From 056eec2d13ee7c0e6ea80c21e2b4bc8f2a4f445c Mon Sep 17 00:00:00 2001 From: Navan Chauhan Date: Fri, 24 Jul 2020 11:19:43 +0530 Subject: [PATCH] Initial Qrious v0.1 --- Qrious.xcodeproj/project.pbxproj | 408 + .../contents.xcworkspacedata | 7 + .../xcshareddata/IDEWorkspaceChecks.plist | 8 + Qrious/.gitattributes | 1 + Qrious/AppDelegate.swift | 82 + .../AppIcon.appiconset/Contents.json | 98 + Qrious/Assets.xcassets/Contents.json | 6 + .../first.imageset/Contents.json | 12 + .../Assets.xcassets/first.imageset/first.pdf | Bin 0 -> 2465 bytes .../second.imageset/Contents.json | 12 + .../second.imageset/second.pdf | Bin 0 -> 2423 bytes Qrious/BERT.swift | 61 + Qrious/BERTInput.swift | 101 + Qrious/BERTOutput.swift | 102 + Qrious/BERTQAFP16.mlmodel | 3 + Qrious/BERTVocabulary.swift | 70 + Qrious/Base.lproj/LaunchScreen.storyboard | 25 + Qrious/ContentView.swift | 193 + Qrious/DetailedView.swift | 127 + Qrious/Info.plist | 70 + .../Preview Assets.xcassets/Contents.json | 6 + Qrious/Qrious.entitlements | 10 + Qrious/Qrious.xcdatamodeld/.xccurrentversion | 8 + .../Qrious.xcdatamodel/contents | 4 + Qrious/SceneDelegate.swift | 71 + Qrious/SwiftyJSON.swift | 1401 + Qrious/TokenizedString.swift | 139 + Qrious/bert-base-uncased-vocab.txt | 30522 ++++++++++++++++ README.md | 1 + 29 files changed, 33548 insertions(+) create mode 100644 Qrious.xcodeproj/project.pbxproj create mode 100644 Qrious.xcodeproj/project.xcworkspace/contents.xcworkspacedata create mode 100644 Qrious.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist create mode 100644 Qrious/.gitattributes create mode 100644 Qrious/AppDelegate.swift create mode 100644 Qrious/Assets.xcassets/AppIcon.appiconset/Contents.json create mode 100644 Qrious/Assets.xcassets/Contents.json create mode 100644 Qrious/Assets.xcassets/first.imageset/Contents.json create mode 100644 Qrious/Assets.xcassets/first.imageset/first.pdf create mode 100644 Qrious/Assets.xcassets/second.imageset/Contents.json create mode 100644 Qrious/Assets.xcassets/second.imageset/second.pdf create mode 100644 Qrious/BERT.swift create mode 100644 Qrious/BERTInput.swift create mode 100644 Qrious/BERTOutput.swift create mode 100644 Qrious/BERTQAFP16.mlmodel create mode 100644 Qrious/BERTVocabulary.swift create mode 100644 Qrious/Base.lproj/LaunchScreen.storyboard create mode 100644 Qrious/ContentView.swift create mode 100644 Qrious/DetailedView.swift create mode 100644 Qrious/Info.plist create mode 100644 Qrious/Preview Content/Preview Assets.xcassets/Contents.json create mode 100644 Qrious/Qrious.entitlements create mode 100644 Qrious/Qrious.xcdatamodeld/.xccurrentversion create mode 100644 Qrious/Qrious.xcdatamodeld/Qrious.xcdatamodel/contents create mode 100644 Qrious/SceneDelegate.swift create mode 100644 Qrious/SwiftyJSON.swift create mode 100644 Qrious/TokenizedString.swift create mode 100644 Qrious/bert-base-uncased-vocab.txt create mode 100644 README.md diff --git a/Qrious.xcodeproj/project.pbxproj b/Qrious.xcodeproj/project.pbxproj new file mode 100644 index 0000000..f05b7f1 --- /dev/null +++ b/Qrious.xcodeproj/project.pbxproj @@ -0,0 +1,408 @@ +// !$*UTF8*$! +{ + archiveVersion = 1; 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+ defaultConfigurationIsVisible = 0; + defaultConfigurationName = Release; + }; + 3EE5A5AE24C80E3F00A947E2 /* Build configuration list for PBXNativeTarget "Qrious" */ = { + isa = XCConfigurationList; + buildConfigurations = ( + 3EE5A5AF24C80E3F00A947E2 /* Debug */, + 3EE5A5B024C80E3F00A947E2 /* Release */, + ); + defaultConfigurationIsVisible = 0; + defaultConfigurationName = Release; + }; +/* End XCConfigurationList section */ + +/* Begin XCVersionGroup section */ + 3EE5A59E24C80E3900A947E2 /* Qrious.xcdatamodeld */ = { + isa = XCVersionGroup; + children = ( + 3EE5A59F24C80E3900A947E2 /* Qrious.xcdatamodel */, + ); + currentVersion = 3EE5A59F24C80E3900A947E2 /* Qrious.xcdatamodel */; + path = Qrious.xcdatamodeld; + sourceTree = ""; + versionGroupType = wrapper.xcdatamodel; + }; +/* End XCVersionGroup section */ + }; + rootObject = 3EE5A58F24C80E3900A947E2 /* Project object */; +} diff --git a/Qrious.xcodeproj/project.xcworkspace/contents.xcworkspacedata b/Qrious.xcodeproj/project.xcworkspace/contents.xcworkspacedata new file mode 100644 index 0000000..f4f48fd --- /dev/null +++ b/Qrious.xcodeproj/project.xcworkspace/contents.xcworkspacedata @@ -0,0 +1,7 @@ + + + + + diff --git a/Qrious.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist b/Qrious.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist new file mode 100644 index 0000000..18d9810 --- /dev/null +++ b/Qrious.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist @@ -0,0 +1,8 @@ + + + + + IDEDidComputeMac32BitWarning + + + diff --git a/Qrious/.gitattributes b/Qrious/.gitattributes new file mode 100644 index 0000000..0d8241d --- /dev/null +++ b/Qrious/.gitattributes @@ -0,0 +1 @@ +*.mlmodel filter=lfs diff=lfs merge=lfs -text diff --git a/Qrious/AppDelegate.swift b/Qrious/AppDelegate.swift new file mode 100644 index 0000000..defa791 --- /dev/null +++ b/Qrious/AppDelegate.swift @@ -0,0 +1,82 @@ +// +// AppDelegate.swift +// Qrious +// +// Created by Navan Chauhan on 22/07/20. +// Copyright © 2020 Navan Chauhan. All rights reserved. +// + +import UIKit +import CoreData + +@UIApplicationMain +class AppDelegate: UIResponder, UIApplicationDelegate { + + + + func application(_ application: UIApplication, didFinishLaunchingWithOptions launchOptions: [UIApplication.LaunchOptionsKey: Any]?) -> Bool { + // Override point for customization after application launch. + return true + } + + // MARK: UISceneSession Lifecycle + + func application(_ application: UIApplication, configurationForConnecting connectingSceneSession: UISceneSession, options: UIScene.ConnectionOptions) -> UISceneConfiguration { + // Called when a new scene session is being created. + // Use this method to select a configuration to create the new scene with. + return UISceneConfiguration(name: "Default Configuration", sessionRole: connectingSceneSession.role) + } + + func application(_ application: UIApplication, didDiscardSceneSessions sceneSessions: Set) { + // Called when the user discards a scene session. + // If any sessions were discarded while the application was not running, this will be called shortly after application:didFinishLaunchingWithOptions. + // Use this method to release any resources that were specific to the discarded scenes, as they will not return. + } + + // MARK: - Core Data stack + + lazy var persistentContainer: NSPersistentContainer = { + /* + The persistent container for the application. This implementation + creates and returns a container, having loaded the store for the + application to it. This property is optional since there are legitimate + error conditions that could cause the creation of the store to fail. + */ + let container = NSPersistentContainer(name: "Qrious") + container.loadPersistentStores(completionHandler: { (storeDescription, error) in + if let error = error as NSError? { + // Replace this implementation with code to handle the error appropriately. + // fatalError() causes the application to generate a crash log and terminate. You should not use this function in a shipping application, although it may be useful during development. + + /* + Typical reasons for an error here include: + * The parent directory does not exist, cannot be created, or disallows writing. + * The persistent store is not accessible, due to permissions or data protection when the device is locked. + * The device is out of space. + * The store could not be migrated to the current model version. + Check the error message to determine what the actual problem was. + */ + fatalError("Unresolved error \(error), \(error.userInfo)") + } + }) + return container + }() + + // MARK: - Core Data Saving support + + func saveContext () { + let context = persistentContainer.viewContext + if context.hasChanges { + do { + try context.save() + } catch { + // Replace this implementation with code to handle the error appropriately. + // fatalError() causes the application to generate a crash log and terminate. You should not use this function in a shipping application, although it may be useful during development. + let nserror = error as NSError + fatalError("Unresolved error \(nserror), \(nserror.userInfo)") + } + } + } + +} + diff --git a/Qrious/Assets.xcassets/AppIcon.appiconset/Contents.json b/Qrious/Assets.xcassets/AppIcon.appiconset/Contents.json new file mode 100644 index 0000000..9221b9b --- /dev/null +++ b/Qrious/Assets.xcassets/AppIcon.appiconset/Contents.json @@ -0,0 +1,98 @@ +{ + "images" : [ + { + "idiom" : "iphone", + "scale" : "2x", + "size" : "20x20" + }, + { + "idiom" : "iphone", + "scale" : "3x", + "size" : "20x20" + }, + { + "idiom" : "iphone", + "scale" : "2x", + "size" : "29x29" + }, + { + "idiom" : "iphone", + "scale" : "3x", + "size" : "29x29" + }, + { + "idiom" : "iphone", + "scale" : "2x", + "size" : "40x40" + }, + { + "idiom" : "iphone", + "scale" : "3x", + "size" : "40x40" + }, + { + "idiom" : "iphone", + "scale" : "2x", + "size" : "60x60" + }, + { + "idiom" : "iphone", + "scale" : "3x", + "size" : "60x60" + }, + { + "idiom" : "ipad", + "scale" : "1x", + "size" : "20x20" + }, + { + "idiom" : "ipad", + "scale" : "2x", + "size" : "20x20" + }, + { + "idiom" : "ipad", + "scale" : "1x", + "size" : "29x29" + }, + { + "idiom" : "ipad", + "scale" : "2x", + "size" : "29x29" + }, + { + "idiom" : "ipad", + "scale" : "1x", + "size" : "40x40" + }, + { + "idiom" : "ipad", + "scale" : "2x", + "size" : "40x40" + }, + { + "idiom" : "ipad", + "scale" : "1x", + "size" : "76x76" + }, + { + "idiom" : "ipad", + "scale" : "2x", + "size" : "76x76" + }, + { + "idiom" : "ipad", + "scale" : "2x", + "size" : "83.5x83.5" + }, + { + "idiom" : "ios-marketing", + "scale" : "1x", + "size" : "1024x1024" + } + ], + "info" : { + "author" : "xcode", + "version" : 1 + } +} diff --git a/Qrious/Assets.xcassets/Contents.json b/Qrious/Assets.xcassets/Contents.json new file mode 100644 index 0000000..73c0059 --- /dev/null +++ b/Qrious/Assets.xcassets/Contents.json @@ -0,0 +1,6 @@ +{ + "info" : { + "author" : "xcode", + "version" : 1 + } +} diff --git a/Qrious/Assets.xcassets/first.imageset/Contents.json b/Qrious/Assets.xcassets/first.imageset/Contents.json new file mode 100644 index 0000000..33a7451 --- /dev/null +++ b/Qrious/Assets.xcassets/first.imageset/Contents.json @@ -0,0 +1,12 @@ +{ + "images" : [ + { + "idiom" : "universal", + "filename" : "first.pdf" + } + ], + "info" : { + "version" : 1, + "author" : "xcode" + } +} \ No newline at end of file diff --git a/Qrious/Assets.xcassets/first.imageset/first.pdf b/Qrious/Assets.xcassets/first.imageset/first.pdf new file mode 100644 index 0000000000000000000000000000000000000000..47d911dea647d55983671ead4d08b6f6b3600715 GIT binary patch literal 2465 zcmai03se(l7FLvisY+L#f-EBsK`11Xkc1=%MIujmB|xQ!>5vQ%APFP`Mlf5nSPOKE z2-^C>7DZkM!J;Da5{kfrC?Kvp3J41-3shFXvhuJqKo*oer*r0H{{P-P_x0cTzLzjD!bE z0qT;#Q7l4Gy%fMoXJaKT`@{5#R(MOqJPwQifv8iK6A%Ot9L14h2`38T!2s4PM=1!< zmL06}VYAA|ay#jZRs>HpA%X+eQW4rufWU%d1w5GTy!X#LeZsF_+~ccZmn3Fi)v^Z; 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Please try again." + } + + // Find the indices of the original string. + let documentTokens = bertInput.document.tokens + let answerStart = documentTokens[bestLogitIndices.start].startIndex + let answerEnd = documentTokens[bestLogitIndices.end].endIndex + + // Return the portion of the original string as the answer. + let originalText = bertInput.document.original + return originalText[answerStart.. { + return documentOffset.. [Int] { + let count = Swift.min(count, self.count) + let sortedSelf = enumerated().sorted { (arg0, arg1) in arg0.element > arg1.element } + let topElements = sortedSelf[0.. [Double] { + // Bind the underlying `dataPointer` memory to make a native swift `Array` + let unsafeMutablePointer = dataPointer.bindMemory(to: Double.self, capacity: count) + let unsafeBufferPointer = UnsafeBufferPointer(start: unsafeMutablePointer, count: count) + return [Double](unsafeBufferPointer) + } +} + +extension BERT { + /// Finds the indices of the best start logit and end logit given a prediction output and a range. + /// + /// - parameters: + /// - prediction: A feature provider that supplies the output MLMultiArrays from a BERT model. + /// - range: A range of the output tokens to search. + /// - returns: Description. + /// - Tag: BestLogitIndices + func bestLogitsIndices(from prediction: BERTQAFP16Output, in range: Range) -> (start: Int, end: Int)? { + // Convert the logits MLMultiArrays to [Double]. + let startLogits = prediction.startLogits.doubleArray() + let endLogits = prediction.endLogits.doubleArray() + + // Isolate the logits for the document. + let startLogitsOfDoc = [Double](startLogits[range]) + let endLogitsOfDoc = [Double](endLogits[range]) + + // Only keep the top 20 (out of the possible ~380) indices for faster searching. + let topStartIndices = startLogitsOfDoc.indicesOfLargest(20) + let topEndIndices = endLogitsOfDoc.indicesOfLargest(20) + + // Search for the highest valued logit pairing. + let bestPair = findBestLogitPair(startLogits: startLogitsOfDoc, + bestStartIndices: topStartIndices, + endLogits: endLogitsOfDoc, + bestEndIndices: topEndIndices) + + guard bestPair.start >= 0 && bestPair.end >= 0 else { + return nil + } + + return bestPair + } + + /// Searches the given indices for the highest valued start and end logits. + /// + /// - parameters: + /// - startLogits: An array of all the start logits. + /// - bestStartIndices: An array of the best start logit indices. + /// - endLogits: An array of all the end logits. + /// - bestEndIndices: An array of the best end logit indices. + /// - returns: A tuple of the best start index and best end index. + func findBestLogitPair(startLogits: [Double], + bestStartIndices: [Int], + endLogits: [Double], + bestEndIndices: [Int]) -> (start: Int, end: Int) { + + let logitsCount = startLogits.count + var bestSum = -Double.infinity + var bestStart = -1 + var bestEnd = -1 + + for start in 0.. bestSum { + bestSum = logitSum + bestStart = start + bestEnd = end + } + } + } + return (bestStart, bestEnd) + } +} diff --git a/Qrious/BERTQAFP16.mlmodel b/Qrious/BERTQAFP16.mlmodel new file mode 100644 index 0000000..906b0d7 --- /dev/null +++ b/Qrious/BERTQAFP16.mlmodel @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e748f5c7de392b2e2c1502689bb61984145e685549573edda811ebc2aee59da1 +size 217828595 diff --git a/Qrious/BERTVocabulary.swift b/Qrious/BERTVocabulary.swift new file mode 100644 index 0000000..f69b6a6 --- /dev/null +++ b/Qrious/BERTVocabulary.swift @@ -0,0 +1,70 @@ +/* +See LICENSE folder for this sample’s licensing information. + +Abstract: +Abstracts the BERT vocabulary setup to two tokenID methods and four constants. +*/ + +import Foundation + +struct BERTVocabulary { + static let unkownTokenID = lookupDictionary["[UNK]"]! // 100 + static let paddingTokenID = lookupDictionary["[PAD]"]! // 0 + static let separatorTokenID = lookupDictionary["[SEP]"]! // 102 + static let classifyStartTokenID = lookupDictionary["[CLS]"]! // 101 + + /// Searches for a token ID for the given word or wordpiece string. + /// + /// - parameters: + /// - string: A word or wordpiece string. + /// - returns: A token ID. + static func tokenID(of string: String) -> Int { + let token = Substring(string) + return tokenID(of: token) + } + + /// Searches for a token ID for the given word or wordpiece token. + /// + /// - parameters: + /// - string: A word or wordpiece token (Substring). + /// - returns: A token ID. + static func tokenID(of token: Substring) -> Int { + let unkownTokenID = BERTVocabulary.unkownTokenID + return BERTVocabulary.lookupDictionary[token] ?? unkownTokenID + } + + private init() { } + private static let lookupDictionary = loadVocabulary() + + /// Imports the model's vocabulary into a [word/wordpiece token: token ID] Dictionary. + /// + /// - returns: A dictionary. + /// - Tag: LoadVocabulary + private static func loadVocabulary() -> [Substring: Int] { + let fileName = "bert-base-uncased-vocab" + let expectedVocabularySize = 30_522 + + guard let url = Bundle.main.url(forResource: fileName, withExtension: "txt") else { + fatalError("Vocabulary file is missing") + } + + guard let rawVocabulary = try? String(contentsOf: url) else { + fatalError("Vocabulary file has no contents.") + } + + let words = rawVocabulary.split(separator: "\n") + + guard words.count == expectedVocabularySize else { + fatalError("Vocabulary file is not the correct size.") + } + + guard words.first! == "[PAD]" && words.last! == "##～" else { + fatalError("Vocabulary file contents appear to be incorrect.") + } + + let values = 0.. + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/Qrious/ContentView.swift b/Qrious/ContentView.swift new file mode 100644 index 0000000..2af0f96 --- /dev/null +++ b/Qrious/ContentView.swift @@ -0,0 +1,193 @@ +// +// ContentView.swift +// Qrious +// +// Created by Navan Chauhan on 22/07/20. +// Copyright © 2020 Navan Chauhan. All rights reserved. +// + +import SwiftUI + +struct Todo: Codable, Identifiable { + public var id: Int + public var title: String + public var published_date: String + public var defined_type_name: String + public var url: String + public var description1: String? + public var paperURL: String? + public var candidates: String? + +} + + +// group=13668 ( Chemrxiv ) +class FetchToDo: ObservableObject { + @Published var query: String = "" + @Published var todos = [Todo]() + + init() { + //var request = URLRequest(url: URL(string: "https://api.figshare.com/v2/articles/search?search_for=\(q)&page_size=\(p)")!) + var request = URLRequest(url: URL(string: "https://api.figshare.com/v2/articles/search?page_size=20")!) + request.httpMethod = "POST" + + //let url = URL(string: "https://jsonplaceholder.typicode.com/todos")! + URLSession.shared.dataTask(with: request) {(data, response, error) in + do { + if let todoData = data { + let decodedData = try JSONDecoder().decode([Todo].self, from: todoData) + DispatchQueue.main.async { + self.todos = decodedData + } + } else { + print("No data") + } + } catch { + print("Error") + } + }.resume() + } + func fetchAgain(q: String = "Hepatitis+B+Virus+Silico",p: String = "10",limit: Bool = false) { + var s = "https://api.figshare.com/v2/articles/search?search_for=\(q.replacingOccurrences(of: " ", with: "+"))&page_size=\(p)" + //var request = URLRequest(url: URL(string: "https://api.figshare.com/v2/articles/search?search_for=\(q)&page_size=\(p)")!) + if limit { + s += "&group=13668" + } + print(s, limit) + var request = URLRequest(url: URL(string: s)!) + request.httpMethod = "POST" + + //let url = URL(string: "https://jsonplaceholder.typicode.com/todos")! + URLSession.shared.dataTask(with: request) {(data, response, error) in + do { + if let todoData = data { + let decodedData = try JSONDecoder().decode([Todo].self, from: todoData) + DispatchQueue.main.async { + self.todos = decodedData + } + } else { + print("No data") + } + } catch { + print("Error") + } + }.resume() + } +} + +extension UIApplication { + func endEditing() { + sendAction(#selector(UIResponder.resignFirstResponder), to: nil, from: nil, for: nil) + } +} + +class configuration: ObservableObject { + @Published var question: String = "Results show what are the compounds?" +} + +struct ContentView: View { + @State private var selection = 0 + @State private var advance = true + @State public var query = "Covid-19 Compounds" + @State public var noOfArticles = "15" + @State private var executed = false + @EnvironmentObject var config: configuration + @State private var ques: String = configuration().question + //"Results show what top compounds?" + @State public var LimitToChemrxiv: Bool = false + @ObservedObject var fetch = FetchToDo() + //let bert = BERTQAFP16() + var body: some View { + TabView(selection: $selection){ + NavigationView{ + + VStack{ + /* + HStack{ + + Text("Configuration") + .font(.title) + .fontWeight(.semibold) + .multilineTextAlignment(.leading) + + }*/ + Form{ + + Section(header: Text("Search Query")){ + TextField("Search Query",text: $query) + } + + + Section(header: Text("Configuration")){ + VStack{ + HStack{ + Text("No. Of Articles:") + TextField("No. Of Articles", text: $noOfArticles) + .keyboardType(.numberPad) + }.disabled(!advance) + HStack{ + Toggle(isOn: $LimitToChemrxiv){ + Text("Limit to ChemRxiv") + } + } + } + } + + Section(header: Text("Query for AI Model")){ + TextField("",text: $ques, onEditingChanged: {_ in self.config.question = self.ques}) + + } + + + Section{ + Button(action: {self.fetch.fetchAgain(q: self.query, p: String(self.noOfArticles), limit: self.LimitToChemrxiv)}){ + Text("Get Papers") + } + } + + } + Text("OwO") + .frame(height: 50.0) + } + .navigationBarTitle(Text("Qrious")) + } + .tabItem { + VStack { + Image(systemName: "gear") + .font(.title) //Image("first") + Text("Configuration") + } + } + .tag(0) + NavigationView{ + //Text(" View").font(.title) + VStack { + List(fetch.todos) { todo in NavigationLink(destination: DetailedView(article: todo)){ + VStack(alignment: .leading) { + Text(todo.title) + Text("\(todo.published_date)") + .font(.system(size: 11)) + .foregroundColor(Color.gray) + }} + } + } + .navigationBarTitle("Articles") + } + + .tabItem { + VStack { + Image(systemName: "list.bullet") + .font(.title) + Text("Articles") + } + } + .tag(1) + } + } +} + +struct ContentView_Previews: PreviewProvider { + static var previews: some View { + ContentView() + } +} diff --git a/Qrious/DetailedView.swift b/Qrious/DetailedView.swift new file mode 100644 index 0000000..79b74f9 --- /dev/null +++ b/Qrious/DetailedView.swift @@ -0,0 +1,127 @@ +// +// DetailedView.swift +// Qrious +// +// Created by Navan Chauhan on 22/07/20. +// Copyright © 2020 Navan Chauhan. All rights reserved. +// + + +import SwiftUI + + +extension String { + public var withoutHtml: String { + guard let data = self.data(using: .utf8) else { + return self + } + + let options: [NSAttributedString.DocumentReadingOptionKey: Any] = [ + .documentType: NSAttributedString.DocumentType.html, + .characterEncoding: String.Encoding.utf8.rawValue + ] + + guard let attributedString = try? NSAttributedString(data: data, options: options, documentAttributes: nil) else { + return self + } + + return attributedString.string + } +} + +struct DetailedView: View { + //public var description: String + //@State public var defined_type_name: String = "p" + @EnvironmentObject var config: configuration + @State private var description1: String = "Loading.." + @State private var paperURL: String = "Fetching..." + @State private var candidates: String = "Extracting Compounds" + func fetch(articleURL: String) { + //let url = URL(string: "\(articleURL)")! + var request = URLRequest(url: URL(string: articleURL)!) + + request.httpMethod = "GET" + print(request) + // 2. + URLSession.shared.dataTask(with: request) {(data, response, error) in + do { + if let todoData = data { + // 3. + //let decodedData = try JSONDecoder().decode([Paper].self, from: todoData) + let decodedData = try JSON(data: todoData) + DispatchQueue.main.async { + self.description1 = decodedData["description"].string! + self.paperURL = decodedData["figshare_url"].string! + print("Finding Answer") + self.candidates = String(BERT().findAnswer(for: configuration().question, in: self.description1)) + //return decodedData + + } + } else { + print("No data") + } + } catch { + print("Error") + } + }.resume() + + } + let article: Todo + var body: some View { + NavigationView{ + VStack{ + Text(article.title) + .font(.title) + .fontWeight(.bold) + .contextMenu { + Button(action: { + UIPasteboard.general.string = self.article.title + }) { + Text("Copy") + Image(systemName: "copy") + }} + + Button("Paper URL") { + UIApplication.shared.open(URL(string: self.paperURL)!) + } + Text("Possible Candidates") + .font(.headline) + .fontWeight(.semibold) + .multilineTextAlignment(.leading) + Text(self.candidates) + Text("Abstract") + .font(.headline) + .fontWeight(.semibold) + ScrollView(.vertical){ + VStack{ + Text(description1) + //Text(description1.withoutHtml) + } + .frame(maxWidth: .infinity) + } + } + .navigationBarTitle(Text(String(self.article.defined_type_name)) + .font(.largeTitle) + .fontWeight(.black), displayMode: .inline) + }.onAppear { + self.fetch(articleURL: self.article.url) + } + } +} + +#if DEBUG +struct DetailedView_Previews: PreviewProvider { + static var previews: some View { + DetailedView( + article: Todo( + id: 0, + title: "Sample Paper Name", + published_date: "Excatly", + defined_type_name: "Lmao", + url: "https://google.com" + ) + ) + } +} +#endif + diff --git a/Qrious/Info.plist b/Qrious/Info.plist new file mode 100644 index 0000000..49e8f4a --- /dev/null +++ b/Qrious/Info.plist @@ -0,0 +1,70 @@ + + + + + CFBundleDevelopmentRegion + $(DEVELOPMENT_LANGUAGE) + CFBundleExecutable + $(EXECUTABLE_NAME) + CFBundleIdentifier + $(PRODUCT_BUNDLE_IDENTIFIER) + CFBundleInfoDictionaryVersion + 6.0 + CFBundleName + $(PRODUCT_NAME) + CFBundlePackageType + $(PRODUCT_BUNDLE_PACKAGE_TYPE) + CFBundleShortVersionString + 1.0 + CFBundleVersion + 1 + LSRequiresIPhoneOS + + UIApplicationSceneManifest + + UIApplicationSupportsMultipleScenes + + UISceneConfigurations + + UIWindowSceneSessionRoleApplication + + + UISceneConfigurationName + Default Configuration + UISceneDelegateClassName + $(PRODUCT_MODULE_NAME).SceneDelegate + + + + + UILaunchStoryboardName + LaunchScreen + UIRequiredDeviceCapabilities + + armv7 + + UIStatusBarTintParameters + + UINavigationBar + + Style + UIBarStyleDefault + Translucent + + + + UISupportedInterfaceOrientations + + UIInterfaceOrientationPortrait + UIInterfaceOrientationLandscapeLeft + UIInterfaceOrientationLandscapeRight + + UISupportedInterfaceOrientations~ipad + + UIInterfaceOrientationPortrait + UIInterfaceOrientationPortraitUpsideDown + UIInterfaceOrientationLandscapeLeft + UIInterfaceOrientationLandscapeRight + + + diff --git a/Qrious/Preview Content/Preview Assets.xcassets/Contents.json b/Qrious/Preview Content/Preview Assets.xcassets/Contents.json new file mode 100644 index 0000000..73c0059 --- /dev/null +++ b/Qrious/Preview Content/Preview Assets.xcassets/Contents.json @@ -0,0 +1,6 @@ +{ + "info" : { + "author" : "xcode", + "version" : 1 + } +} diff --git a/Qrious/Qrious.entitlements b/Qrious/Qrious.entitlements new file mode 100644 index 0000000..ee95ab7 --- /dev/null +++ b/Qrious/Qrious.entitlements @@ -0,0 +1,10 @@ + + + + + com.apple.security.app-sandbox + + com.apple.security.network.client + + + diff --git a/Qrious/Qrious.xcdatamodeld/.xccurrentversion b/Qrious/Qrious.xcdatamodeld/.xccurrentversion new file mode 100644 index 0000000..e3969a0 --- /dev/null +++ b/Qrious/Qrious.xcdatamodeld/.xccurrentversion @@ -0,0 +1,8 @@ + + + + + _XCCurrentVersionName + Qrious.xcdatamodel + + diff --git a/Qrious/Qrious.xcdatamodeld/Qrious.xcdatamodel/contents b/Qrious/Qrious.xcdatamodeld/Qrious.xcdatamodel/contents new file mode 100644 index 0000000..50d2514 --- /dev/null +++ b/Qrious/Qrious.xcdatamodeld/Qrious.xcdatamodel/contents @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/Qrious/SceneDelegate.swift b/Qrious/SceneDelegate.swift new file mode 100644 index 0000000..48f624f --- /dev/null +++ b/Qrious/SceneDelegate.swift @@ -0,0 +1,71 @@ +// +// SceneDelegate.swift +// Qrious +// +// Created by Navan Chauhan on 22/07/20. +// Copyright © 2020 Navan Chauhan. All rights reserved. +// + +import UIKit +import SwiftUI + +class SceneDelegate: UIResponder, UIWindowSceneDelegate { + + var window: UIWindow? + + + func scene(_ scene: UIScene, willConnectTo session: UISceneSession, options connectionOptions: UIScene.ConnectionOptions) { + // Use this method to optionally configure and attach the UIWindow `window` to the provided UIWindowScene `scene`. + // If using a storyboard, the `window` property will automatically be initialized and attached to the scene. + // This delegate does not imply the connecting scene or session are new (see `application:configurationForConnectingSceneSession` instead). + + // Get the managed object context from the shared persistent container. + let context = (UIApplication.shared.delegate as! AppDelegate).persistentContainer.viewContext + + // Create the SwiftUI view and set the context as the value for the managedObjectContext environment keyPath. + // Add `@Environment(\.managedObjectContext)` in the views that will need the context. + let contentView = ContentView().environment(\.managedObjectContext, context) + // Use a UIHostingController as window root view controller. + if let windowScene = scene as? UIWindowScene { + let window = UIWindow(windowScene: windowScene) + let config = configuration() + window.rootViewController = UIHostingController(rootView: contentView.environmentObject(config)) + self.window = window + window.makeKeyAndVisible() + } + } + + func sceneDidDisconnect(_ scene: UIScene) { + // Called as the scene is being released by the system. + // This occurs shortly after the scene enters the background, or when its session is discarded. + // Release any resources associated with this scene that can be re-created the next time the scene connects. + // The scene may re-connect later, as its session was not neccessarily discarded (see `application:didDiscardSceneSessions` instead). + } + + func sceneDidBecomeActive(_ scene: UIScene) { + // Called when the scene has moved from an inactive state to an active state. + // Use this method to restart any tasks that were paused (or not yet started) when the scene was inactive. + } + + func sceneWillResignActive(_ scene: UIScene) { + // Called when the scene will move from an active state to an inactive state. + // This may occur due to temporary interruptions (ex. an incoming phone call). + } + + func sceneWillEnterForeground(_ scene: UIScene) { + // Called as the scene transitions from the background to the foreground. + // Use this method to undo the changes made on entering the background. + } + + func sceneDidEnterBackground(_ scene: UIScene) { + // Called as the scene transitions from the foreground to the background. + // Use this method to save data, release shared resources, and store enough scene-specific state information + // to restore the scene back to its current state. + + // Save changes in the application's managed object context when the application transitions to the background. + (UIApplication.shared.delegate as? AppDelegate)?.saveContext() + } + + +} + diff --git a/Qrious/SwiftyJSON.swift b/Qrious/SwiftyJSON.swift new file mode 100644 index 0000000..f7a3f08 --- /dev/null +++ b/Qrious/SwiftyJSON.swift @@ -0,0 +1,1401 @@ +// SwiftyJSON.swift +// +// Copyright (c) 2014 - 2017 Ruoyu Fu, Pinglin Tang +// +// Permission is hereby granted, free of charge, to any person obtaining a copy +// of this software and associated documentation files (the "Software"), to deal +// in the Software without restriction, including without limitation the rights +// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +// copies of the Software, and to permit persons to whom the Software is +// furnished to do so, subject to the following conditions: +// +// The above copyright notice and this permission notice shall be included in +// all copies or substantial portions of the Software. +// +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN +// THE SOFTWARE. + +import Foundation + +// MARK: - Error +// swiftlint:disable line_length +public enum SwiftyJSONError: Int, Swift.Error { + case unsupportedType = 999 + case indexOutOfBounds = 900 + case elementTooDeep = 902 + case wrongType = 901 + case notExist = 500 + case invalidJSON = 490 +} + +extension SwiftyJSONError: CustomNSError { + + /// return the error domain of SwiftyJSONError + public static var errorDomain: String { return "com.swiftyjson.SwiftyJSON" } + + /// return the error code of SwiftyJSONError + public var errorCode: Int { return self.rawValue } + + /// return the userInfo of SwiftyJSONError + public var errorUserInfo: [String: Any] { + switch self { + case .unsupportedType: + return [NSLocalizedDescriptionKey: "It is an unsupported type."] + case .indexOutOfBounds: + return [NSLocalizedDescriptionKey: "Array Index is out of bounds."] + case .wrongType: + return [NSLocalizedDescriptionKey: "Couldn't merge, because the JSONs differ in type on top level."] + case .notExist: + return [NSLocalizedDescriptionKey: "Dictionary key does not exist."] + case .invalidJSON: + return [NSLocalizedDescriptionKey: "JSON is invalid."] + case .elementTooDeep: + return [NSLocalizedDescriptionKey: "Element too deep. Increase maxObjectDepth and make sure there is no reference loop."] + } + } +} + +// MARK: - JSON Type + +/** +JSON's type definitions. + +See http://www.json.org +*/ +public enum Type: Int { + case number + case string + case bool + case array + case dictionary + case null + case unknown +} + +// MARK: - JSON Base + +public struct JSON { + + /** + Creates a JSON using the data. + + - parameter data: The NSData used to convert to json.Top level object in data is an NSArray or NSDictionary + - parameter opt: The JSON serialization reading options. `[]` by default. + + - returns: The created JSON + */ + public init(data: Data, options opt: JSONSerialization.ReadingOptions = []) throws { + let object: Any = try JSONSerialization.jsonObject(with: data, options: opt) + self.init(jsonObject: object) + } + + /** + Creates a JSON object + - note: this does not parse a `String` into JSON, instead use `init(parseJSON: String)` + + - parameter object: the object + + - returns: the created JSON object + */ + public init(_ object: Any) { + switch object { + case let object as Data: + do { + try self.init(data: object) + } catch { + self.init(jsonObject: NSNull()) + } + default: + self.init(jsonObject: object) + } + } + + /** + Parses the JSON string into a JSON object + + - parameter json: the JSON string + + - returns: the created JSON object + */ + public init(parseJSON jsonString: String) { + if let data = jsonString.data(using: .utf8) { + self.init(data) + } else { + self.init(NSNull()) + } + } + + /** + Creates a JSON using the object. + + - parameter jsonObject: The object must have the following properties: All objects are NSString/String, NSNumber/Int/Float/Double/Bool, NSArray/Array, NSDictionary/Dictionary, or NSNull; All dictionary keys are NSStrings/String; NSNumbers are not NaN or infinity. + + - returns: The created JSON + */ + fileprivate init(jsonObject: Any) { + object = jsonObject + } + + /** + Merges another JSON into this JSON, whereas primitive values which are not present in this JSON are getting added, + present values getting overwritten, array values getting appended and nested JSONs getting merged the same way. + + - parameter other: The JSON which gets merged into this JSON + + - throws `ErrorWrongType` if the other JSONs differs in type on the top level. + */ + public mutating func merge(with other: JSON) throws { + try self.merge(with: other, typecheck: true) + } + + /** + Merges another JSON into this JSON and returns a new JSON, whereas primitive values which are not present in this JSON are getting added, + present values getting overwritten, array values getting appended and nested JSONS getting merged the same way. + + - parameter other: The JSON which gets merged into this JSON + + - throws `ErrorWrongType` if the other JSONs differs in type on the top level. + + - returns: New merged JSON + */ + public func merged(with other: JSON) throws -> JSON { + var merged = self + try merged.merge(with: other, typecheck: true) + return merged + } + + /** + Private woker function which does the actual merging + Typecheck is set to true for the first recursion level to prevent total override of the source JSON + */ + fileprivate mutating func merge(with other: JSON, typecheck: Bool) throws { + if type == other.type { + switch type { + case .dictionary: + for (key, _) in other { + try self[key].merge(with: other[key], typecheck: false) + } + case .array: + self = JSON(arrayValue + other.arrayValue) + default: + self = other + } + } else { + if typecheck { + throw SwiftyJSONError.wrongType + } else { + self = other + } + } + } + + /// Private object + fileprivate var rawArray: [Any] = [] + fileprivate var rawDictionary: [String: Any] = [:] + fileprivate var rawString: String = "" + fileprivate var rawNumber: NSNumber = 0 + fileprivate var rawNull: NSNull = NSNull() + fileprivate var rawBool: Bool = false + + /// JSON type, fileprivate setter + public fileprivate(set) var type: Type = .null + + /// Error in JSON, fileprivate setter + public fileprivate(set) var error: SwiftyJSONError? + + /// Object in JSON + public var object: Any { + get { + switch type { + case .array: return rawArray + case .dictionary: return rawDictionary + case .string: return rawString + case .number: return rawNumber + case .bool: return rawBool + default: return rawNull + } + } + set { + error = nil + switch unwrap(newValue) { + case let number as NSNumber: + if number.isBool { + type = .bool + rawBool = number.boolValue + } else { + type = .number + rawNumber = number + } + case let string as String: + type = .string + rawString = string + case _ as NSNull: + type = .null + case nil: + type = .null + case let array as [Any]: + type = .array + rawArray = array + case let dictionary as [String: Any]: + type = .dictionary + rawDictionary = dictionary + default: + type = .unknown + error = SwiftyJSONError.unsupportedType + } + } + } + + /// The static null JSON + @available(*, unavailable, renamed:"null") + public static var nullJSON: JSON { return null } + public static var null: JSON { return JSON(NSNull()) } +} + +/// Private method to unwarp an object recursively +private func unwrap(_ object: Any) -> Any { + switch object { + case let json as JSON: + return unwrap(json.object) + case let array as [Any]: + return array.map(unwrap) + case let dictionary as [String: Any]: + var d = dictionary + dictionary.forEach { pair in + d[pair.key] = unwrap(pair.value) + } + return d + default: + return object + } +} + +public enum Index: Comparable { + case array(Int) + case dictionary(DictionaryIndex) + case null + + static public func == (lhs: Index, rhs: Index) -> Bool { + switch (lhs, rhs) { + case (.array(let left), .array(let right)): return left == right + case (.dictionary(let left), .dictionary(let right)): return left == right + case (.null, .null): return true + default: return false + } + } + + static public func < (lhs: Index, rhs: Index) -> Bool { + switch (lhs, rhs) { + case (.array(let left), .array(let right)): return left < right + case (.dictionary(let left), .dictionary(let right)): return left < right + default: return false + } + } +} + +public typealias JSONIndex = Index +public typealias JSONRawIndex = Index + +extension JSON: Swift.Collection { + + public typealias Index = JSONRawIndex + + public var startIndex: Index { + switch type { + case .array: return .array(rawArray.startIndex) + case .dictionary: return .dictionary(rawDictionary.startIndex) + default: return .null + } + } + + public var endIndex: Index { + switch type { + case .array: return .array(rawArray.endIndex) + case .dictionary: return .dictionary(rawDictionary.endIndex) + default: return .null + } + } + + public func index(after i: Index) -> Index { + switch i { + case .array(let idx): return .array(rawArray.index(after: idx)) + case .dictionary(let idx): return .dictionary(rawDictionary.index(after: idx)) + default: return .null + } + } + + public subscript (position: Index) -> (String, JSON) { + switch position { + case .array(let idx): return (String(idx), JSON(rawArray[idx])) + case .dictionary(let idx): return (rawDictionary[idx].key, JSON(rawDictionary[idx].value)) + default: return ("", JSON.null) + } + } +} + +// MARK: - Subscript + +/** + * To mark both String and Int can be used in subscript. + */ +public enum JSONKey { + case index(Int) + case key(String) +} + +public protocol JSONSubscriptType { + var jsonKey: JSONKey { get } +} + +extension Int: JSONSubscriptType { + public var jsonKey: JSONKey { + return JSONKey.index(self) + } +} + +extension String: JSONSubscriptType { + public var jsonKey: JSONKey { + return JSONKey.key(self) + } +} + +extension JSON { + + /// If `type` is `.array`, return json whose object is `array[index]`, otherwise return null json with error. + fileprivate subscript(index index: Int) -> JSON { + get { + if type != .array { + var r = JSON.null + r.error = self.error ?? SwiftyJSONError.wrongType + return r + } else if rawArray.indices.contains(index) { + return JSON(rawArray[index]) + } else { + var r = JSON.null + r.error = SwiftyJSONError.indexOutOfBounds + return r + } + } + set { + if type == .array && + rawArray.indices.contains(index) && + newValue.error == nil { + rawArray[index] = newValue.object + } + } + } + + /// If `type` is `.dictionary`, return json whose object is `dictionary[key]` , otherwise return null json with error. + fileprivate subscript(key key: String) -> JSON { + get { + var r = JSON.null + if type == .dictionary { + if let o = rawDictionary[key] { + r = JSON(o) + } else { + r.error = SwiftyJSONError.notExist + } + } else { + r.error = self.error ?? SwiftyJSONError.wrongType + } + return r + } + set { + if type == .dictionary && newValue.error == nil { + rawDictionary[key] = newValue.object + } + } + } + + /// If `sub` is `Int`, return `subscript(index:)`; If `sub` is `String`, return `subscript(key:)`. + fileprivate subscript(sub sub: JSONSubscriptType) -> JSON { + get { + switch sub.jsonKey { + case .index(let index): return self[index: index] + case .key(let key): return self[key: key] + } + } + set { + switch sub.jsonKey { + case .index(let index): self[index: index] = newValue + case .key(let key): self[key: key] = newValue + } + } + } + + /** + Find a json in the complex data structures by using array of Int and/or String as path. + + Example: + + ``` + let json = JSON[data] + let path = [9,"list","person","name"] + let name = json[path] + ``` + + The same as: let name = json[9]["list"]["person"]["name"] + + - parameter path: The target json's path. + + - returns: Return a json found by the path or a null json with error + */ + public subscript(path: [JSONSubscriptType]) -> JSON { + get { + return path.reduce(self) { $0[sub: $1] } + } + set { + switch path.count { + case 0: return + case 1: self[sub:path[0]].object = newValue.object + default: + var aPath = path + aPath.remove(at: 0) + var nextJSON = self[sub: path[0]] + nextJSON[aPath] = newValue + self[sub: path[0]] = nextJSON + } + } + } + + /** + Find a json in the complex data structures by using array of Int and/or String as path. + + - parameter path: The target json's path. Example: + + let name = json[9,"list","person","name"] + + The