Initial Qrious v0.1
This commit is contained in:
Navan Chauhan
commit
056eec2d13
|
|
@ -0,0 +1,408 @@
|
||||||
|
// !$*UTF8*$!
|
||||||
|
{
|
||||||
|
archiveVersion = 1;
|
||||||
|
classes = {
|
||||||
|
};
|
||||||
|
objectVersion = 50;
|
||||||
|
objects = {
|
||||||
|
|
||||||
|
/* Begin PBXBuildFile section */
|
||||||
|
3EE5A59B24C80E3900A947E2 /* AppDelegate.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A59A24C80E3900A947E2 /* AppDelegate.swift */; };
|
||||||
|
3EE5A59D24C80E3900A947E2 /* SceneDelegate.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A59C24C80E3900A947E2 /* SceneDelegate.swift */; };
|
||||||
|
3EE5A5A024C80E3900A947E2 /* Qrious.xcdatamodeld in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A59E24C80E3900A947E2 /* Qrious.xcdatamodeld */; };
|
||||||
|
3EE5A5A224C80E3900A947E2 /* ContentView.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5A124C80E3900A947E2 /* ContentView.swift */; };
|
||||||
|
3EE5A5A424C80E3F00A947E2 /* Assets.xcassets in Resources */ = {isa = PBXBuildFile; fileRef = 3EE5A5A324C80E3F00A947E2 /* Assets.xcassets */; };
|
||||||
|
3EE5A5A724C80E3F00A947E2 /* Preview Assets.xcassets in Resources */ = {isa = PBXBuildFile; fileRef = 3EE5A5A624C80E3F00A947E2 /* Preview Assets.xcassets */; };
|
||||||
|
3EE5A5AA24C80E3F00A947E2 /* LaunchScreen.storyboard in Resources */ = {isa = PBXBuildFile; fileRef = 3EE5A5A824C80E3F00A947E2 /* LaunchScreen.storyboard */; };
|
||||||
|
3EE5A5B324C82A0800A947E2 /* DetailedView.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5B224C82A0800A947E2 /* DetailedView.swift */; };
|
||||||
|
3EE5A5B524C85CF100A947E2 /* SwiftyJSON.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5B424C85CF100A947E2 /* SwiftyJSON.swift */; };
|
||||||
|
3EE5A5B724C866B300A947E2 /* BERTQAFP16.mlmodel in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5B624C866B200A947E2 /* BERTQAFP16.mlmodel */; };
|
||||||
|
3EE5A5BE24C86CE400A947E2 /* bert-base-uncased-vocab.txt in Resources */ = {isa = PBXBuildFile; fileRef = 3EE5A5B824C86CE400A947E2 /* bert-base-uncased-vocab.txt */; };
|
||||||
|
3EE5A5BF24C86CE400A947E2 /* BERT.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5B924C86CE400A947E2 /* BERT.swift */; };
|
||||||
|
3EE5A5C024C86CE400A947E2 /* BERTInput.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5BA24C86CE400A947E2 /* BERTInput.swift */; };
|
||||||
|
3EE5A5C124C86CE400A947E2 /* BERTOutput.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5BB24C86CE400A947E2 /* BERTOutput.swift */; };
|
||||||
|
3EE5A5C224C86CE400A947E2 /* BERTVocabulary.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5BC24C86CE400A947E2 /* BERTVocabulary.swift */; };
|
||||||
|
3EE5A5C324C86CE400A947E2 /* TokenizedString.swift in Sources */ = {isa = PBXBuildFile; fileRef = 3EE5A5BD24C86CE400A947E2 /* TokenizedString.swift */; };
|
||||||
|
