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authorNavan Chauhan <navanchauhan@gmail.com>2020-07-24 11:19:43 +0530
committerNavan Chauhan <navanchauhan@gmail.com>2020-07-24 11:19:43 +0530
commit056eec2d13ee7c0e6ea80c21e2b4bc8f2a4f445c (patch)
tree0ccd7f926a36eb50f17a3dc4722a1e1ede7a1640
Initial Qrious v0.1
-rw-r--r--Qrious.xcodeproj/project.pbxproj408
-rw-r--r--Qrious.xcodeproj/project.xcworkspace/contents.xcworkspacedata7
-rw-r--r--Qrious.xcodeproj/project.xcworkspace/xcshareddata/IDEWorkspaceChecks.plist8
-rw-r--r--Qrious/.gitattributes1
-rw-r--r--Qrious/AppDelegate.swift82
-rw-r--r--Qrious/Assets.xcassets/AppIcon.appiconset/Contents.json98
-rw-r--r--Qrious/Assets.xcassets/Contents.json6
-rw-r--r--Qrious/Assets.xcassets/first.imageset/Contents.json12
-rw-r--r--Qrious/Assets.xcassets/first.imageset/first.pdfbin0 -> 2465 bytes
-rw-r--r--Qrious/Assets.xcassets/second.imageset/Contents.json12
-rw-r--r--Qrious/Assets.xcassets/second.imageset/second.pdfbin0 -> 2423 bytes
-rw-r--r--Qrious/BERT.swift61
-rw-r--r--Qrious/BERTInput.swift101
-rw-r--r--Qrious/BERTOutput.swift102
-rw-r--r--Qrious/BERTQAFP16.mlmodel3
-rw-r--r--Qrious/BERTVocabulary.swift70
-rw-r--r--Qrious/Base.lproj/LaunchScreen.storyboard25
-rw-r--r--Qrious/ContentView.swift193
-rw-r--r--Qrious/DetailedView.swift127
-rw-r--r--Qrious/Info.plist70
-rw-r--r--Qrious/Preview Content/Preview Assets.xcassets/Contents.json6
-rw-r--r--Qrious/Qrious.entitlements10
-rw-r--r--Qrious/Qrious.xcdatamodeld/.xccurrentversion8
-rw-r--r--Qrious/Qrious.xcdatamodeld/Qrious.xcdatamodel/contents4
-rw-r--r--Qrious/SceneDelegate.swift71
-rw-r--r--Qrious/SwiftyJSON.swift1401
-rw-r--r--Qrious/TokenizedString.swift139
-rw-r--r--Qrious/bert-base-uncased-vocab.txt30522
-rw-r--r--README.md1
29 files changed, 33548 insertions, 0 deletions
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
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+ SUPPORTS_MACCATALYST = YES;
+ SWIFT_VERSION = 5.0;
+ TARGETED_DEVICE_FAMILY = "1,2";
+ };
+ name = Release;
+ };
+/* End XCBuildConfiguration section */
+
+/* Begin XCConfigurationList section */
+ 3EE5A59224C80E3900A947E2 /* Build configuration list for PBXProject "Qrious" */ = {
+ isa = XCConfigurationList;
+ buildConfigurations = (
+ 3EE5A5AC24C80E3F00A947E2 /* Debug */,
+ 3EE5A5AD24C80E3F00A947E2 /* Release */,
+ );
+ 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 = "<group>";
+ 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 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<Workspace
+ version = "1.0">
+ <FileRef
+ location = "self:Qrious.xcodeproj">
+ </FileRef>
+</Workspace>
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 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
+<plist version="1.0">
+<dict>
+ <key>IDEDidComputeMac32BitWarning</key>
+ <true/>
+</dict>
+</plist>
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<UISceneSession>) {
+ // 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 0000000..47d911d
--- /dev/null
+++ b/Qrious/Assets.xcassets/first.imageset/first.pdf
Binary files differ
diff --git a/Qrious/Assets.xcassets/second.imageset/Contents.json b/Qrious/Assets.xcassets/second.imageset/Contents.json
new file mode 100644
index 0000000..03bd9c9
--- /dev/null
+++ b/Qrious/Assets.xcassets/second.imageset/Contents.json
@@ -0,0 +1,12 @@
+{
+ "images" : [
+ {
+ "idiom" : "universal",
+ "filename" : "second.pdf"
+ }
+ ],
+ "info" : {
+ "version" : 1,
+ "author" : "xcode"
+ }
+} \ No newline at end of file
diff --git a/Qrious/Assets.xcassets/second.imageset/second.pdf b/Qrious/Assets.xcassets/second.imageset/second.pdf
new file mode 100644
index 0000000..401614e
--- /dev/null
+++ b/Qrious/Assets.xcassets/second.imageset/second.pdf
Binary files differ
diff --git a/Qrious/BERT.swift b/Qrious/BERT.swift
new file mode 100644
index 0000000..692b17b
--- /dev/null
+++ b/Qrious/BERT.swift
@@ -0,0 +1,61 @@
+/*
+See LICENSE folder for this sample’s licensing information.