same as: let name = json[9]["list"]["person"]["name"] + + - returns: Return a json found by the path or a null json with error + */ + public subscript(path: JSONSubscriptType...) -> JSON { + get { + return self[path] + } + set { + self[path] = newValue + } + } +} + +// MARK: - LiteralConvertible + +extension JSON: Swift.ExpressibleByStringLiteral { + + public init(stringLiteral value: StringLiteralType) { + self.init(value) + } + + public init(extendedGraphemeClusterLiteral value: StringLiteralType) { + self.init(value) + } + + public init(unicodeScalarLiteral value: StringLiteralType) { + self.init(value) + } +} + +extension JSON: Swift.ExpressibleByIntegerLiteral { + + public init(integerLiteral value: IntegerLiteralType) { + self.init(value) + } +} + +extension JSON: Swift.ExpressibleByBooleanLiteral { + + public init(booleanLiteral value: BooleanLiteralType) { + self.init(value) + } +} + +extension JSON: Swift.ExpressibleByFloatLiteral { + + public init(floatLiteral value: FloatLiteralType) { + self.init(value) + } +} + +extension JSON: Swift.ExpressibleByDictionaryLiteral { + public init(dictionaryLiteral elements: (String, Any)...) { + let dictionary = elements.reduce(into: [String: Any](), { $0[$1.0] = $1.1}) + self.init(dictionary) + } +} + +extension JSON: Swift.ExpressibleByArrayLiteral { + + public init(arrayLiteral elements: Any...) { + self.init(elements) + } +} + +// MARK: - Raw + +extension JSON: Swift.RawRepresentable { + + public init?(rawValue: Any) { + if JSON(rawValue).type == .unknown { + return nil + } else { + self.init(rawValue) + } + } + + public var rawValue: Any { + return object + } + + public func rawData(options opt: JSONSerialization.WritingOptions = JSONSerialization.WritingOptions(rawValue: 0)) throws -> Data { + guard JSONSerialization.isValidJSONObject(object) else { + throw SwiftyJSONError.invalidJSON + } + + return try JSONSerialization.data(withJSONObject: object, options: opt) + } + + public func rawString(_ encoding: String.Encoding = .utf8, options opt: JSONSerialization.WritingOptions = .prettyPrinted) -> String? { + do { + return try _rawString(encoding, options: [.jsonSerialization: opt]) + } catch { + print("Could not serialize object to JSON because:", error.localizedDescription) + return nil + } + } + + public func rawString(_ options: [writingOptionsKeys: Any]) -> String? { + let encoding = options[.encoding] as? String.Encoding ?? String.Encoding.utf8 + let maxObjectDepth = options[.maxObjextDepth] as? Int ?? 10 + do { + return try _rawString(encoding, options: options, maxObjectDepth: maxObjectDepth) + } catch { + print("Could not serialize object to JSON because:", error.localizedDescription) + return nil + } + } + + fileprivate func _rawString(_ encoding: String.Encoding = .utf8, options: [writingOptionsKeys: Any], maxObjectDepth: Int = 10) throws -> String? { + guard maxObjectDepth > 0 else { throw SwiftyJSONError.invalidJSON } + switch type { + case .dictionary: + do { + if !(options[.castNilToNSNull] as? Bool ?? false) { + let jsonOption = options[.jsonSerialization] as? JSONSerialization.WritingOptions ?? JSONSerialization.WritingOptions.prettyPrinted + let data = try rawData(options: jsonOption) + return String(data: data, encoding: encoding) + } + + guard let dict = object as? [String: Any?] else { + return nil + } + let body = try dict.keys.map { key throws -> String in + guard let value = dict[key] else { + return "\"\(key)\": null" + } + guard let unwrappedValue = value else { + return "\"\(key)\": null" + } + + let nestedValue = JSON(unwrappedValue) + guard let nestedString = try nestedValue._rawString(encoding, options: options, maxObjectDepth: maxObjectDepth - 1) else { + throw SwiftyJSONError.elementTooDeep + } + if nestedValue.type == .string { + return "\"\(key)\": \"\(nestedString.replacingOccurrences(of: "\\", with: "\\\\").replacingOccurrences(of: "\"", with: "\\\""))\"" + } else { + return "\"\(key)\": \(nestedString)" + } + } + + return "{\(body.joined(separator: ","))}" + } catch _ { + return nil + } + case .array: + do { + if !(options[.castNilToNSNull] as? Bool ?? false) { + let jsonOption = options[.jsonSerialization] as? JSONSerialization.WritingOptions ?? JSONSerialization.WritingOptions.prettyPrinted + let data = try rawData(options: jsonOption) + return String(data: data, encoding: encoding) + } + + guard let array = object as? [Any?] else { + return nil + } + let body = try array.map { value throws -> String in + guard let unwrappedValue = value else { + return "null" + } + + let nestedValue = JSON(unwrappedValue) + guard let nestedString = try nestedValue._rawString(encoding, options: options, maxObjectDepth: maxObjectDepth - 1) else { + throw SwiftyJSONError.invalidJSON + } + if nestedValue.type == .string { + return "\"\(nestedString.replacingOccurrences(of: "\\", with: "\\\\").replacingOccurrences(of: "\"", with: "\\\""))\"" + } else { + return nestedString + } + } + + return "[\(body.joined(separator: ","))]" + } catch _ { + return nil + } + case .string: return rawString + case .number: return rawNumber.stringValue + case .bool: return rawBool.description + case .null: return "null" + default: return nil + } + } +} + +// MARK: - Printable, DebugPrintable + +extension JSON: Swift.CustomStringConvertible, Swift.CustomDebugStringConvertible { + + public var description: String { + return rawString(options: .prettyPrinted) ?? "unknown" + } + + public var debugDescription: String { + return description + } +} + +// MARK: - Array + +extension JSON { + + //Optional [JSON] + public var array: [JSON]? { + return type == .array ? rawArray.map { JSON($0) } : nil + } + + //Non-optional [JSON] + public var arrayValue: [JSON] { + return self.array ?? [] + } + + //Optional [Any] + public var arrayObject: [Any]? { + get { + switch type { + case .array: return rawArray + default: return nil + } + } + set { + self.object = newValue ?? NSNull() + } + } +} + +// MARK: - Dictionary + +extension JSON { + + //Optional [String : JSON] + public var dictionary: [String: JSON]? { + if type == .dictionary { + var d = [String: JSON](minimumCapacity: rawDictionary.count) + rawDictionary.forEach { pair in + d[pair.key] = JSON(pair.value) + } + return d + } else { + return nil + } + } + + //Non-optional [String : JSON] + public var dictionaryValue: [String: JSON] { + return dictionary ?? [:] + } + + //Optional [String : Any] + + public var dictionaryObject: [String: Any]? { + get { + switch type { + case .dictionary: return rawDictionary + default: return nil + } + } + set { + object = newValue ?? NSNull() + } + } +} + +// MARK: - Bool + +extension JSON { // : Swift.Bool + + //Optional bool + public var bool: Bool? { + get { + switch type { + case .bool: return rawBool + default: return nil + } + } + set { + object = newValue ?? NSNull() + } + } + + //Non-optional bool + public var boolValue: Bool { + get { + switch type { + case .bool: return rawBool + case .number: return rawNumber.boolValue + case .string: return ["true", "y", "t", "yes", "1"].contains { rawString.caseInsensitiveCompare($0) == .orderedSame } + default: return false + } + } + set { + object = newValue + } + } +} + +// MARK: - String + +extension JSON { + + //Optional string + public var string: String? { + get { + switch type { + case .string: return object as? String + default: return nil + } + } + set { + object = newValue ?? NSNull() + } + } + + //Non-optional string + public var stringValue: String { + get { + switch type { + case .string: return object as? String ?? "" + case .number: return rawNumber.stringValue + case .bool: return (object as? Bool).map { String($0) } ?? "" + default: return "" + } + } + set { + object = newValue + } + } +} + +// MARK: - Number + +extension JSON { + + //Optional number + public var number: NSNumber? { + get { + switch type { + case .number: return rawNumber + case .bool: return NSNumber(value: rawBool ? 1 : 0) + default: return nil + } + } + set { + object = newValue ?? NSNull() + } + } + + //Non-optional number + public var numberValue: NSNumber { + get { + switch type { + case .string: + let decimal = NSDecimalNumber(string: object as? String) + return decimal == .notANumber ? .zero : decimal + case .number: return object as? NSNumber ?? NSNumber(value: 0) + case .bool: return NSNumber(value: rawBool ? 