/* End PBXBuildFile section */
|
||||||
|
|
||||||
|
/* Begin PBXFileReference section */
|
||||||
|
3EE5A59724C80E3900A947E2 /* Qrious.app */ = {isa = PBXFileReference; explicitFileType = wrapper.application; includeInIndex = 0; path = Qrious.app; sourceTree = BUILT_PRODUCTS_DIR; };
|
||||||
|
3EE5A59A24C80E3900A947E2 /* AppDelegate.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = AppDelegate.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A59C24C80E3900A947E2 /* SceneDelegate.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = SceneDelegate.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A59F24C80E3900A947E2 /* Qrious.xcdatamodel */ = {isa = PBXFileReference; lastKnownFileType = wrapper.xcdatamodel; path = Qrious.xcdatamodel; sourceTree = "<group>"; };
|
||||||
|
3EE5A5A124C80E3900A947E2 /* ContentView.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = ContentView.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A5A324C80E3F00A947E2 /* Assets.xcassets */ = {isa = PBXFileReference; lastKnownFileType = folder.assetcatalog; path = Assets.xcassets; sourceTree = "<group>"; };
|
||||||
|
3EE5A5A624C80E3F00A947E2 /* Preview Assets.xcassets */ = {isa = PBXFileReference; lastKnownFileType = folder.assetcatalog; path = "Preview Assets.xcassets"; sourceTree = "<group>"; };
|
||||||
|
3EE5A5A924C80E3F00A947E2 /* Base */ = {isa = PBXFileReference; lastKnownFileType = file.storyboard; name = Base; path = Base.lproj/LaunchScreen.storyboard; sourceTree = "<group>"; };
|
||||||
|
3EE5A5AB24C80E3F00A947E2 /* Info.plist */ = {isa = PBXFileReference; lastKnownFileType = text.plist.xml; path = Info.plist; sourceTree = "<group>"; };
|
||||||
|
3EE5A5B124C8122B00A947E2 /* Qrious.entitlements */ = {isa = PBXFileReference; lastKnownFileType = text.plist.entitlements; path = Qrious.entitlements; sourceTree = "<group>"; };
|
||||||
|
3EE5A5B224C82A0800A947E2 /* DetailedView.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = DetailedView.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A5B424C85CF100A947E2 /* SwiftyJSON.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = SwiftyJSON.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A5B624C866B200A947E2 /* BERTQAFP16.mlmodel */ = {isa = PBXFileReference; lastKnownFileType = file.mlmodel; path = BERTQAFP16.mlmodel; sourceTree = "<group>"; };
|
||||||
|
3EE5A5B824C86CE400A947E2 /* bert-base-uncased-vocab.txt */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = text; path = "bert-base-uncased-vocab.txt"; sourceTree = "<group>"; };
|
||||||
|
3EE5A5B924C86CE400A947E2 /* BERT.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = BERT.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A5BA24C86CE400A947E2 /* BERTInput.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = BERTInput.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A5BB24C86CE400A947E2 /* BERTOutput.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = BERTOutput.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A5BC24C86CE400A947E2 /* BERTVocabulary.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = BERTVocabulary.swift; sourceTree = "<group>"; };
