrix { 27 | 28 | 29 | func makeMatrix(I:NSInteger, J:NSInteger)->(Array>){ 30 | let NumColumns = I 31 | let NumRows = J 32 | var array = Array>() 33 | for _ in 0..(){ 16 | // X = dot(A, X) + dot(B, U) 17 | // P = dot(A, dot(P, A.T)) + Q 18 | // 19 | // return(X,P) 20 | //} 21 | // 22 | //func kf_update(X, P, Y, H, R)->(){ 23 | // IM = dot(H, X) 24 | // IS = R + dot(H, dot(P, H.T)) 25 | // K = dot(P, dot(H.T, inv(IS))) 26 | // X = X + dot(K, (Y-IM)) 27 | // P = P - dot(K, dot(IS, K.T)) 28 | // LH = gauss_pdf(Y, IM, IS) 29 | // 30 | // return (X,P,K,IM,IS,LH) 31 | //} 32 | // 33 | //func gauss_pdf(X, M, S)->(){ 34 | // if M.shape()[1] == 1: 35 | // DX = X - tile(M, X.shape()[1]) 36 | // E = 0.5 * sum(DX * (dot(inv(S), DX)), axis=0) 37 | // E = E + 0.5 * M.shape()[0] * log(2 * pi) + 0.5 * log(det(S)) 38 | // P = exp(-E) 39 | // elif X.shape()[1] == 1: 40 | // DX = tile(X, M.shape()[1])- M 41 | // E = 0.5 * sum(DX * (dot(inv(S), DX)), axis=0) 42 | // E = E + 0.5 * M.shape()[0] * log(2 * pi) + 0.5 * log(det(S)) 43 | // P = exp(-E) 44 | // else: DX = X-M 45 | // E = 0.5 * dot(DX.T, dot(inv(S), DX)) 46 | // E = E + 0.5 * M.shape()[0] * log(2 * pi) + 0.5 * log(det(S)) 47 | // P = exp(-E) 48 | // 49 | // return (P[0],E[0]) 50 | //} 51 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Info.plist: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | CFBundleDevelopmentRegion 6 | en 7 | CFBundleExecutable 8 | $(EXECUTABLE_NAME) 9 | CFBundleIdentifier 10 | $(PRODUCT_BUNDLE_IDENTIFIER) 11 | CFBundleInfoDictionaryVersion 12 | 6.0 13 | CFBundleName 14 | $(PRODUCT_NAME) 15 | CFBundlePackageType 16 | APPL 17 | CFBundleShortVersionString 18 | 1.0 19 | CFBundleSignature 20 | ???? 21 | CFBundleVersion 22 | 1 23 | LSRequiresIPhoneOS 24 | 25 | UILaunchStoryboardName 26 | LaunchScreen 27 | UIMainStoryboardFile 28 | Main 29 | UIRequiredDeviceCapabilities 30 | 31 | armv7 32 | 33 | UIStatusBarTintParameters 34 | 35 | UINavigationBar 36 | 37 | Style 38 | UIBarStyleDefault 39 | Translucent 40 | 41 | 42 | 43 | UISupportedInterfaceOrientations 44 | 45 | UIInterfaceOrientationPortrait 46 | UIInterfaceOrientationLandscapeLeft 47 | UIInterfaceOrientationLandscapeRight 48 | 49 | 50 | 51 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | 3 | # Xcode 4 | # 5 | # gitignore contributors: remember to update Global/Xcode.gitignore, Objective-C.gitignore & Swift.gitignore 6 | 7 | ## Build generated 8 | build/ 9 | DerivedData/ 10 | 11 | ## Various settings 12 | *.pbxuser 13 | !default.pbxuser 14 | *.mode1v3 15 | !default.mode1v3 16 | *.mode2v3 17 | !default.mode2v3 18 | *.perspectivev3 19 | !default.perspectivev3 20 | xcuserdata/ 21 | 22 | ## Other 23 | *.moved-aside 24 | *.xcuserstate 25 | 26 | ## Obj-C/Swift specific 27 | *.hmap 28 | *.ipa 29 | *.dSYM.zip 30 | *.dSYM 31 | 32 | ## Playgrounds 33 | timeline.xctimeline 34 | playground.xcworkspace 35 | 36 | # Swift Package Manager 37 | # 38 | # Add this line if you want to avoid checking in source code from Swift Package Manager dependencies. 39 | # Packages/ 40 | .build/ 41 | 42 | # CocoaPods 43 | # 44 | # We recommend against adding the Pods directory to your .gitignore. However 45 | # you should judge for yourself, the pros and cons are mentioned at: 46 | # https://guides.cocoapods.org/using/using-cocoapods.html#should-i-check-the-pods-directory-into-source-control 47 | # 48 | # Pods/ 49 | 50 | # Carthage 51 | # 52 | # Add this line if you want to avoid checking in source code from Carthage dependencies. 53 | # Carthage/Checkouts 54 | 55 | Carthage/Build 56 | 57 | # fastlane 58 | # 59 | # It is recommended to not store the screenshots in the git repo. Instead, use fastlane to re-generate the 60 | # screenshots whenever they are needed. 61 | # For more information about the recommended setup visit: 62 | # https://github.com/fastlane/fastlane/blob/master/fastlane/docs/Gitignore.md 63 | 64 | fastlane/report.xml 65 | fastlane/Preview.html 66 | fastlane/screenshots 67 | fastlane/test_output -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Base.lproj/LaunchScreen.storyboard: -------------------------------------------------------------------------------- 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 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/AppDelegate.swift: -------------------------------------------------------------------------------- 1 | // 2 | // AppDelegate.swift 3 | // swift-brain 4 | // 5 | // Created by V Lall on 10/5/15. 6 | // Copyright © 2015 vlall. All rights reserved. 7 | // 8 | 9 | import UIKit 10 | 11 | @UIApplicationMain 12 | class AppDelegate: UIResponder, UIApplicationDelegate { 13 | 14 | var window: UIWindow? 