1 : 0) + default: return NSNumber(value: 0.0) + } + } + set { + object = newValue + } + } +} + +// MARK: - Null + +extension JSON { + + public var null: NSNull? { + set { + object = NSNull() + } + get { + switch type { + case .null: return rawNull + default: return nil + } + } + } + public func exists() -> Bool { + if let errorValue = error, (400...1000).contains(errorValue.errorCode) { + return false + } + return true + } +} + +// MARK: - URL + +extension JSON { + + //Optional URL + public var url: URL? { + get { + switch type { + case .string: + // Check for existing percent escapes first to prevent double-escaping of % character + if rawString.range(of: "%[0-9A-Fa-f]{2}", options: .regularExpression, range: nil, locale: nil) != nil { + return Foundation.URL(string: rawString) + } else if let encodedString_ = rawString.addingPercentEncoding(withAllowedCharacters: CharacterSet.urlQueryAllowed) { + // We have to use `Foundation.URL` otherwise it conflicts with the variable name. + return Foundation.URL(string: encodedString_) + } else { + return nil + } + default: + return nil + } + } + set { + object = newValue?.absoluteString ?? NSNull() + } + } +} + +// MARK: - Int, Double, Float, Int8, Int16, Int32, Int64 + +extension JSON { + + public var double: Double? { + get { + return number?.doubleValue + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var doubleValue: Double { + get { + return numberValue.doubleValue + } + set { + object = NSNumber(value: newValue) + } + } + + public var float: Float? { + get { + return number?.floatValue + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var floatValue: Float { + get { + return numberValue.floatValue + } + set { + object = NSNumber(value: newValue) + } + } + + public var int: Int? { + get { + return number?.intValue + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var intValue: Int { + get { + return numberValue.intValue + } + set { + object = NSNumber(value: newValue) + } + } + + public var uInt: UInt? { + get { + return number?.uintValue + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var uIntValue: UInt { + get { + return numberValue.uintValue + } + set { + object = NSNumber(value: newValue) + } + } + + public var int8: Int8? { + get { + return number?.int8Value + } + set { + if let newValue = newValue { + object = NSNumber(value: Int(newValue)) + } else { + object = NSNull() + } + } + } + + public var int8Value: Int8 { + get { + return numberValue.int8Value + } + set { + object = NSNumber(value: Int(newValue)) + } + } + + public var uInt8: UInt8? { + get { + return number?.uint8Value + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var uInt8Value: UInt8 { + get { + return numberValue.uint8Value + } + set { + object = NSNumber(value: newValue) + } + } + + public var int16: Int16? { + get { + return number?.int16Value + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var int16Value: Int16 { + get { + return numberValue.int16Value + } + set { + object = NSNumber(value: newValue) + } + } + + public var uInt16: UInt16? { + get { + return number?.uint16Value + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var uInt16Value: UInt16 { + get { + return numberValue.uint16Value + } + set { + object = NSNumber(value: newValue) + } + } + + public var int32: Int32? { + get { + return number?.int32Value + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var int32Value: Int32 { + get { + return numberValue.int32Value + } + set { + object = NSNumber(value: newValue) + } + } + + public var uInt32: UInt32? { + get { + return number?.uint32Value + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var uInt32Value: UInt32 { + get { + return numberValue.uint32Value + } + set { + object = NSNumber(value: newValue) + } + } + + public var int64: Int64? { + get { + return number?.int64Value + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var int64Value: Int64 { + get { + return numberValue.int64Value + } + set { + object = NSNumber(value: newValue) + } + } + + public var uInt64: UInt64? { + get { + return number?.uint64Value + } + set { + if let newValue = newValue { + object = NSNumber(value: newValue) + } else { + object = NSNull() + } + } + } + + public var uInt64Value: UInt64 { + get { + return numberValue.uint64Value + } + set { + object = NSNumber(value: newValue) + } + } +} + +// MARK: - Comparable + +extension JSON: Swift.Comparable {} + +public func == (lhs: JSON, rhs: JSON) -> Bool { + + switch (lhs.type, rhs.type) { + case (.number, .number): return lhs.rawNumber == rhs.rawNumber + case (.string, .string): return lhs.rawString == rhs.rawString + case (.bool, .bool): return lhs.rawBool == rhs.rawBool + case (.array, .array): return lhs.rawArray as NSArray == rhs.rawArray as NSArray + case (.dictionary, .dictionary): return lhs.rawDictionary as NSDictionary == rhs.rawDictionary as NSDictionary + case (.null, .null): return true + default: return false + } +} + +public func <= (lhs: JSON, rhs: JSON) -> Bool { + + switch (lhs.type, rhs.type) { + case (.number, .number): return lhs.rawNumber <= rhs.rawNumber + case (.string, .string): return lhs.rawString <= rhs.rawString + case (.bool, .bool): return lhs.rawBool == rhs.rawBool + case (.array, .array): return lhs.rawArray as NSArray == rhs.rawArray as NSArray + case (.dictionary, .dictionary): return lhs.rawDictionary as NSDictionary == rhs.rawDictionary as NSDictionary + case (.null, .null): return true + default: return false + } +} + +public func >= (lhs: JSON, rhs: JSON) -> Bool { + + switch (lhs.type, rhs.type) { + case (.number, .number): return lhs.rawNumber >= rhs.rawNumber + case (.string, .string): return lhs.rawString >= rhs.rawString + case (.bool, .bool): return lhs.rawBool == rhs.rawBool + case (.array, .array): return lhs.rawArray as NSArray == rhs.rawArray as NSArray + case (.dictionary, .dictionary): return lhs.rawDictionary as NSDictionary == rhs.rawDictionary as NSDictionary + case (.null, .null): return true + default: return false + } +} + +public func > (lhs: JSON, rhs: JSON) -> Bool { + + switch (lhs.type, rhs.type) { + case (.number, .number): return lhs.rawNumber > rhs.rawNumber + case (.string, .string): return lhs.rawString > rhs.rawString + default: return false + } +} + +public func < (lhs: JSON, rhs: JSON) -> Bool { + + switch (lhs.type, rhs.type) { + case (.number, .number): return lhs.rawNumber < rhs.rawNumber + case (.string, .string): return lhs.rawString < rhs.rawString + default: return false + } +} + +private let trueNumber = NSNumber(value: true) +private let falseNumber = NSNumber(value: false) +private let trueObjCType = String(cString: trueNumber.objCType) +private let falseObjCType = String(cString: falseNumber.objCType) + +// MARK: - NSNumber: Comparable + +extension NSNumber { + fileprivate var isBool: Bool { + let objCType = String(cString: self.objCType) + if (self.compare(trueNumber) == .orderedSame && objCType == trueObjCType) || (self.compare(falseNumber) == .orderedSame && objCType == falseObjCType) { + return true + } else { + return false + } + } +} + +func == (lhs: NSNumber, rhs: NSNumber) -> Bool { + switch (lhs.isBool, rhs.isBool) { + case (false, true): return false + case (true, false): return false + default: return lhs.compare(rhs) == .orderedSame + } +} + +func != (lhs: NSNumber, rhs: NSNumber) -> Bool { + return !(lhs == rhs) +} + +func < (lhs: NSNumber, rhs: NSNumber) -> Bool { + + switch (lhs.isBool, rhs.isBool) { + case (false, true): return false + case (true, false): return false + default: return lhs.compare(rhs) == .orderedAscending + } +} + +func > (lhs: NSNumber, rhs: NSNumber) -> Bool { + + switch (lhs.isBool, rhs.isBool) { + case (false, true): return false + case (true, false): return false + default: return lhs.compare(rhs) == ComparisonResult.orderedDescending + } +} + +func <= (lhs: NSNumber, rhs: NSNumber) -> Bool { + + switch (lhs.isBool, rhs.isBool) { + case (false, true): return false + case (true, false): return false + default: return lhs.compare(rhs) != .orderedDescending + } +} + +func >= (lhs: NSNumber, rhs: NSNumber) -> Bool { + + switch (lhs.isBool, rhs.isBool) { + case (false, true): return false + case (true, false): return false + default: return lhs.compare(rhs) != .orderedAscending + } +} + +public enum writingOptionsKeys { + case jsonSerialization + case castNilToNSNull + case maxObjextDepth + case encoding +} + +// MARK: - JSON: Codable +extension JSON: Codable { + private static var codableTypes: [Codable.Type] { + return [ + Bool.self, + Int.self, + Int8.self, + Int16.self, + Int32.self, + Int64.self, + UInt.self, + UInt8.self, + UInt16.self, + UInt32.self, + UInt64.self, + Double.self, + String.self, + [JSON].self, + [String: JSON].self + ] + } + public init(from decoder: Decoder) throws { + var object: Any? + + if let container = try? decoder.singleValueContainer(), !container.decodeNil() { + for type in JSON.codableTypes { + if object != nil { + break + } + // try to decode value + switch type { + case let boolType as Bool.Type: + object = try? container.decode(boolType) + case let intType as Int.Type: + object = try? container.decode(intType) + case let int8Type as Int8.Type: + object = try? container.decode(int8Type) + case let int32Type as Int32.Type: + object = try? container.decode(int32Type) + case let int64Type as Int64.Type: + object = try? container.decode(int64Type) + case let uintType as UInt.Type: + object = try? container.decode(uintType) + case let uint8Type as UInt8.Type: + object = try? container.decode(uint8Type) + case let uint16Type as UInt16.Type: + object = try? container.decode(uint16Type) + case let uint32Type as UInt32.Type: + object = try? container.decode(uint32Type) + case let uint64Type as UInt64.Type: + object = try? container.decode(uint64Type) + case let doubleType as Double.Type: + object = try? container.decode(doubleType) + case let stringType as String.Type: + object = try? container.decode(stringType) + case let jsonValueArrayType as [JSON].Type: + object = try? container.decode(jsonValueArrayType) + case let jsonValueDictType as [String: JSON].Type: + object = try? container.decode(jsonValueDictType) + default: + break + } + } + } + self.init(object ?? NSNull()) + } + public func encode(to encoder: Encoder) throws { + var container = encoder.singleValueContainer() + if object is NSNull { + try container.encodeNil() + return + } + switch object { + case let intValue as Int: + try container.encode(intValue) + case let int8Value as Int8: + try container.encode(int8Value) + case let int32Value as Int32: + try container.encode(int32Value) + case let int64Value as Int64: + try container.encode(int64Value) + case let uintValue as UInt: + try container.encode(uintValue) + case let uint8Value as UInt8: + try container.encode(uint8Value) + case let uint16Value as UInt16: + try container.encode(uint16Value) + case let uint32Value as UInt32: + try container.encode(uint32Value) + case let uint64Value as UInt64: + try container.encode(uint64Value) + case let doubleValue as Double: + try container.encode(doubleValue) + case let boolValue as Bool: + try container.encode(boolValue) + case let stringValue as String: + try container.encode(stringValue) + case is [Any]: + let jsonValueArray = array ?? [] + try container.encode(jsonValueArray) + case is [String: Any]: + let jsonValueDictValue = dictionary ?? [:] + try container.encode(jsonValueDictValue) + default: + break + } + } +} diff --git a/Qrious/TokenizedString.swift b/Qrious/TokenizedString.swift new file mode 100644 index 0000000..bc7d54a --- /dev/null +++ b/Qrious/TokenizedString.swift @@ -0,0 +1,139 @@ +/* +See LICENSE folder for this sample’s licensing information. + +Abstract: +Helper type for BERTInput.swift that converts a string into tokens and their IDs. +*/ + +import NaturalLanguage + +struct TokenizedString { + private let _tokens: [Substring] + private let _tokenIDs: [Int] + + let original: String + public var tokens: [Substring] { return _tokens } + public var tokenIDs: [Int] { return _tokenIDs } + + init(_ string: String) { + original = string + + let result = TokenizedString.tokenize(string) + _tokens = result.tokens + _tokenIDs = result.tokenIDs + } + + /// Fragments the given text into an array of tokens and their IDs. + /// + /// - parameters: + /// - string: A body of text. + /// - returns: A tuple of an two arrays: one for tokens and another for their IDs. + private static func tokenize(_ string: String) -> (tokens: [Substring], tokenIDs: [Int]) { + let tokens = wordTokens(from: string) + return wordpieceTokens(from: tokens) + } + + /// Splits the given raw text into an array of word tokens. + /// + /// - parameters: + /// - rawString: A body of text. + /// - returns: An array of substrings. + /// - Tag: WordTokensFromRawString + private static func wordTokens(from rawString: String) -> [Substring] { + // Store the tokenized substrings into an array. + var wordTokens = [Substring]() + + // Use Natural Language's NLTagger to tokenize the input by word. + let tagger = NLTagger(tagSchemes: [.tokenType]) + tagger.string = rawString + + // Find all tokens in the string and append to the array. + tagger.enumerateTags(in: rawString.startIndex.. Bool in + wordTokens.append(rawString[range]) + return true + } + + return wordTokens + } + + /// Splits each word token into its component wordpiece tokens, if possible. + /// + /// - parameters: + /// - wordTokens: An array of word tokens. + /// - returns: A tuple of an two arrays: one for word/wordpiece tokens and another for their IDs. + /// - Tag: WordpieceTokens + private static func wordpieceTokens(from wordTokens: [Substring]) -> (tokens: [Substring], tokenIDs: [Int]) { + var wordpieceTokens = [Substring]() + var wordpieceTokenIDs = [Int]() + + // Interate through each word and see if can be broken up into pieces. + for token in wordTokens { + // Skip tokens that are too long. + guard token.count <= 100 else { + wordpieceTokens.append(token) + wordpieceTokenIDs.append(BERTVocabulary.unkownTokenID) + continue + } + + var subTokens = [Substring]() + var subTokenIDs = [Int]() + + // Start with the whole token. + var subToken = token + + // Note when we've found the root word. + var foundFirstSubtoken = false + + while !subToken.isEmpty { + // Word suffixes begin with ## in the vocabulary, such as `##ing`. + let prefix = foundFirstSubtoken ? "##" : "" + + // Convert the string to lowercase to match the vocabulary. + let searchTerm = Substring(prefix + subToken).lowercased() + + let subTokenID = BERTVocabulary.tokenID(of: searchTerm) + + if subTokenID == BERTVocabulary.unkownTokenID { + // Remove the last character and try again. + let nextSubtoken = subToken.dropLast() + + if nextSubtoken.isEmpty { + // This token and its components are not in the vocabulary. + subTokens = [token] + subTokenIDs = [BERTVocabulary.unkownTokenID] + + // Exit the while-loop, but continue the for-loop. + break + } + + // Prepare for the next iteration of the while-loop. + subToken = nextSubtoken + } else { + // Note that this loop has found the first subtoken. + // Ok to set true for additional subtokens. + foundFirstSubtoken = true + + // Save this wordpiece and its ID. + subTokens.append(subToken) + subTokenIDs.append(subTokenID) + + // Repeat search with the token's remainder, if any. + subToken = token.suffix(from: subToken.endIndex) + } + } // End of while-loop + + // Append all of this token's sub-tokens and their IDs. + wordpieceTokens += subTokens + wordpieceTokenIDs += subTokenIDs + } // End of for-loop + + guard wordpieceTokens.count == wordpieceTokenIDs.count else { + fatalError("Tokens array and TokenIDs arrays must be the same size.") + } + + return (wordpieceTokens, wordpieceTokenIDs) + } +} diff --git a/Qrious/bert-base-uncased-vocab.txt b/Qrious/bert-base-uncased-vocab.txt new file mode 100644 index 0000000..fb14027 --- /dev/null +++ b/Qrious/bert-base-uncased-vocab.txt @@ -0,0 +1,30522 @@ +[PAD] +[unused0] +[unused1] +[unused2] +[unused3] +[unused4] +[unused5] +[unused6] +[unused7] +[unused8] +[unused9] +[unused10] +[unused11] +[unused12] +[unused13] +[unused14] +[unused15] +[unused16] +[unused17] +[unused18] +[unused19] +[unused20] +[unused21] +[unused22] +[unused23] +[unused24] +[unused25] +[unused26] +[unused27] +[unused28] +[unused29] +[unused30] +[unused31] +[unused32] +[unused33] +[unused34] +[unused35] +[unused36] +[unused37] +[unused38] +[unused39] +[unused40] +[unused41] +[unused42] +[unused43] +[unused44] +[unused45] +[unused46] +[unused47] +[unused48] +[unused49] +[unused50] +[unused51] +[unused52] +[unused53] +[unused54] +[unused55] +[unused56] +[unused57] +[unused58] +[unused59] +[unused60] +[unused61] +[unused62] +[unused63] +[unused64] +[unused65] +[unused66] +[unused67] +[unused68] +[unused69] +[unused70] +[unused71] +[unused72] +[unused73] +[unused74] +[unused75] +[unused76] +[unused77] +[unused78] +[unused79] +[unused80] +[unused81] +[unused82] +[unused83] +[unused84] +[unused85] +[unused86] +[unused87] +[unused88] +[unused89] +[unused90] +[unused91] +[unused92] +[unused93] +[unused94] +[unused95] +[unused96] +[unused97] +[unused98] +[UNK] +[CLS] +[SEP] +[MASK] +[unused99] +[unused100] +[unused101] +[unused102] +[unused103] +[unused104] +[unused105] +[unused106] +[unused107] +[unused108] +[unused109] +[unused110] +[unused111] +[unused112] +[unused113] 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