|
||||||
|
3EE5A5BD24C86CE400A947E2 /* TokenizedString.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = TokenizedString.swift; sourceTree = "<group>"; };
|
||||||
|
/* End PBXFileReference section */
|
||||||
|
|
||||||
|
/* Begin PBXFrameworksBuildPhase section */
|
||||||
|
3EE5A59424C80E3900A947E2 /* Frameworks */ = {
|
||||||
|
isa = PBXFrameworksBuildPhase;
|
||||||
|
buildActionMask = 2147483647;
|
||||||
|
files = (
|
||||||
|
);
|
||||||
|
runOnlyForDeploymentPostprocessing = 0;
|
||||||
|
};
|
||||||
|
/* End PBXFrameworksBuildPhase section */
|
||||||
|
|
||||||
|
/* Begin PBXGroup section */
|
||||||
|
3EE5A58E24C80E3900A947E2 = {
|
||||||
|
isa = PBXGroup;
|
||||||
|
children = (
|
||||||
|
3EE5A59924C80E3900A947E2 /* Qrious */,
|
||||||
|
3EE5A59824C80E3900A947E2 /* Products */,
|
||||||
|
);
|
||||||
|
sourceTree = "<group>";
|
||||||
|
};
|
||||||
|
3EE5A59824C80E3900A947E2 /* Products */ = {
|
||||||
|
isa = PBXGroup;
|
||||||
|
children = (
|
||||||
|
3EE5A59724C80E3900A947E2 /* Qrious.app */,
|
||||||
|
);
|
||||||
|
name = Products;
|
||||||
|
sourceTree = "<group>";
|
||||||
|
};
|
||||||
|
3EE5A59924C80E3900A947E2 /* Qrious */ = {
|
||||||
|
isa = PBXGroup;
|
||||||
|
children = (
|
||||||
|
3EE5A5B624C866B200A947E2 /* BERTQAFP16.mlmodel */,
|
||||||
|
3EE5A5B424C85CF100A947E2 /* SwiftyJSON.swift */,
|
||||||
|
3EE5A5B124C8122B00A947E2 /* Qrious.entitlements */,
|
||||||
|
3EE5A59A24C80E3900A947E2 /* AppDelegate.swift */,
|
||||||
|
3EE5A59C24C80E3900A947E2 /* SceneDelegate.swift */,
|
||||||
|
3EE5A5A124C80E3900A947E2 /* ContentView.swift */,
|
||||||
|
3EE5A5B224C82A0800A947E2 /* DetailedView.swift */,
|
||||||
|
3EE5A5B824C86CE400A947E2 /* bert-base-uncased-vocab.txt */,
|
||||||
|
3EE5A5B924C86CE400A947E2 /* BERT.swift */,
|
||||||
|
3EE5A5BA24C86CE400A947E2 /* BERTInput.swift */,
|
||||||
|
3EE5A5BB24C86CE400A947E2 /* BERTOutput.swift */,
|
||||||
|
3EE5A5BC24C86CE400A947E2 /* BERTVocabulary.swift */,
|
||||||
|
3EE5A5BD24C86CE400A947E2 /* TokenizedString.swift */,
|
||||||
|
3EE5A5A324C80E3F00A947E2 /* Assets.xcassets */,
|
||||||
|
3EE5A5A824C80E3F00A947E2 /* LaunchScreen.storyboard */,
|
||||||
|
3EE5A5AB24C80E3F00A947E2 /* Info.plist */,
|
||||||
|
3EE5A59E24C80E3900A947E2 /* Qrious.xcdatamodeld */,
|
||||||
|
3EE5A5A524C80E3F00A947E2 /* Preview Content */,
|
||||||
|
);
|
||||||
|
path = Qrious;
|
||||||
|
sourceTree = "<group>";
|
||||||
|
};
|
||||||
|
3EE5A5A524C80E3F00A947E2 /* Preview Content */ = {
|
||||||
|
isa = PBXGroup;
|
||||||
|
children = (
|
||||||
|
