Clean up the Swift TestApp and direct users to TFLite example apps.

PiperOrigin-RevId: 315192328
Change-Id: I5ae5c4bf3f6a14a08ba3f59431d5731b099a0f47
This commit is contained in:
YoungSeok Yoon 2020-06-07 17:15:18 -07:00 committed by TensorFlower Gardener
parent a646c1280d
commit 94f5c126e7
14 changed files with 44 additions and 1117 deletions

View File

@ -2,7 +2,7 @@
load("//tensorflow/lite:special_rules.bzl", "ios_visibility_whitelist", "tflite_ios_lab_runner")
load("//tensorflow/lite/experimental/ios:ios.bzl", "TFL_DEFAULT_TAGS", "TFL_DISABLED_SANITIZER_TAGS", "TFL_MINIMUM_OS_VERSION")
load("@build_bazel_rules_apple//apple:ios.bzl", "ios_application", "ios_static_framework", "ios_unit_test")
load("@build_bazel_rules_apple//apple:ios.bzl", "ios_static_framework", "ios_unit_test")
load("@build_bazel_rules_swift//swift:swift.bzl", "swift_library")
package(
@ -125,37 +125,6 @@ swift_library(
],
)
ios_application(
name = "TestApp",
app_icons = glob(["TestApp/TestApp/Assets.xcassets/AppIcon.appiconset/**"]),
bundle_id = "com.tensorflow.lite.swift.TestApp",
families = [
"ipad",
"iphone",
],
infoplists = ["TestApp/TestApp/Info.plist"],
minimum_os_version = TFL_MINIMUM_OS_VERSION,
sdk_frameworks = [
"CoreGraphics",
],
tags = TFL_DEFAULT_TAGS,
deps = [
":TestAppLibrary",
],
)
swift_library(
name = "TestAppLibrary",
srcs = glob(["TestApp/TestApp/*.swift"]),
data = glob(["TestApp/TestApp/Base.lproj/*.storyboard"]),
module_name = "TestApp",
tags = TFL_DEFAULT_TAGS + ["manual"],
deps = [
":Resources",
":TensorFlowLite",
],
)
objc_library(
name = "Resources",
data = [

View File

@ -1,57 +1,61 @@
{
"sourceFilters" : [
"tensorflow/lite/c",
"tensorflow/lite/experimental/swift",
"tensorflow/lite/experimental/swift/Sources",
"tensorflow/lite/experimental/swift/TestApp/TestApp",
"tensorflow/lite/experimental/swift/TestApp/TestApp/Base.lproj",
"tensorflow/lite/experimental/swift/Tests",
"additionalFilePaths" : [
"tensorflow/lite/experimental/swift/BUILD"
],
"buildTargets" : [
"//tensorflow/lite/experimental/swift:TensorFlowLite",
"//tensorflow/lite/experimental/swift:TestApp",
"//tensorflow/lite/experimental/swift:TensorFlowLiteAllDelegates",
"//tensorflow/lite/experimental/swift:Tests",
"//tensorflow/lite/experimental/swift:TestsLibrary"
],
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},
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},
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},
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},
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"EnvironmentVariables" : {
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},
"LaunchActionPostActionScript" : {
"p" : "$(inherited)"
},
"LaunchActionPreActionScript" : {
"p" : "$(inherited)"
},
"ProjectGenerationCompilationMode" : {
"p" : "opt"
},
"TestActionPostActionScript" : {
"p" : "$(inherited)"
},
"TestActionPreActionScript" : {
"p" : "$(inherited)"
}
},
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"projectName" : "TensorFlowLite",
"sourceFilters" : [
"tensorflow/lite/c",
"tensorflow/lite/experimental/swift",
"tensorflow/lite/experimental/swift/Sources",
"tensorflow/lite/experimental/swift/Tests"
]
}

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@ -1,6 +0,0 @@
platform :ios, '9.0'
target 'TestApp' do
use_frameworks!
pod 'TensorFlowLiteSwift'
end

View File

@ -0,0 +1,7 @@
# TensorFlow Lite Swift API Test App
The TensorFlow Lite Swift API usage can be found in various iOS example apps
provided in the following locations.
* [TensorFlow Lite example apps](https://www.tensorflow.org/lite/examples)
* [tensorflow/examples Repository](https://github.com/tensorflow/examples)

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@ -1,358 +0,0 @@
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@ -1,20 +0,0 @@
// Copyright 2019 Google Inc. All rights reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at:
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
import UIKit
@UIApplicationMain
final class AppDelegate: UIResponder, UIApplicationDelegate {
var window: UIWindow?
}

View File

@ -1,39 +0,0 @@
// Copyright 2019 Google Inc. All rights reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at:
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
import Foundation
extension Array {
/// Creates a new array from the bytes of the given unsafe data.
///
/// - Warning: The array's `Element` type must be trivial in that it can be copied bit for bit
/// with no indirection or reference-counting operations; otherwise, copying the raw bytes in
/// the `unsafeData`'s buffer to a new array returns an unsafe copy.
/// - Note: Returns `nil` if `unsafeData.count` is not a multiple of
/// `MemoryLayout<Element>.stride`.
/// - Parameter unsafeData: The data containing the bytes to turn into an array.
init?(unsafeData: Data) {
guard unsafeData.count % MemoryLayout<Element>.stride == 0 else { return nil }
#if swift(>=5.0)
self = unsafeData.withUnsafeBytes { .init($0.bindMemory(to: Element.self)) }
#else
self = unsafeData.withUnsafeBytes {
.init(UnsafeBufferPointer<Element>(
start: $0,
count: unsafeData.count / MemoryLayout<Element>.stride
))
}
#endif // swift(>=5.0)
}
}