15 | 16 | 17 | func application(application: UIApplication, didFinishLaunchingWithOptions launchOptions: [NSObject: AnyObject]?) -> Bool { 18 | // Override point for customization after application launch. 19 | return true 20 | } 21 | 22 | func applicationWillResignActive(application: UIApplication) { 23 | // Sent when the application is about to move from active to inactive state. This can occur for certain types of temporary interruptions (such as an incoming phone call or SMS message) or when the user quits the application and it begins the transition to the background state. 24 | // Use this method to pause ongoing tasks, disable timers, and throttle down OpenGL ES frame rates. Games should use this method to pause the game. 25 | } 26 | 27 | func applicationDidEnterBackground(application: UIApplication) { 28 | // Use this method to release shared resources, save user data, invalidate timers, and store enough application state information to restore your application to its current state in case it is terminated later. 29 | // If your application supports background execution, this method is called instead of applicationWillTerminate: when the user quits. 30 | } 31 | 32 | func applicationWillEnterForeground(application: UIApplication) { 33 | // Called as part of the transition from the background to the inactive state; here you can undo many of the changes made on entering the background. 34 | } 35 | 36 | func applicationDidBecomeActive(application: UIApplication) { 37 | // Restart any tasks that were paused (or not yet started) while the application was inactive. If the application was previously in the background, optionally refresh the user interface. 38 | } 39 | 40 | func applicationWillTerminate(application: UIApplication) { 41 | // Called when the application is about to terminate. Save data if appropriate. See also applicationDidEnterBackground:. 42 | } 43 | 44 | 45 | } 46 | 47 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain.xcodeproj/xcuserdata/Vee.xcuserdatad/xcschemes/swift-brain.xcscheme: -------------------------------------------------------------------------------- 1 | 2 | 5 | 8 | 9 | 15 | 21 | 22 | 23 | 24 | 25 | 30 | 31 | 33 | 39 | 40 | 41 | 43 | 49 | 50 | 51 | 52 | 53 | 59 | 60 | 61 | 62 | 63 | 64 | 74 | 76 | 82 | 83 | 84 | 85 | 86 | 87 | 93 | 95 | 101 | 102 | 103 | 104 | 106 | 107 | 110 | 111 | 112 | -------------------------------------------------------------------------------- /source/NeuralNetwork.swift: -------------------------------------------------------------------------------- 1 | // 2 | // NeuralNetwork.swift 3 | // Brain 4 | // 5 | // Created by Vishal on 2014-06-08. 6 | // Copyright (c) 2015 Vishal. All rights reserved. 7 | // 8 | 9 | import Foundation 10 | 11 | infix operator ** {} 12 | 13 | func ** (num: Double, power: Double) -> Double{ 14 | return pow(num, power) 15 | } 16 | 17 | func randomFunc(a: Double, _ b:Double) -> (Double) { 18 | let randNum = arc4random_uniform(100)/100 19 | let output = (b-a)*Double(randNum) + (a) 20 | 21 | return output 22 | } 23 | 24 | func makeMatrix(I:NSInteger, _ J:NSInteger)->(Array>){ 25 | var array = Array>() 26 | for _ in 0..(Double){ 35 | return tanh(x) 36 | } 37 | 38 | 39 | // derivative of our sigmoid function 40 | func dsigmoid(x: Double)->(Double){ 41 | return 1.0 - x**2.0 42 | } 43 | 44 | class NN { 45 | 46 | // Using default values may break this... You should initialize ni,nh,no 47 | var ni = 2 48 | var nh = 2 49 | var no = 2 50 | var ai = Array() 51 | var ah = Array() 52 | var ao = Array() 53 | var wi = Array>() 54 | var wo = Array>() 55 | var ci = Array>() 56 | var co = Array>() 57 | 58 | init(ni:NSInteger, nh:NSInteger, no:NSInteger) { 59 | // number of input, hidden, and output nodes 60 | self.ni = ni+1 // +1 for bias node 61 | self.nh = nh 62 | self.no = no 63 | 64 | // activations for nodes 65 | self.ai = [1.0]*&self.ni 66 | self.ah = [1.0]*&self.nh 67 | self.ao = [1.0]*&self.no 68 | 69 | //create weights 70 | self.wi = makeMatrix(self.ni, self.nh) 71 | self.wo = makeMatrix(self.nh, self.no) 72 | 73 | for i in 0...(self.ni-1){ 74 | for j in 0...(self.nh-1){ 75 | self.wi[i][j]=randomFunc(-0.2, 0.2) 76 | } 77 | } 78 | 79 | for j in 0...(self.nh-1){ 80 | for k in 0...(self.no-1){ 81 | self.wo[j][k] = randomFunc(-2.0, 2.0) 82 | } 83 | } 84 | 85 | // last change in weights for momentum 86 | self.ci = makeMatrix(self.ni, self.nh) 87 | self.co = makeMatrix(self.nh, self.no) 88 | 89 | } 90 | 91 | func update(inputs:Array) -> (Array) { 92 | if (inputs.count != self.ni-1){ 93 | print("[NeuralNetwork] wrong number of inputs") 94 | } 95 | 96 | // input activations 97 | // println(inputs) 98 | // println(self.ai) 99 | // println(self.ni) 100 | // println(inputs.count) 101 | // println(self.ni-1) 102 | 103 | for i in 0..