+
+Abstract:
+Wrapper class for the BERT model that handles its input and output.
+*/
+
+import CoreML
+
+class BERT {
+ /// The underlying Core ML Model.
+ var bertModel: BERTQAFP16 {
+ do {
+ return try BERTQAFP16(configuration: .init())
+ } catch {
+ fatalError("Couldn't load BERT model due to: \(error.localizedDescription)")
+ }
+ }
+
+ /// Finds an answer to a given question by searching a document's text.
+ ///
+ /// - parameters:
+ /// - question: The user's question about a document.
+ /// - document: The document text that (should) contain an answer.
+ /// - returns: The answer string or an error descripton.
+ /// - Tag: FindAnswerForQuestionInDocument
+ func findAnswer(for question: String, in document: String) -> Substring {
+ // Prepare the input for the BERT model.
+ let bertInput = BERTInput(documentString: document, questionString: question)
+
+ guard bertInput.totalTokenSize <= BERTInput.maxTokens else {
+ var message = "Text and question are too long"
+ message += " (\(bertInput.totalTokenSize) tokens)"
+ message += " for the BERT model's \(BERTInput.maxTokens) token limit."
+ return Substring(message)
+ }
+
+ // The MLFeatureProvider that supplies the BERT model with its input MLMultiArrays.
+ let modelInput = bertInput.modelInput!
+
+ // Make a prediction with the BERT model.
+ guard let prediction = try? bertModel.prediction(input: modelInput) else {
+ return "The BERT model is unable to make a prediction."
+ }
+
+ // Analyze the output form the BERT model.
+ guard let bestLogitIndices = bestLogitsIndices(from: prediction,
+ in: bertInput.documentRange) else {
+ return "Couldn't find a valid answer. 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..<answerEnd]
+ }
+}
diff --git a/Qrious/BERTInput.swift b/Qrious/BERTInput.swift
new file mode 100644
index 0000000..5d14e04
--- /dev/null
+++ b/Qrious/BERTInput.swift
@@ -0,0 +1,101 @@
+/*
+See LICENSE folder for this sample’s licensing information.
+
+Abstract:
+Provides helper types for the BERT model's inputs.
+*/
+
+import CoreML
+
+struct BERTInput {
+ /// The maximum number of tokens the BERT model can process.
+ static let maxTokens = 384
+
+ // There are 2 sentinel tokens before the document, 1 [CLS] token and 1 [SEP] token.
+ static private let documentTokenOverhead = 2
+
+ // There are 3 sentinel tokens total, 1 [CLS] token and 2 [SEP] tokens.
+ static private let totalTokenOverhead = 3
+
+ var modelInput: BERTQAFP16Input?
+
+ let question: TokenizedString
+ let document: TokenizedString
+
+ private let documentOffset: Int
+
+ var documentRange: Range<Int> {
+ return documentOffset..<documentOffset + document.tokens.count
+ }
+
+ var totalTokenSize: Int {
+ return BERTInput.totalTokenOverhead + document.tokens.count + question.tokens.count
+ }
+
+ /// - Tag: BERTInputInitializer
+ init(documentString: String, questionString: String) {
+ document = TokenizedString(documentString)
+ question = TokenizedString(questionString)
+
+ // Save the number of tokens before the document tokens for later.
+ documentOffset = BERTInput.documentTokenOverhead + question.tokens.count
+
+ guard totalTokenSize < BERTInput.maxTokens else {
+ return
+ }
+
+ // Start the wordID array with the `classification start` token.
+ var wordIDs = [BERTVocabulary.classifyStartTokenID]
+
+ // Add the question tokens and a separator.
+ wordIDs += question.tokenIDs
+ wordIDs += [BERTVocabulary.separatorTokenID]
+
+ // Add the document tokens and a separator.
+ wordIDs += document.tokenIDs
+ wordIDs += [BERTVocabulary.separatorTokenID]
+
+ // Fill the remaining token slots with padding tokens.
+ let tokenIDPadding = BERTInput.maxTokens - wordIDs.count
+ wordIDs += Array(repeating: BERTVocabulary.paddingTokenID, count: tokenIDPadding)
+
+ guard wordIDs.count == BERTInput.maxTokens else {
+ fatalError("`wordIDs` array size isn't the right size.")