3EE5A5A624C80E3F00A947E2 /* Preview Assets.xcassets */,
|
||||||
|
);
|
||||||
|
path = "Preview Content";
|
||||||
|
sourceTree = "<group>";
|
||||||
|
};
|
||||||
|
/* End PBXGroup section */
|
||||||
|
|
||||||
|
/* Begin PBXNativeTarget section */
|
||||||
|
3EE5A59624C80E3900A947E2 /* Qrious */ = {
|
||||||
|
isa = PBXNativeTarget;
|
||||||
|
buildConfigurationList = 3EE5A5AE24C80E3F00A947E2 /* Build configuration list for PBXNativeTarget "Qrious" */;
|
||||||
|
buildPhases = (
|
||||||
|
3EE5A59324C80E3900A947E2 /* Sources */,
|
||||||
|
3EE5A59424C80E3900A947E2 /* Frameworks */,
|
||||||
|
3EE5A59524C80E3900A947E2 /* Resources */,
|
||||||
|
);
|
||||||
|
buildRules = (
|
||||||
|
);
|
||||||
|
dependencies = (
|
||||||
|
);
|
||||||
|
name = Qrious;
|
||||||
|
productName = Qrious;
|
||||||
|
productReference = 3EE5A59724C80E3900A947E2 /* Qrious.app */;
|
||||||
|
productType = "com.apple.product-type.application";
|
||||||
|
};
|
||||||
|
/* End PBXNativeTarget section */
|
||||||
|
|
||||||
|
/* Begin PBXProject section */
|
||||||
|
3EE5A58F24C80E3900A947E2 /* Project object */ = {
|
||||||
|
isa = PBXProject;
|
||||||
|
attributes = {
|
||||||
|
LastSwiftUpdateCheck = 1160;
|
||||||
|
LastUpgradeCheck = 1160;
|
||||||
|
ORGANIZATIONNAME = "Navan Chauhan";
|
||||||
|
TargetAttributes = {
|
||||||
|
3EE5A59624C80E3900A947E2 = {
|
||||||
|
CreatedOnToolsVersion = 11.6;
|
||||||
|
};
|
||||||
|
};
|
||||||
|
};
|
||||||
|
buildConfigurationList = 3EE5A59224C80E3900A947E2 /* Build configuration list for PBXProject "Qrious" */;
|
||||||
|
compatibilityVersion = "Xcode 9.3";
|
||||||
|
developmentRegion = en;
|
||||||
|
hasScannedForEncodings = 0;
|
||||||
|
knownRegions = (
|
||||||
|
en,
|
||||||
|
Base,
|
||||||
|
);
|
||||||
|
mainGroup = 3EE5A58E24C80E3900A947E2;
|
||||||
|
productRefGroup = 3EE5A59824C80E3900A947E2 /* Products */;
|
||||||
|
projectDirPath = "";
|
||||||
|
projectRoot = "";
|
||||||
|
targets = (
|
||||||
|
3EE5A59624C80E3900A947E2 /* Qrious */,
|
||||||
|
);
|
||||||
|
};
|
||||||
|
/* End PBXProject section */
|
||||||
|
|
||||||
|
/* Begin PBXResourcesBuildPhase section */
|
||||||
|
3EE5A59524C80E3900A947E2 /* Resources */ = {
|
||||||
|
isa = PBXResourcesBuildPhase;
|
||||||
|
buildActionMask = 2147483647;
|
||||||
|
files = (
|
||||||
|
3EE5A5AA24C80E3F00A947E2 /* LaunchScreen.storyboard in Resources */,
|
||||||
|
3EE5A5A724C80E3F00A947E2 /* Preview Assets.xcassets in Resources */,
|
||||||
|
3EE5A5BE24C86CE400A947E2 /* bert-base-uncased-vocab.txt in Resources */,
|
||||||
|
3EE5A5A424C80E3F00A947E2 /* Assets.xcassets in Resources */,
|
||||||
|
);
|
||||||
|
runOnlyForDeploymentPostprocessing = 0;
|
||||||
|
};
|
||||||
|
/* End PBXResourcesBuildPhase section */
|
||||||
|
|
||||||
|
/* Begin PBXSourcesBuildPhase section */
|
||||||
|
3EE5A59324C80E3900A947E2 /* Sources */ = {
|
||||||
|