<(self.ni-1){ 104 | //self.ai[i] = sigmoid(inputs[i]) 105 | self.ai[i] = inputs[i] 106 | } 107 | // hidden activations 108 | for j in 1...(self.nh-1){ 109 | var sum = 0.0 110 | for i in 1...(self.ni-1){ 111 | sum = sum + self.ai[i] * self.wi[i][j] 112 | } 113 | 114 | self.ah[j] = sigmoid(sum) 115 | 116 | } 117 | 118 | // output activations 119 | for k in 1...(self.no-1){ 120 | var sum = 0.0 121 | for j in 1...(self.nh-1){ 122 | sum = sum + self.ah[j] * self.wo[j][k] 123 | } 124 | 125 | self.ao[k] = sigmoid(sum) 126 | } 127 | 128 | return self.ao 129 | } 130 | 131 | func backPropagate(targets:Array, N:Double, M:Double)->(Double){ 132 | if targets.count != self.no{ 133 | print("[NeuralNetwork] wrong number of target values") 134 | } 135 | 136 | // calculate error terms for output 137 | var output_deltas = [0.0] *& self.no 138 | for k in 0..<(self.no){ 139 | let error = targets[k]-self.ao[k] 140 | output_deltas[k] = dsigmoid(self.ao[k]) * error 141 | } 142 | 143 | // calculate error terms for hidden 144 | var hidden_deltas = [0.0] *& self.nh 145 | for j in 0..<(self.nh){ 146 | var error = 0.0 147 | for k in 0..<(self.no){ 148 | error = error + output_deltas[k]*self.wo[j][k] 149 | } 150 | 151 | hidden_deltas[j] = dsigmoid(self.ah[j]) * error 152 | } 153 | 154 | // update output weights 155 | for j in 0..<(self.nh){ 156 | for k in 0..<(self.no){ 157 | let change = output_deltas[k]*self.ah[j] 158 | self.wo[j][k] = self.wo[j][k] + N*change + M*self.co[j][k] 159 | self.co[j][k] = change 160 | //print N*change, M*self.co[j][k] 161 | } 162 | } 163 | 164 | // update input weights 165 | for i in 0..<(self.ni){ 166 | for j in 0..<(self.nh){ 167 | let change = hidden_deltas[j]*self.ai[i] 168 | self.wi[i][j] = self.wi[i][j] + N*change + M*self.ci[i][j] 169 | self.ci[i][j] = change 170 | } 171 | } 172 | 173 | // calculate error 174 | var error = 0.0 175 | for k in 0...(targets.count){ 176 | error = error + 0.5*(targets[k]-self.ao[k])**2 177 | } 178 | 179 | return error 180 | } 181 | 182 | func test(patterns:Array>>)->(){ 183 | for _ in 0...patterns.count{ 184 | // println("\(patterns[p][0]) -> \(self.update(patterns[p][0]))") 185 | } 186 | } 187 | 188 | func weights() { 189 | print("[NeuralNetwork] Input weights:") 190 | for i in 0..<(self.ni){ 191 | print("[NeuralNetwork] \(self.wi[i])") 192 | print("[NeuralNetwork] Output weights:") 193 | } 194 | 195 | for j in 0..<(self.nh){ 196 | print("[NeuralNetwork] \(self.wo[j])") 197 | } 198 | 199 | } 200 | 201 | func train(patterns:Array>>, iterations:NSInteger=1000, N:Double=0.5, M:Double=0.1){ 202 | // N: learning rate 203 | // M: momentum factor 204 | for i in 0..(){ 221 | //Teach network XOR function 222 | var pat = Array>>() 223 | 224 | pat = [ 225 | [[0,0], [0]], 226 | [[0,1], [1]], 227 | [[1,0], [1]], 228 | [[1,1], [0]] 229 | ] 230 | 231 | // create a network with two input, two hidden, and one output nodes 232 | let n = NN(ni: 2,nh: 2,no: 1) 233 | // train it with some patterns 234 | n.train(pat) 235 | // test it 236 | n.test(pat) 237 | } 238 | 239 | // let myFirstNN = NN(ni: 10,nh: 10,no: 10) 240 | // var x = [2.0]*&4 241 | // print(demo()) 242 | 243 | 244 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain/Base.lproj/Main.storyboard: -------------------------------------------------------------------------------- 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 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 | 65 | 66 | 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 75 | 76 | 77 | 78 | 79 | 80 | 81 | 82 | 83 | 84 | 85 | 86 | 87 | 88 | 89 | 90 | 91 | 92 | 93 | 94 | 95 | 96 | 97 | 98 | 99 | 100 | 101 | 102 | 103 | 104 | 105 | 106 | 107 | 108 | 109 | 110 | 111 | 112 | -------------------------------------------------------------------------------- /swift-brain-app/swift-brain.xcodeproj/project.pbxproj: -------------------------------------------------------------------------------- 1 | // !$*UTF8*$! 