+ }
+
+ // Build the token types array in the same order.
+ // The document tokens are type 1 and all others are type 0.
+
+ // Set all of the token types before the document to 0.
+ var wordTypes = Array(repeating: 0, count: documentOffset)
+
+ // Set all of the document token types to 1.
+ wordTypes += Array(repeating: 1, count: document.tokens.count)
+
+ // Set the remaining token types to 0.
+ let tokenTypePadding = BERTInput.maxTokens - wordTypes.count
+ wordTypes += Array(repeating: 0, count: tokenTypePadding)
+
+ guard wordTypes.count == BERTInput.maxTokens else {
+ fatalError("`wordTypes` array size isn't the right size.")
+ }
+
+ // Create the MLMultiArray instances.
+ let tokenIDMultiArray = try? MLMultiArray(wordIDs)
+ let wordTypesMultiArray = try? MLMultiArray(wordTypes)
+
+ // Unwrap the MLMultiArray optionals.
+ guard let tokenIDInput = tokenIDMultiArray else {
+ fatalError("Couldn't create wordID MLMultiArray input")
+ }
+
+ guard let tokenTypeInput = wordTypesMultiArray else {
+ fatalError("Couldn't create wordType MLMultiArray input")
+ }
+
+ // Create the BERT input MLFeatureProvider.
+ let modelInput = BERTQAFP16Input(wordIDs: tokenIDInput,
+ wordTypes: tokenTypeInput)
+ self.modelInput = modelInput
+ }
+}
diff --git a/Qrious/BERTOutput.swift b/Qrious/BERTOutput.swift
new file mode 100644
index 0000000..be38f3f
--- /dev/null
+++ b/Qrious/BERTOutput.swift
@@ -0,0 +1,102 @@
+/*
+See LICENSE folder for this sample’s licensing information.
+
+Abstract:
+Provides helper types for the BERT model's outputs.
+*/
+
+import CoreML
+
+extension Array where Element: Comparable {
+ /// Provides the indices of the largest elements.
+ ///
+ /// - parameters:
+ /// - count: The number of indicies to return, at most.
+ /// - returns: An array of integers.
+ func indicesOfLargest(_ count: Int = 10) -> [Int] {
+ let count = Swift.min(count, self.count)
+ let sortedSelf = enumerated().sorted { (arg0, arg1) in arg0.element > arg1.element }
+ let topElements = sortedSelf[0..<count]
+ let topIndices = topElements.map { (tuple) in tuple.offset }
+ return topIndices
+ }
+}
+
+extension MLMultiArray {
+ /// Creates a copy of the multi-array's contents into a Doubles array.
+ ///
+ /// - returns: An array of Doubles.
+ func doubleArray() -> [Double] {
+ // Bind the underlying `dataPointer` memory to make a native swift `Array<Double>`
+ 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<Int>) -> (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..<logitsCount where bestStartIndices.contains(start) {
+ for end in start..<logitsCount where bestEndIndices.contains(end) {
+ let logitSum = startLogits[start] + endLogits[end]
+
+ if logitSum > 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..<words.count
+
+ let vocabulary = Dictionary(uniqueKeysWithValues: zip(words, values))
+ return vocabulary
+ }
+}
diff --git a/Qrious/Base.lproj/LaunchScreen.storyboard b/Qrious/Base.lproj/LaunchScreen.storyboard
new file mode 100644
index 0000000..865e932
--- /dev/null
+++ b/Qrious/Base.lproj/LaunchScreen.storyboard
@@ -0,0 +1,25 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<document type="com.apple.InterfaceBuilder3.CocoaTouch.Storyboard.XIB" version="3.0" toolsVersion="13122.16" targetRuntime="iOS.CocoaTouch" propertyAccessControl="none" useAutolayout="YES" launchScreen="YES" useTraitCollections="YES" useSafeAreas="YES" colorMatched="YES" initialViewController="01J-lp-oVM">
+ <dependencies>
+ <plugIn identifier="com.apple.InterfaceBuilder.IBCocoaTouchPlugin" version="13104.12"/>
+ <capability name="Safe area layout guides" minToolsVersion="9.0"/>
+ <capability name="documents saved in the Xcode 8 format" minToolsVersion="8.0"/>
+ </dependencies>
+ <scenes>
+ <!--View Controller-->
+ <scene sceneID="EHf-IW-A2E">
+ <objects>
+ <viewController id="01J-lp-oVM" sceneMemberID="viewController">
+ <view key="view" contentMode="scaleToFill" id="Ze5-6b-2t3">
+ <rect key="frame" x="0.0" y="0.0" width="375" height="667"/>
+ <autoresizingMask key="autoresizingMask" widthSizable="YES" heightSizable="YES"/>