isa = PBXSourcesBuildPhase;
|
||||||
|
buildActionMask = 2147483647;
|
||||||
|
files = (
|
||||||
|
3EE5A5B724C866B300A947E2 /* BERTQAFP16.mlmodel in Sources */,
|
||||||
|
3EE5A59B24C80E3900A947E2 /* AppDelegate.swift in Sources */,
|
||||||
|
3EE5A5BF24C86CE400A947E2 /* BERT.swift in Sources */,
|
||||||
|
3EE5A5A024C80E3900A947E2 /* Qrious.xcdatamodeld in Sources */,
|
||||||
|
3EE5A5C324C86CE400A947E2 /* TokenizedString.swift in Sources */,
|
||||||
|
3EE5A5C024C86CE400A947E2 /* BERTInput.swift in Sources */,
|
||||||
|
3EE5A5C224C86CE400A947E2 /* BERTVocabulary.swift in Sources */,
|
||||||
|
3EE5A5B324C82A0800A947E2 /* DetailedView.swift in Sources */,
|
||||||
|
3EE5A5B524C85CF100A947E2 /* SwiftyJSON.swift in Sources */,
|
||||||
|
3EE5A5C124C86CE400A947E2 /* BERTOutput.swift in Sources */,
|
||||||
|
3EE5A5A224C80E3900A947E2 /* ContentView.swift in Sources */,
|
||||||
|
3EE5A59D24C80E3900A947E2 /* SceneDelegate.swift in Sources */,
|
||||||
|
);
|
||||||
|
runOnlyForDeploymentPostprocessing = 0;
|
||||||
|
};
|
||||||
|
/* End PBXSourcesBuildPhase section */
|
||||||
|
|
||||||
|
/* Begin PBXVariantGroup section */
|
||||||
|
3EE5A5A824C80E3F00A947E2 /* LaunchScreen.storyboard */ = {
|
||||||
|
isa = PBXVariantGroup;
|
||||||
|
children = (
|
||||||
|
3EE5A5A924C80E3F00A947E2 /* Base */,
|
||||||
|
);
|
||||||
|
name = LaunchScreen.storyboard;
|
||||||
|
sourceTree = "<group>";
|
||||||
|
};
|
||||||
|
/* End PBXVariantGroup section */
|
||||||
|
|
||||||
|
/* Begin XCBuildConfiguration section */
|
||||||
|
3EE5A5AC24C80E3F00A947E2 /* Debug */ = {
|
||||||
|
isa = XCBuildConfiguration;
|
||||||
|
buildSettings = {
|
||||||
|
ALWAYS_SEARCH_USER_PATHS = NO;
|
||||||
|
CLANG_ANALYZER_NONNULL = YES;
|
||||||
|
CLANG_ANALYZER_NUMBER_OBJECT_CONVERSION = YES_AGGRESSIVE;
|
||||||
|
CLANG_CXX_LANGUAGE_STANDARD = "gnu++14";
|
||||||
|
CLANG_CXX_LIBRARY = "libc++";
|
||||||
|
CLANG_ENABLE_MODULES = YES;
|
||||||
|
CLANG_ENABLE_OBJC_ARC = YES;
|
||||||
|
CLANG_ENABLE_OBJC_WEAK = YES;
|
||||||
|
CLANG_WARN_BLOCK_CAPTURE_AUTORELEASING = YES;
|
||||||
|
CLANG_WARN_BOOL_CONVERSION = YES;
|
||||||
|
CLANG_WARN_COMMA = YES;
|
||||||
|
CLANG_WARN_CONSTANT_CONVERSION = YES;
|
||||||
|
CLANG_WARN_DEPRECATED_OBJC_IMPLEMENTATIONS = YES;
|
||||||
|
CLANG_WARN_DIRECT_OBJC_ISA_USAGE = YES_ERROR;
|
||||||
|
CLANG_WARN_DOCUMENTATION_COMMENTS = YES;
|
||||||
|
CLANG_WARN_EMPTY_BODY = YES;
|
||||||
|
CLANG_WARN_ENUM_CONVERSION = YES;
|
||||||
|
CLANG_WARN_INFINITE_RECURSION = YES;
|
||||||
|
CLANG_WARN_INT_CONVERSION = YES;
|
||||||
|
CLANG_WARN_NON_LITERAL_NULL_CONVERSION = YES;
|
||||||
|
CLANG_WARN_OBJC_IMPLICIT_RETAIN_SELF = YES;
|
||||||
|
CLANG_WARN_OBJC_LITERAL_CONVERSION = YES;
|
||||||
|
CLANG_WARN_OBJC_ROOT_CLASS = YES_ERROR;
|
||||||
|
CLANG_WARN_RANGE_LOOP_ANALYSIS = YES;
|
||||||
|
CLANG_WARN_STRICT_PROTOTYPES = YES;
|