2 | { 3 | archiveVersion = 1; 4 | classes = { 5 | }; 6 | objectVersion = 46; 7 | objects = { 8 | 9 | /* Begin PBXBuildFile section */ 10 | 32FAFFA61D64FD9A00F5EC03 /* mathFunc.swift in Sources */ = {isa = PBXBuildFile; fileRef = 32FAFFA01D64FD9A00F5EC03 /* mathFunc.swift */; }; 11 | 32FAFFA71D64FD9A00F5EC03 /* Matrix.swift in Sources */ = {isa = PBXBuildFile; fileRef = 32FAFFA11D64FD9A00F5EC03 /* Matrix.swift */; }; 12 | 32FAFFA81D64FD9A00F5EC03 /* NeuralNetwork.swift in Sources */ = {isa = PBXBuildFile; fileRef = 32FAFFA21D64FD9A00F5EC03 /* NeuralNetwork.swift */; }; 13 | 32FAFFA91D64FD9A00F5EC03 /* kalman.swift in Sources */ = {isa = PBXBuildFile; fileRef = 32FAFFA41D64FD9A00F5EC03 /* kalman.swift */; }; 14 | 32FAFFAA1D64FD9A00F5EC03 /* svm.swift in Sources */ = {isa = PBXBuildFile; fileRef = 32FAFFA51D64FD9A00F5EC03 /* svm.swift */; }; 15 | 85A284501BC2FA73001C04AF /* AppDelegate.swift in Sources */ = {isa = PBXBuildFile; fileRef = 85A2844F1BC2FA73001C04AF /* AppDelegate.swift */; }; 16 | 85A284521BC2FA73001C04AF /* FirstViewController.swift in Sources */ = {isa = PBXBuildFile; fileRef = 85A284511BC2FA73001C04AF /* FirstViewController.swift */; }; 17 | 85A284541BC2FA73001C04AF /* SecondViewController.swift in Sources */ = {isa = PBXBuildFile; fileRef = 85A284531BC2FA73001C04AF /* SecondViewController.swift */; }; 18 | 85A284571BC2FA73001C04AF /* Main.storyboard in Resources */ = {isa = PBXBuildFile; fileRef = 85A284551BC2FA73001C04AF /* Main.storyboard */; }; 19 | 85A284591BC2FA73001C04AF /* Assets.xcassets in Resources */ = {isa = PBXBuildFile; fileRef = 85A284581BC2FA73001C04AF /* Assets.xcassets */; }; 20 | 85A2845C1BC2FA73001C04AF /* LaunchScreen.storyboard in Resources */ = {isa = PBXBuildFile; fileRef = 85A2845A1BC2FA73001C04AF /* LaunchScreen.storyboard */; }; 21 | 85A284671BC2FA73001C04AF /* swift_brainTests.swift in Sources */ = {isa = PBXBuildFile; fileRef = 85A284661BC2FA73001C04AF /* swift_brainTests.swift */; }; 22 | 85A284721BC2FA73001C04AF /* swift_brainUITests.swift in Sources */ = {isa = PBXBuildFile; fileRef = 85A284711BC2FA73001C04AF /* swift_brainUITests.swift */; }; 23 | /* End PBXBuildFile section */ 24 | 25 | /* Begin PBXContainerItemProxy section */ 26 | 85A284631BC2FA73001C04AF /* PBXContainerItemProxy */ = { 27 | isa = PBXContainerItemProxy; 28 | containerPortal = 85A284441BC2FA73001C04AF /* Project object */; 29 | proxyType = 1; 30 | remoteGlobalIDString = 85A2844B1BC2FA73001C04AF; 31 | remoteInfo = "swift-brain"; 32 | }; 33 | 85A2846E1BC2FA73001C04AF /* PBXContainerItemProxy */ = { 34 | isa = PBXContainerItemProxy; 35 | containerPortal = 85A284441BC2FA73001C04AF /* Project object */; 36 | proxyType = 1; 37 | remoteGlobalIDString = 85A2844B1BC2FA73001C04AF; 38 | remoteInfo = "swift-brain"; 39 | }; 40 | /* End PBXContainerItemProxy section */ 41 | 42 | /* Begin PBXFileReference section */ 43 | 32FAFFA01D64FD9A00F5EC03 /* mathFunc.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = mathFunc.swift; sourceTree = ""; }; 44 | 32FAFFA11D64FD9A00F5EC03 /* Matrix.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = Matrix.swift; sourceTree = ""; }; 45 | 32FAFFA21D64FD9A00F5EC03 /* NeuralNetwork.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = NeuralNetwork.swift; sourceTree = ""; }; 46 | 32FAFFA41D64FD9A00F5EC03 /* kalman.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = kalman.swift; sourceTree = ""; }; 47 | 32FAFFA51D64FD9A00F5EC03 /* svm.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = svm.swift; sourceTree = ""; }; 48 | 85A2844C1BC2FA73001C04AF /* swift-brain.app */ = {isa = PBXFileReference; explicitFileType = wrapper.application; includeInIndex = 0; path = "swift-brain.app"; sourceTree = BUILT_PRODUCTS_DIR; }; 49 | 85A2844F1BC2FA73001C04AF /* AppDelegate.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = AppDelegate.swift; sourceTree = ""; }; 50 | 85A284511BC2FA73001C04AF /* FirstViewController.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = FirstViewController.swift; sourceTree = ""; }; 51 | 85A284531BC2FA73001C04AF /* SecondViewController.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = SecondViewController.swift; sourceTree = ""; }; 52 | 85A284561BC2FA73001C04AF /* Base */ = {isa = PBXFileReference; lastKnownFileType = file.storyboard; name = Base; path = Base.lproj/Main.storyboard; sourceTree = ""; }; 53 | 85A284581BC2FA73001C04AF /* Assets.xcassets */ = {isa = PBXFileReference; lastKnownFileType = folder.assetcatalog; path = Assets.xcassets; sourceTree = ""; }; 54 | 85A2845B1BC2FA73001C04AF /* Base */ = {isa = PBXFileReference; lastKnownFileType = file.storyboard; name = Base; path = Base.lproj/LaunchScreen.storyboard; sourceTree = ""; }; 55 | 85A2845D1BC2FA73001C04AF /* Info.plist */ = {isa = PBXFileReference; lastKnownFileType = text.plist.xml; path = Info.plist; sourceTree = ""; }; 56 | 85A284621BC2FA73001C04AF /* swift-brainTests.xctest */ = {isa = PBXFileReference; explicitFileType = wrapper.cfbundle; includeInIndex = 0; path = "swift-brainTests.xctest"; sourceTree = BUILT_PRODUCTS_DIR; }; 57 | 85A284661BC2FA73001C04AF /* swift_brainTests.