+ <color key="backgroundColor" xcode11CocoaTouchSystemColor="systemBackgroundColor" cocoaTouchSystemColor="whiteColor"/>
+ <viewLayoutGuide key="safeArea" id="6Tk-OE-BBY"/>
+ </view>
+ </viewController>
+ <placeholder placeholderIdentifier="IBFirstResponder" id="iYj-Kq-Ea1" userLabel="First Responder" sceneMemberID="firstResponder"/>
+ </objects>
+ <point key="canvasLocation" x="53" y="375"/>
+ </scene>
+ </scenes>
+</document>
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 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
+<plist version="1.0">
+<dict>
+ <key>CFBundleDevelopmentRegion</key>
+ <string>$(DEVELOPMENT_LANGUAGE)</string>
+ <key>CFBundleExecutable</key>
+ <string>$(EXECUTABLE_NAME)</string>
+ <key>CFBundleIdentifier</key>
+ <string>$(PRODUCT_BUNDLE_IDENTIFIER)</string>
+ <key>CFBundleInfoDictionaryVersion</key>
+ <string>6.0</string>
+ <key>CFBundleName</key>
+ <string>$(PRODUCT_NAME)</string>
+ <key>CFBundlePackageType</key>
+ <string>$(PRODUCT_BUNDLE_PACKAGE_TYPE)</string>
+ <key>CFBundleShortVersionString</key>
+ <string>1.0</string>
+ <key>CFBundleVersion</key>
+ <string>1</string>
+ <key>LSRequiresIPhoneOS</key>
+ <true/>
+ <key>UIApplicationSceneManifest</key>
+ <dict>
+ <key>UIApplicationSupportsMultipleScenes</key>
+ <false/>
+ <key>UISceneConfigurations</key>
+ <dict>
+ <key>UIWindowSceneSessionRoleApplication</key>
+ <array>
+ <dict>
+ <key>UISceneConfigurationName</key>
+ <string>Default Configuration</string>
+ <key>UISceneDelegateClassName</key>
+ <string>$(PRODUCT_MODULE_NAME).SceneDelegate</string>
+ </dict>
+ </array>
+ </dict>
+ </dict>
+ <key>UILaunchStoryboardName</key>
+ <string>LaunchScreen</string>
+ <key>UIRequiredDeviceCapabilities</key>
+ <array>
+ <string>armv7</string>
+ </array>
+ <key>UIStatusBarTintParameters</key>
+ <dict>
+ <key>UINavigationBar</key>
+ <dict>
+ <key>Style</key>
+ <string>UIBarStyleDefault</string>
+ <key>Translucent</key>
+ <false/>
+ </dict>
+ </dict>
+ <key>UISupportedInterfaceOrientations</key>
+ <array>
+ <string>UIInterfaceOrientationPortrait</string>
+ <string>UIInterfaceOrientationLandscapeLeft</string>
+ <string>UIInterfaceOrientationLandscapeRight</string>
+ </array>
+ <key>UISupportedInterfaceOrientations~ipad</key>
+ <array>
+ <string>UIInterfaceOrientationPortrait</string>
+ <string>UIInterfaceOrientationPortraitUpsideDown</string>
+ <string>UIInterfaceOrientationLandscapeLeft</string>
+ <string>UIInterfaceOrientationLandscapeRight</string>
+ </array>
+</dict>
+</plist>
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 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
+<plist version="1.0">
+<dict>
+ <key>com.apple.security.app-sandbox</key>
+ <true/>
+ <key>com.apple.security.network.client</key>
+ <true/>
+</dict>
+</plist>
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 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
+<plist version="1.0">
+<dict>
+ <key>_XCCurrentVersionName</key>
+ <string>Qrious.xcdatamodel</string>
+</dict>
+</plist>
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 @@
+<?xml version="1.0" encoding="UTF-8" standalone="yes"?>
+<model type="com.apple.IDECoreDataModeler.DataModel" documentVersion="1.0" lastSavedToolsVersion="1" systemVersion="11A491" minimumToolsVersion="Automatic" sourceLanguage="Swift" usedWithCloudKit="false" userDefinedModelVersionIdentifier="">
+ <elements/>
+</model> \ 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<T: Any>: Comparable {
+ case array(Int)
+ case dictionary(DictionaryIndex<String, T>)
+ 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<JSON>
+public typealias JSONRawIndex = Index<Any>
+
+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..<rawString.endIndex,
+ unit: .word,
+ scheme: .tokenType,
+ options: [.omitWhitespace]) { (_, range) -> 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]
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+[unused123]
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..eb5b54f
--- /dev/null
+++ b/README.md
@@ -0,0 +1 @@
+# Qrious