||||||
|
CLANG_WARN_SUSPICIOUS_MOVE = YES;
|
||||||
|
CLANG_WARN_UNGUARDED_AVAILABILITY = YES_AGGRESSIVE;
|
||||||
|
CLANG_WARN_UNREACHABLE_CODE = YES;
|
||||||
|
CLANG_WARN__DUPLICATE_METHOD_MATCH = YES;
|
||||||
|
COPY_PHASE_STRIP = NO;
|
||||||
|
DEBUG_INFORMATION_FORMAT = dwarf;
|
||||||
|
ENABLE_STRICT_OBJC_MSGSEND = YES;
|
||||||
|
ENABLE_TESTABILITY = YES;
|
||||||
|
GCC_C_LANGUAGE_STANDARD = gnu11;
|
||||||
|
GCC_DYNAMIC_NO_PIC = NO;
|
||||||
|
GCC_NO_COMMON_BLOCKS = YES;
|
||||||
|
GCC_OPTIMIZATION_LEVEL = 0;
|
||||||
|
GCC_PREPROCESSOR_DEFINITIONS = (
|
||||||
|
"DEBUG=1",
|
||||||
|
"$(inherited)",
|
||||||
|
);
|
||||||
|
GCC_WARN_64_TO_32_BIT_CONVERSION = YES;
|
||||||
|
GCC_WARN_ABOUT_RETURN_TYPE = YES_ERROR;
|
||||||
|
GCC_WARN_UNDECLARED_SELECTOR = YES;
|
||||||
|
GCC_WARN_UNINITIALIZED_AUTOS = YES_AGGRESSIVE;
|
||||||
|
GCC_WARN_UNUSED_FUNCTION = YES;
|
||||||
|
GCC_WARN_UNUSED_VARIABLE = YES;
|
||||||
|
IPHONEOS_DEPLOYMENT_TARGET = 13.6;
|
||||||
|
MTL_ENABLE_DEBUG_INFO = INCLUDE_SOURCE;
|
||||||
|
MTL_FAST_MATH = YES;
|
||||||
|
ONLY_ACTIVE_ARCH = YES;
|
||||||
|
SDKROOT = iphoneos;
|
||||||
|
SWIFT_ACTIVE_COMPILATION_CONDITIONS = DEBUG;
|
||||||
|
SWIFT_OPTIMIZATION_LEVEL = "-Onone";
|
||||||
|
};
|
||||||
|
name = Debug;
|
||||||
|
};
|
||||||
|
3EE5A5AD24C80E3F00A947E2 /* Release */ = {
|
||||||
|
isa = XCBuildConfiguration;
|
||||||
|
buildSettings = {
|
||||||
|
ALWAYS_SEARCH_USER_PATHS = NO;
|
||||||
|
CLANG_ANALYZER_NONNULL = YES;
|
||||||
|
CLANG_ANALYZER_NUMBER_OBJECT_CONVERSION = YES_AGGRESSIVE;
|
||||||
|
CLANG_CXX_LANGUAGE_STANDARD = "gnu++14";
|
||||||
|
CLANG_CXX_LIBRARY = "libc++";
|
||||||
|
CLANG_ENABLE_MODULES = YES;
|
||||||
|
CLANG_ENABLE_OBJC_ARC = YES;
|
||||||
|
CLANG_ENABLE_OBJC_WEAK = YES;
|
||||||
|
CLANG_WARN_BLOCK_CAPTURE_AUTORELEASING = YES;
|
||||||
|
CLANG_WARN_BOOL_CONVERSION = YES;
|
||||||
|
CLANG_WARN_COMMA = YES;
|
||||||
|
CLANG_WARN_CONSTANT_CONVERSION = YES;
|
||||||
|
CLANG_WARN_DEPRECATED_OBJC_IMPLEMENTATIONS = YES;
|
||||||
|
CLANG_WARN_DIRECT_OBJC_ISA_USAGE = YES_ERROR;
|
||||||
|
CLANG_WARN_DOCUMENTATION_COMMENTS = YES;
|
||||||
|
CLANG_WARN_EMPTY_BODY = YES;
|
||||||
|
CLANG_WARN_ENUM_CONVERSION = YES;
|
||||||
|
CLANG_WARN_INFINITE_RECURSION = YES;
|
||||||
|
CLANG_WARN_INT_CONVERSION = YES;
|
||||||
|
CLANG_WARN_NON_LITERAL_NULL_CONVERSION = YES;
|
||||||
|
CLANG_WARN_OBJC_IMPLICIT_RETAIN_SELF = YES;
|
||||||
|
CLANG_WARN_OBJC_LITERAL_CONVERSION = YES;
|
||||||
|
CLANG_WARN_OBJC_ROOT_CLASS = YES_ERROR;
|
||||||
|
CLANG_WARN_RANGE_LOOP_ANALYSIS = YES;
|
||||||
|
CLANG_WARN_STRICT_PROTOTYPES = YES;
|
||||||
|
CLANG_WARN_SUSPICIOUS_MOVE = YES;
|
||||||
|
CLANG_WARN_UNGUARDED_AVAILABILITY = YES_AGGRESSIVE;
|
||||||
|
CLANG_WARN_UNREACHABLE_CODE = YES;
|
||||||
|
CLANG_WARN__DUPLICATE_METHOD_MATCH = YES;
|
||||||
|
COPY_PHASE_STRIP = NO;
|
||||||
|