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = swift_brainTests.swift; sourceTree = ""; }; 58 | 85A284681BC2FA73001C04AF /* Info.plist */ = {isa = PBXFileReference; lastKnownFileType = text.plist.xml; path = Info.plist; sourceTree = ""; }; 59 | 85A2846D1BC2FA73001C04AF /* swift-brainUITests.xctest */ = {isa = PBXFileReference; explicitFileType = wrapper.cfbundle; includeInIndex = 0; path = "swift-brainUITests.xctest"; sourceTree = BUILT_PRODUCTS_DIR; }; 60 | 85A284711BC2FA73001C04AF /* swift_brainUITests.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = swift_brainUITests.swift; sourceTree = ""; }; 61 | 85A284731BC2FA73001C04AF /* Info.plist */ = {isa = PBXFileReference; lastKnownFileType = text.plist.xml; path = Info.plist; sourceTree = ""; }; 62 | /* End PBXFileReference section */ 63 | 64 | /* Begin PBXFrameworksBuildPhase section */ 65 | 85A284491BC2FA73001C04AF /* Frameworks */ = { 66 | isa = PBXFrameworksBuildPhase; 67 | buildActionMask = 2147483647; 68 | files = ( 69 | ); 70 | runOnlyForDeploymentPostprocessing = 0; 71 | }; 72 | 85A2845F1BC2FA73001C04AF /* Frameworks */ = { 73 | isa = PBXFrameworksBuildPhase; 74 | buildActionMask = 2147483647; 75 | files = ( 76 | ); 77 | runOnlyForDeploymentPostprocessing = 0; 78 | }; 79 | 85A2846A1BC2FA73001C04AF /* Frameworks */ = { 80 | isa = PBXFrameworksBuildPhase; 81 | buildActionMask = 2147483647; 82 | files = ( 83 | ); 84 | runOnlyForDeploymentPostprocessing = 0; 85 | }; 86 | /* End PBXFrameworksBuildPhase section */ 87 | 88 | /* Begin PBXGroup section */ 89 | 32FAFF9E1D64FD9A00F5EC03 /* source */ = { 90 | isa = PBXGroup; 91 | children = ( 92 | 32FAFF9F1D64FD9A00F5EC03 /* math */, 93 | 32FAFFA21D64FD9A00F5EC03 /* NeuralNetwork.swift */, 94 | 32FAFFA31D64FD9A00F5EC03 /* statistics */, 95 | 32FAFFA51D64FD9A00F5EC03 /* svm.swift */, 96 | ); 97 | name = source; 98 | path = ../../source; 99 | sourceTree = ""; 100 | }; 101 | 32FAFF9F1D64FD9A00F5EC03 /* math */ = { 102 | isa = PBXGroup; 103 | children = ( 104 | 32FAFFA01D64FD9A00F5EC03 /* mathFunc.swift */, 105 | 32FAFFA11D64FD9A00F5EC03 /* Matrix.swift */, 106 | ); 107 | path = math; 108 | sourceTree = ""; 109 | }; 110 | 32FAFFA31D64FD9A00F5EC03 /* statistics */ = { 111 | isa = PBXGroup; 112 | children = ( 113 | 32FAFFA41D64FD9A00F5EC03 /* kalman.swift */, 114 | ); 115 | path = statistics; 116 | sourceTree = ""; 117 | }; 118 | 85A284431BC2FA73001C04AF = { 119 | isa = PBXGroup; 120 | children = ( 121 | 85A2844E1BC2FA73001C04AF /* swift-brain */, 122 | 85A284651BC2FA73001C04AF /* swift-brainTests */, 123 | 85A284701BC2FA73001C04AF /* swift-brainUITests */, 124 | 85A2844D1BC2FA73001C04AF /* Products */, 125 | ); 126 | sourceTree = ""; 127 | }; 128 | 85A2844D1BC2FA73001C04AF /* Products */ = { 129 | isa = PBXGroup; 130 | children = ( 131 | 85A2844C1BC2FA73001C04AF /* swift-brain.app */, 132 | 85A284621BC2FA73001C04AF /* swift-brainTests.xctest */, 133 | 85A2846D1BC2FA73001C04AF /* swift-brainUITests.xctest */, 134 | ); 135 | name = Products; 136 | sourceTree = ""; 137 | }; 138 | 85A2844E1BC2FA73001C04AF /* swift-brain */ = { 139 | isa = PBXGroup; 140 | children = ( 141 | 32FAFF9E1D64FD9A00F5EC03 /* source */, 142 | 85A2844F1BC2FA73001C04AF /* AppDelegate.swift */, 143 | 85A284511BC2FA73001C04AF /* FirstViewController.swift */, 144 | 85A284531BC2FA73001C04AF /* SecondViewController.swift */, 145 | 85A284551BC2FA73001C04AF /* Main.storyboard */, 146 | 85A284581BC2FA73001C04AF /* Assets.xcassets */, 147 | 85A2845A1BC2FA73001C04AF /* LaunchScreen.storyboard */, 148 | 85A2845D1BC2FA73001C04AF /* Info.plist */, 149 | ); 150 | path = "swift-brain"; 151 | sourceTree = ""; 152 | }; 153 | 85A284651BC2FA73001C04AF /* swift-brainTests */ = { 154 | isa = PBXGroup; 155 | children = ( 156 | 85A284661BC2FA73001C04AF /* swift_brainTests.swift */, 157 | 85A284681BC2FA73001C04AF /* Info.plist */, 158 | ); 159 | path = "swift-brainTests"; 160 | sourceTree = ""; 161 | }; 162 | 85A284701BC2FA73001C04AF /* swift-brainUITests */ = { 163 | isa = PBXGroup; 164 | children = ( 165 | 85A284711BC2FA73001C04AF /* swift_brainUITests.swift */, 166 | 85A284731BC2FA73001C04AF /* Info.plist */, 167 | ); 168 | path = "swift-brainUITests"; 169 | sourceTree = ""; 170 | }; 171 | /* End PBXGroup section */ 172 | 173 | /* Begin PBXNativeTarget section */ 174 | 85A2844B1BC2FA73001C04AF /* swift-brain */ = { 175 | isa = PBXNativeTarget; 176 | buildConfigurationList = 85A284761BC2FA73001C04AF /* Build configuration list for PBXNativeTarget "swift-brain" */; 177 | buildPhases = ( 178 | 85A284481BC2FA73001C04AF /* Sources */, 179 | 85A284491BC2FA73001C04AF /* Frameworks */, 180 | 85A2844A1BC2FA73001C04AF /* Resources */, 181 | ); 182 | buildRules = ( 183 | ); 184 | dependencies = ( 185 | ); 186 | name = "swift-brain"; 187 | productName = "swift-brain"; 188 | productReference = 85A2844C1BC2FA73001C04AF /* swift-brain.app */; 189 | productType = "com.apple.product-type.application"; 190 | }; 191 | 85A284611BC2FA73001C04AF /* swift-brainTests */ = { 192 | isa = PBXNativeTarget; 193 | buildConfigurationList = 85A284791BC2FA73001C04AF /* Build configuration list for PBXNativeTarget "swift-brainTests" */; 194 | buildPhases = ( 195 | 85A2845E1BC2FA73001C04AF /* Sources */, 196 | 85A2845F1BC2FA73001C04AF /* Frameworks */, 197 | 85A284601BC2FA73001C04AF /* Resources */, 198 | ); 199 | buildRules = ( 200 | ); 201 | dependencies = ( 202 | 85A284641BC2FA73001C04AF /* PBXTargetDependency */, 203 | ); 204 | name = "swift-brainTests"; 205 | productName = "swift-brainTests"; 206 | productReference = 85A284621BC2FA73001C04AF /* swift-brainTests.xctest */; 207 | productType = "com.apple.product-type.bundle.unit-test"; 208 | }; 209 | 85A2846C1BC2FA73001C04AF /* swift-brainUITests */ = { 210 | isa = PBXNativeTarget; 211 | buildConfigurationList = 85A2847C1BC2FA73001C04AF /* Build configuration list for PBXNativeTarget "swift-brainUITests" */; 212 | buildPhases = ( 213 | 85A284691BC2FA73001C04AF /* Sources */, 214 | 85A2846A1BC2FA73001C04AF /* Frameworks */, 215 | 85A2846B1BC2FA73001C04AF /* Resources */, 216 | ); 217 | buildRules = ( 218 | ); 219 | dependencies = ( 220 | 85A2846F1BC2FA73001C04AF /* PBXTargetDependency */, 221 | ); 222 | name = "swift-brainUITests"; 223 | productName = "swift-brainUITests"; 224 | productReference = 85A2846D1BC2FA73001C04AF /* swift-brainUITests.xctest */; 225 | productType = "com.apple.product-type.bundle.ui-testing"; 226 | }; 227 | /* End PBXNativeTarget section */ 228 | 229 | /* Begin PBXProject section */ 230 | 85A284441BC2FA73001C04AF /* Project object */ = { 231 | isa = PBXProject; 232 | attributes = { 233 | LastUpgradeCheck = 0700; 234 | ORGANIZATIONNAME = vlall; 235 | TargetAttributes = { 236 | 85A2844B1BC2FA73001C04AF = { 237 | CreatedOnToolsVersion = 7.0.1; 238 | }; 239 | 85A284611BC2FA73001C04AF = { 240 | CreatedOnToolsVersion = 7.0.1; 241 | TestTargetID = 85A2844B1BC2FA73001C04AF; 242 | }; 243 | 85A2846C1BC2FA73001C04AF = { 244 | CreatedOnToolsVersion = 7.0.1; 245 | TestTargetID = 85A2844B1BC2FA73001C04AF; 246 | }; 247 | }; 248 | }; 249 | buildConfigurationList = 85A284471BC2FA73001C04AF /* Build configuration list for PBXProject "swift-brain" */; 250 | compatibilityVersion = "Xcode 3.2"; 251 | developmentRegion = English; 252 | hasScannedForEncodings = 0; 253 | knownRegions = ( 254 | en, 255 | Base, 256 | ); 257 | mainGroup = 85A284431BC2FA73001C04AF; 258 | productRefGroup = 85A2844D1BC2FA73001C04AF /* Products */; 259 | projectDirPath = ""; 260 | projectRoot = ""; 261 | targets = ( 262 | 85A2844B1BC2FA73001C04AF /* swift-brain */, 263 | 85A284611BC2FA73001C04AF /* swift-brainTests */, 264 | 85A2846C1BC2FA73001C04AF /* swift-brainUITests */, 265 | ); 266 | }; 267 | /* End PBXProject section */ 268 | 269 | /* Begin PBXResourcesBuildPhase section */ 270 | 85A2844A1BC2FA73001C04AF /* Resources */ = { 271 | isa = PBXResourcesBuildPhase; 272 | buildActionMask = 2147483647; 273 | files = ( 274 | 85A2845C1BC2FA73001C04AF /* LaunchScreen.storyboard in Resources */, 275 | 85A284591BC2FA73001C04AF /* Assets.xcassets in Resources */, 276 | 85A284571BC2FA73001C04AF /* Main.storyboard in Resources */, 277 | ); 278 | runOnlyForDeploymentPostprocessing = 0; 279 | }; 280 | 85A284601BC2FA73001C04AF /* Resources */ = { 281 | isa = PBXResourcesBuildPhase; 282 | buildActionMask = 2147483647; 283 | files = ( 284 | ); 285 | runOnlyForDeploymentPostprocessing = 0; 286 | }; 287 | 85A2846B1BC2FA73001C04AF /* Resources */ = { 288 | isa = PBXResourcesBuildPhase; 289 | buildActionMask = 2147483647; 290 | files = ( 291 | ); 292 | runOnlyForDeploymentPostprocessing = 0; 293 | }; 294 | /* End PBXResourcesBuildPhase section */ 295 | 296 | /* Begin PBXSourcesBuildPhase section */ 297 | 85A284481BC2FA73001C04AF /* Sources */ = { 298 | isa = PBXSourcesBuildPhase; 299 | buildActionMask = 2147483647; 300 | files = ( 301 | 85A284541BC2FA73001C04AF /* SecondViewController.swift in Sources */, 302 | 32FAFFA71D64FD9A00F5EC03 /* Matrix.swift in Sources */, 303 | 32FAFFAA1D64FD9A00F5EC03 /* svm.swift in Sources */, 304 | 32FAFFA91D64FD9A00F5EC03 /* kalman.swift in Sources */, 305 | 85A284501BC2FA73001C04AF /* AppDelegate.swift in Sources */, 306 | 85A284521BC2FA73001C04AF /* FirstViewController.swift in Sources */, 307 | 32FAFFA61D64FD9A00F5EC03 /* mathFunc.swift in Sources */, 308 | 32FAFFA81D64FD9A00F5EC03 /* NeuralNetwork.swift in Sources */, 309 | ); 