DEBUG_INFORMATION_FORMAT = "dwarf-with-dsym";
|
||||||
|
ENABLE_NS_ASSERTIONS = NO;
|
||||||
|
ENABLE_STRICT_OBJC_MSGSEND = YES;
|
||||||
|
GCC_C_LANGUAGE_STANDARD = gnu11;
|
||||||
|
GCC_NO_COMMON_BLOCKS = YES;
|
||||||
|
GCC_WARN_64_TO_32_BIT_CONVERSION = YES;
|
||||||
|
GCC_WARN_ABOUT_RETURN_TYPE = YES_ERROR;
|
||||||
|
GCC_WARN_UNDECLARED_SELECTOR = YES;
|
||||||
|
GCC_WARN_UNINITIALIZED_AUTOS = YES_AGGRESSIVE;
|
||||||
|
GCC_WARN_UNUSED_FUNCTION = YES;
|
||||||
|
GCC_WARN_UNUSED_VARIABLE = YES;
|
||||||
|
IPHONEOS_DEPLOYMENT_TARGET = 13.6;
|
||||||
|
MTL_ENABLE_DEBUG_INFO = NO;
|
||||||
|
MTL_FAST_MATH = YES;
|
||||||
|
SDKROOT = iphoneos;
|
||||||
|
SWIFT_COMPILATION_MODE = wholemodule;
|
||||||
|
SWIFT_OPTIMIZATION_LEVEL = "-O";
|
||||||
|
VALIDATE_PRODUCT = YES;
|
||||||
|
};
|
||||||
|
name = Release;
|
||||||
|
};
|
||||||
|
3EE5A5AF24C80E3F00A947E2 /* Debug */ = {
|
||||||
|
isa = XCBuildConfiguration;
|
||||||
|
buildSettings = {
|
||||||
|
ASSETCATALOG_COMPILER_APPICON_NAME = AppIcon;
|
||||||
|
CODE_SIGN_ENTITLEMENTS = Qrious/Qrious.entitlements;
|
||||||
|
CODE_SIGN_STYLE = Automatic;
|
||||||
|
DEVELOPMENT_ASSET_PATHS = "\"Qrious/Preview Content\"";
|
||||||
|
DEVELOPMENT_TEAM = 6BS49F3GLW;
|
||||||
|
ENABLE_PREVIEWS = YES;
|
||||||
|
INFOPLIST_FILE = Qrious/Info.plist;
|
||||||
|
IPHONEOS_DEPLOYMENT_TARGET = 13.5;
|
||||||
|
LD_RUNPATH_SEARCH_PATHS = (
|
||||||
|
"$(inherited)",
|
||||||
|
"@executable_path/Frameworks",
|
||||||
|
);
|
||||||
|
PRODUCT_BUNDLE_IDENTIFIER = com.navanchauhan.Qrious;
|
||||||
|
PRODUCT_NAME = "$(TARGET_NAME)";
|
||||||
|
SUPPORTS_MACCATALYST = YES;
|
||||||
|
SWIFT_VERSION = 5.0;
|
||||||
|
TARGETED_DEVICE_FAMILY = "1,2";
|
||||||
|
};
|
||||||
|
name = Debug;
|
||||||
|
};
|
||||||
|
3EE5A5B024C80E3F00A947E2 /* Release */ = {
|
||||||
|
isa = XCBuildConfiguration;
|
||||||
|
buildSettings = {
|
||||||
|
ASSETCATALOG_COMPILER_APPICON_NAME = AppIcon;
|
||||||
|
CODE_SIGN_ENTITLEMENTS = Qrious/Qrious.entitlements;
|
||||||
|
CODE_SIGN_STYLE = Automatic;
|
||||||
|
DEVELOPMENT_ASSET_PATHS = "\"Qrious/Preview Content\"";
|
||||||
|
DEVELOPMENT_TEAM = 6BS49F3GLW;
|
||||||
|
ENABLE_PREVIEWS = YES;
|
||||||
|
INFOPLIST_FILE = Qrious/Info.plist;
|
||||||
|
IPHONEOS_DEPLOYMENT_TARGET = 13.5;
|
||||||
|
LD_RUNPATH_SEARCH_PATHS = (
|
||||||
|
"$(inherited)",
|
||||||
|
"@executable_path/Frameworks",
|
||||||
|
);
|
||||||
|
PRODUCT_BUNDLE_IDENTIFIER = com.navanchauhan.Qrious;
|
||||||
|
PRODUCT_NAME = "$(TARGET_NAME)";
|
||||||
|
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 */;
|
||||||
|
}
|
||||||
|
|
@ -0,0 +1,7 @@
|
||||||
|
<?xml version="1.0" encoding="UTF-8"?>
|
||||||
|
<Workspace
|
||||||
|
version = "1.0">
|
||||||
|
<FileRef
|
||||||
|
location = "self:Qrious.xcodeproj">
|
||||||
|
</FileRef>
|
||||||
|
</Workspace>
|
||||||
|
|
@ -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>
|
||||||
|
|
@ -0,0 +1 @@
|
||||||
|
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
||||||
|
|
@ -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)")
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
}
|
||||||
|
|
||||||
|
|
@ -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
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -0,0 +1,6 @@
|
||||||
|
{
|
||||||
|
"info" : {
|
||||||
|
"author" : "xcode",
|
||||||
|
"version" : 1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -0,0 +1,12 @@
|
||||||
|
{
|
||||||
|
"images" : [
|
||||||
|
{
|
||||||
|
"idiom" : "universal",
|
||||||
|
"filename" : "first.pdf"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"info" : {
|
||||||
|
"version" : 1,
|
||||||
|
"author" : "xcode"
|
||||||
|
}
|
||||||
|
}
|
||||||
Binary file not shown.
|
|
@ -0,0 +1,12 @@
|
||||||
|
{
|
||||||
|
"images" : [
|
||||||
|
{
|
||||||
|
"idiom" : "universal",
|
||||||
|
"filename" : "second.pdf"
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"info" : {
|
||||||
|
"version" : 1,
|
||||||
|
"author" : "xcode"
|
||||||
|
}
|
||||||
|
}
|
||||||
Binary file not shown.
|
|
@ -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]
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -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
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -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)
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -0,0 +1,3 @@
|
||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:e748f5c7de392b2e2c1502689bb61984145e685549573edda811ebc2aee59da1
|
||||||
|
size 217828595
|
||||||
|
|
@ -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
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -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>
|
||||||
|
|
@ -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()
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -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
|
||||||
|
|
||||||
|
|
@ -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>
|
||||||
|
|
@ -0,0 +1,6 @@
|
||||||
|
{
|
||||||
|
"info" : {
|
||||||
|
"author" : "xcode",
|
||||||
|
"version" : 1
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
@ -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>
|
||||||
|
|
@ -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>
|
||||||
|
|
@ -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>
|
||||||
|
|
@ -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()
|
||||||
|
}
|
||||||
|
|
||||||
|
|
||||||
|
}
|
||||||
|
|
||||||
File diff suppressed because it is too large
Load Diff
|
|
@ -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)
|
||||||
|
}
|
||||||
|
}
|
||||||
File diff suppressed because it is too large
Load Diff
Loading…
Reference in New Issue