310 | runOnlyForDeploymentPostprocessing = 0; 311 | }; 312 | 85A2845E1BC2FA73001C04AF /* Sources */ = { 313 | isa = PBXSourcesBuildPhase; 314 | buildActionMask = 2147483647; 315 | files = ( 316 | 85A284671BC2FA73001C04AF /* swift_brainTests.swift in Sources */, 317 | ); 318 | runOnlyForDeploymentPostprocessing = 0; 319 | }; 320 | 85A284691BC2FA73001C04AF /* Sources */ = { 321 | isa = PBXSourcesBuildPhase; 322 | buildActionMask = 2147483647; 323 | files = ( 324 | 85A284721BC2FA73001C04AF /* swift_brainUITests.swift in Sources */, 325 | ); 326 | runOnlyForDeploymentPostprocessing = 0; 327 | }; 328 | /* End PBXSourcesBuildPhase section */ 329 | 330 | /* Begin PBXTargetDependency section */ 331 | 85A284641BC2FA73001C04AF /* PBXTargetDependency */ = { 332 | isa = PBXTargetDependency; 333 | target = 85A2844B1BC2FA73001C04AF /* swift-brain */; 334 | targetProxy = 85A284631BC2FA73001C04AF /* PBXContainerItemProxy */; 335 | }; 336 | 85A2846F1BC2FA73001C04AF /* PBXTargetDependency */ = { 337 | isa = PBXTargetDependency; 338 | target = 85A2844B1BC2FA73001C04AF /* swift-brain */; 339 | targetProxy = 85A2846E1BC2FA73001C04AF /* PBXContainerItemProxy */; 340 | }; 341 | /* End PBXTargetDependency section */ 342 | 343 | /* Begin PBXVariantGroup section */ 344 | 85A284551BC2FA73001C04AF /* Main.storyboard */ = { 345 | isa = PBXVariantGroup; 346 | children = ( 347 | 85A284561BC2FA73001C04AF /* Base */, 348 | ); 349 | name = Main.storyboard; 350 | sourceTree = ""; 351 | }; 352 | 85A2845A1BC2FA73001C04AF /* LaunchScreen.storyboard */ = { 353 | isa = PBXVariantGroup; 354 | children = ( 355 | 85A2845B1BC2FA73001C04AF /* Base */, 356 | ); 357 | name = LaunchScreen.storyboard; 358 | sourceTree = ""; 359 | }; 360 | /* End PBXVariantGroup section */ 361 | 362 | /* Begin XCBuildConfiguration section */ 363 | 85A284741BC2FA73001C04AF /* Debug */ = { 364 | isa = XCBuildConfiguration; 365 | buildSettings = { 366 | ALWAYS_SEARCH_USER_PATHS = NO; 367 | CLANG_CXX_LANGUAGE_STANDARD = "gnu++0x"; 368 | CLANG_CXX_LIBRARY = "libc++"; 369 | CLANG_ENABLE_MODULES = YES; 370 | CLANG_ENABLE_OBJC_ARC = YES; 371 | CLANG_WARN_BOOL_CONVERSION = YES; 372 | CLANG_WARN_CONSTANT_CONVERSION = YES; 373 | CLANG_WARN_DIRECT_OBJC_ISA_USAGE = YES_ERROR; 374 | CLANG_WARN_EMPTY_BODY = YES; 375 | CLANG_WARN_ENUM_CONVERSION = YES; 376 | CLANG_WARN_INT_CONVERSION = YES; 377 | CLANG_WARN_OBJC_ROOT_CLASS = YES_ERROR; 378 | CLANG_WARN_UNREACHABLE_CODE = YES; 379 | CLANG_WARN__DUPLICATE_METHOD_MATCH = YES; 380 | "CODE_SIGN_IDENTITY[sdk=iphoneos*]" = "iPhone Developer"; 381 | COPY_PHASE_STRIP = NO; 382 | DEBUG_INFORMATION_FORMAT = dwarf; 383 | ENABLE_STRICT_OBJC_MSGSEND = YES; 384 | ENABLE_TESTABILITY = YES; 385 | GCC_C_LANGUAGE_STANDARD = gnu99; 386 | GCC_DYNAMIC_NO_PIC = NO; 387 | GCC_NO_COMMON_BLOCKS = YES; 388 | GCC_OPTIMIZATION_LEVEL = 0; 389 | GCC_PREPROCESSOR_DEFINITIONS = ( 390 | "DEBUG=1", 391 | "$(inherited)", 392 | ); 393 | GCC_WARN_64_TO_32_BIT_CONVERSION = YES; 394 | GCC_WARN_ABOUT_RETURN_TYPE = YES_ERROR; 395 | GCC_WARN_UNDECLARED_SELECTOR = YES; 396 | GCC_WARN_UNINITIALIZED_AUTOS = YES_AGGRESSIVE; 397 | GCC_WARN_UNUSED_FUNCTION = YES; 398 | GCC_WARN_UNUSED_VARIABLE = YES; 399 | IPHONEOS_DEPLOYMENT_TARGET = 9.0; 400 | MTL_ENABLE_DEBUG_INFO = YES; 401 | ONLY_ACTIVE_ARCH = YES; 402 | SDKROOT = iphoneos; 403 | SWIFT_OPTIMIZATION_LEVEL = "-Onone"; 404 | }; 405 | name = Debug; 406 | }; 407 | 85A284751BC2FA73001C04AF /* Release */ = { 408 | isa = XCBuildConfiguration; 409 | buildSettings = { 410 | ALWAYS_SEARCH_USER_PATHS = NO; 411 | CLANG_CXX_LANGUAGE_STANDARD = "gnu++0x"; 412 | CLANG_CXX_LIBRARY = "libc++"; 413 | CLANG_ENABLE_MODULES = YES; 414 | CLANG_ENABLE_OBJC_ARC = YES; 415 | CLANG_WARN_BOOL_CONVERSION = YES; 416 | CLANG_WARN_CONSTANT_CONVERSION = YES; 417 | CLANG_WARN_DIRECT_OBJC_ISA_USAGE = YES_ERROR; 418 | CLANG_WARN_EMPTY_BODY = YES; 419 | CLANG_WARN_ENUM_CONVERSION = YES; 420 | CLANG_WARN_INT_CONVERSION = YES; 421 | CLANG_WARN_OBJC_ROOT_CLASS = YES_ERROR; 422 | CLANG_WARN_UNREACHABLE_CODE = YES; 423 | CLANG_WARN__DUPLICATE_METHOD_MATCH = YES; 424 | "CODE_SIGN_IDENTITY[sdk=iphoneos*]" = "iPhone Developer"; 425 | COPY_PHASE_STRIP = NO; 426 | DEBUG_INFORMATION_FORMAT = "dwarf-with-dsym"; 427 | ENABLE_NS_ASSERTIONS = NO; 428 | ENABLE_STRICT_OBJC_MSGSEND = YES; 429 | GCC_C_LANGUAGE_STANDARD = gnu99; 430 | GCC_NO_COMMON_BLOCKS = YES; 431 | GCC_WARN_64_TO_32_BIT_CONVERSION = YES; 432 | GCC_WARN_ABOUT_RETURN_TYPE = YES_ERROR; 433 | GCC_WARN_UNDECLARED_SELECTOR = YES; 434 | GCC_WARN_UNINITIALIZED_AUTOS = YES_AGGRESSIVE; 435 | GCC_WARN_UNUSED_FUNCTION = YES; 436 | GCC_WARN_UNUSED_VARIABLE = YES; 437 | IPHONEOS_DEPLOYMENT_TARGET = 9.0; 438 | MTL_ENABLE_DEBUG_INFO = NO; 439 | SDKROOT = iphoneos; 440 | VALIDATE_PRODUCT = YES; 441 | }; 442 | name = Release; 443 | }; 444 | 85A284771BC2FA73001C04AF /* Debug */ = { 445 | isa = XCBuildConfiguration; 446 | buildSettings = { 447 | ASSETCATALOG_COMPILER_APPICON_NAME = AppIcon; 448 | INFOPLIST_FILE = "swift-brain/Info.plist"; 449 | LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks"; 450 | PRODUCT_BUNDLE_IDENTIFIER = "com.vlall.swift-brain"; 451 | PRODUCT_NAME = "$(TARGET_NAME)"; 452 | }; 453 | name = Debug; 454 | }; 455 | 85A284781BC2FA73001C04AF /* Release */ = { 456 | isa = XCBuildConfiguration; 457 | buildSettings = { 458 | ASSETCATALOG_COMPILER_APPICON_NAME = AppIcon; 459 | INFOPLIST_FILE = "swift-brain/Info.plist"; 460 | LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks"; 461 | PRODUCT_BUNDLE_IDENTIFIER = "com.vlall.swift-brain"; 462 | PRODUCT_NAME = "$(TARGET_NAME)"; 463 | }; 464 | name = Release; 465 | }; 466 | 85A2847A1BC2FA73001C04AF /* Debug */ = { 467 | isa = XCBuildConfiguration; 468 | buildSettings = { 469 | BUNDLE_LOADER = "$(TEST_HOST)"; 470 | INFOPLIST_FILE = "swift-brainTests/Info.plist"; 471 | LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks @loader_path/Frameworks"; 472 | PRODUCT_BUNDLE_IDENTIFIER = "com.vlall.swift-brainTests"; 473 | PRODUCT_NAME = "$(TARGET_NAME)"; 474 | TEST_HOST = "$(BUILT_PRODUCTS_DIR)/swift-brain.app/swift-brain"; 475 | }; 476 | name = Debug; 477 | }; 478 | 85A2847B1BC2FA73001C04AF /* Release */ = { 479 | isa = XCBuildConfiguration; 480 | buildSettings = { 481 | BUNDLE_LOADER = "$(TEST_HOST)"; 482 | INFOPLIST_FILE = "swift-brainTests/Info.plist"; 483 | LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks @loader_path/Frameworks"; 484 | PRODUCT_BUNDLE_IDENTIFIER = "com.vlall.swift-brainTests"; 485 | PRODUCT_NAME = "$(TARGET_NAME)"; 486 | TEST_HOST = "$(BUILT_PRODUCTS_DIR)/swift-brain.app/swift-brain"; 487 | }; 488 | name = Release; 489 | }; 490 | 85A2847D1BC2FA73001C04AF /* Debug */ = { 491 | isa = XCBuildConfiguration; 492 | buildSettings = { 493 | INFOPLIST_FILE = "swift-brainUITests/Info.plist"; 494 | LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks @loader_path/Frameworks"; 495 | PRODUCT_BUNDLE_IDENTIFIER = "com.vlall.swift-brainUITests"; 496 | PRODUCT_NAME = "$(TARGET_NAME)"; 497 | TEST_TARGET_NAME = "swift-brain"; 498 | USES_XCTRUNNER = YES; 499 | }; 500 | name = Debug; 501 | }; 502 | 85A2847E1BC2FA73001C04AF /* Release */ = { 503 | isa = XCBuildConfiguration; 504 | buildSettings = { 505 | INFOPLIST_FILE = "swift-brainUITests/Info.plist"; 506 | LD_RUNPATH_SEARCH_PATHS = "$(inherited) @executable_path/Frameworks @loader_path/Frameworks"; 507 | PRODUCT_BUNDLE_IDENTIFIER = "com.vlall.swift-brainUITests"; 508 | PRODUCT_NAME = "$(TARGET_NAME)"; 509 | TEST_TARGET_NAME = "swift-brain"; 510 | USES_XCTRUNNER = YES; 511 | }; 512 | name = Release; 513 | }; 514 | /* End XCBuildConfiguration section */ 515 | 516 | /* Begin XCConfigurationList section */ 517 | 85A284471BC2FA73001C04AF /* Build configuration list for PBXProject "swift-brain" */ = { 518 | isa = XCConfigurationList; 519 | buildConfigurations = ( 520 | 85A284741BC2FA73001C04AF /* Debug */, 521 | 85A284751BC2FA73001C04AF /* Release */, 522 | ); 523 | defaultConfigurationIsVisible = 0; 524 | defaultConfigurationName = Release; 525 | }; 526 | 85A284761BC2FA73001C04AF /* Build configuration list for PBXNativeTarget "swift-brain" */ = { 527 | isa = XCConfigurationList; 528 | buildConfigurations = ( 529 | 85A284771BC2FA73001C04AF /* Debug */, 530 | 85A284781BC2FA73001C04AF /* Release */, 531 | ); 532 | defaultConfigurationIsVisible = 0; 533 | defaultConfigurationName = Release; 534 | }; 535 | 85A284791BC2FA73001C04AF /* Build configuration list for PBXNativeTarget "swift-brainTests" */ = { 536 | isa = XCConfigurationList; 537 | buildConfigurations = ( 538 | 85A2847A1BC2FA73001C04AF /* Debug */, 539 | 85A2847B1BC2FA73001C04AF /* Release */, 540 | ); 541 | defaultConfigurationIsVisible = 0; 542 | defaultConfigurationName = Release; 543 | }; 544 | 85A2847C1BC2FA73001C04AF /* Build configuration list for PBXNativeTarget "swift-brainUITests" */ = { 545 | isa = XCConfigurationList; 546 | buildConfigurations = ( 547 | 85A2847D1BC2FA73001C04AF /* Debug */, 548 | 85A2847E1BC2FA73001C04AF /* Release */, 549 | ); 550 | defaultConfigurationIsVisible = 0; 551 | defaultConfigurationName = Release; 552 | }; 553 | /* End XCConfigurationList section */ 554 | }; 555 | rootObject = 85A284441BC2FA73001C04AF /* Project object */; 556 | } 557 | --------------------------------------------------------------------------------