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@ -1,98 +0,0 @@
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},
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"idiom" : "iphone",
"size" : "40x40",
"scale" : "3x"
},
{
"idiom" : "iphone",
"size" : "60x60",
"scale" : "2x"
},
{
"idiom" : "iphone",
"size" : "60x60",
"scale" : "3x"
},
{
"idiom" : "ipad",
"size" : "20x20",
"scale" : "1x"
},
{
"idiom" : "ipad",
"size" : "20x20",
"scale" : "2x"
},
{
"idiom" : "ipad",
"size" : "29x29",
"scale" : "1x"
},
{
"idiom" : "ipad",
"size" : "29x29",
"scale" : "2x"
},
{
"idiom" : "ipad",
"size" : "40x40",
"scale" : "1x"
},
{
"idiom" : "ipad",
"size" : "40x40",
"scale" : "2x"
},
{
"idiom" : "ipad",
"size" : "76x76",
"scale" : "1x"
},
{
"idiom" : "ipad",
"size" : "76x76",
"scale" : "2x"
},
{
"idiom" : "ipad",
"size" : "83.5x83.5",
"scale" : "2x"
},
{
"idiom" : "ios-marketing",
"size" : "1024x1024",
"scale" : "1x"
}
],
"info" : {
"version" : 1,
"author" : "xcode"
}
}

View File

@ -1,6 +0,0 @@
{
"info" : {
"version" : 1,
"author" : "xcode"
}
}

View File

@ -1,43 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<document type="com.apple.InterfaceBuilder3.CocoaTouch.Storyboard.XIB" version="3.0" toolsVersion="14490.70" targetRuntime="iOS.CocoaTouch" propertyAccessControl="none" useAutolayout="YES" launchScreen="YES" useTraitCollections="YES" colorMatched="YES" initialViewController="01J-lp-oVM">
<device id="retina4_7" orientation="portrait">
<adaptation id="fullscreen"/>
</device>
<dependencies>
<plugIn identifier="com.apple.InterfaceBuilder.IBCocoaTouchPlugin" version="14490.49"/>
<capability name="documents saved in the Xcode 8 format" minToolsVersion="8.0"/>
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<subviews>
<label opaque="NO" userInteractionEnabled="NO" contentMode="left" horizontalHuggingPriority="251" verticalHuggingPriority="251" text="TensorFlow Lite" textAlignment="center" lineBreakMode="tailTruncation" baselineAdjustment="alignBaselines" adjustsFontSizeToFit="NO" translatesAutoresizingMaskIntoConstraints="NO" id="3Gq-PV-hia">
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<color key="textColor" red="1" green="0.43529411764705883" blue="0.0" alpha="1" colorSpace="custom" customColorSpace="sRGB"/>
<nil key="highlightedColor"/>
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</subviews>
<color key="backgroundColor" red="1" green="1" blue="1" alpha="1" colorSpace="custom" customColorSpace="sRGB"/>
<constraints>
<constraint firstItem="3Gq-PV-hia" firstAttribute="leading" secondItem="Ze5-6b-2t3" secondAttribute="leading" constant="16" id="aXL-9T-5Pf"/>
<constraint firstItem="3Gq-PV-hia" firstAttribute="centerY" secondItem="Ze5-6b-2t3" secondAttribute="centerY" id="cDf-Go-1FR"/>
<constraint firstAttribute="trailing" secondItem="3Gq-PV-hia" secondAttribute="trailing" constant="16" id="fB9-BX-A3B"/>
</constraints>
</view>
</viewController>
<placeholder placeholderIdentifier="IBFirstResponder" id="iYj-Kq-Ea1" userLabel="First Responder" sceneMemberID="firstResponder"/>
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<point key="canvasLocation" x="52" y="374.66266866566718"/>
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<?xml version="1.0" encoding="UTF-8"?>
<document type="com.apple.InterfaceBuilder3.CocoaTouch.Storyboard.XIB" version="3.0" toolsVersion="14490.70" targetRuntime="iOS.CocoaTouch" propertyAccessControl="none" useAutolayout="YES" useTraitCollections="YES" colorMatched="YES" initialViewController="BYZ-38-t0r">
<device id="retina4_7" orientation="portrait">
<adaptation id="fullscreen"/>
</device>
<dependencies>
<deployment identifier="iOS"/>
<plugIn identifier="com.apple.InterfaceBuilder.IBCocoaTouchPlugin" version="14490.49"/>
<capability name="documents saved in the Xcode 8 format" minToolsVersion="8.0"/>
</dependencies>
<scenes>
<!--View Controller-->
<scene sceneID="tne-QT-ifu">
<objects>
<viewController storyboardIdentifier="viewController" useStoryboardIdentifierAsRestorationIdentifier="YES" id="BYZ-38-t0r" customClass="ViewController" customModule="TestApp" customModuleProvider="target" sceneMemberID="viewController">
<layoutGuides>
<viewControllerLayoutGuide type="top" id="y3c-jy-aDJ"/>
<viewControllerLayoutGuide type="bottom" id="wfy-db-euE"/>
</layoutGuides>
<view key="view" contentMode="scaleToFill" id="8bC-Xf-vdC">
<rect key="frame" x="0.0" y="0.0" width="375" height="667"/>
<autoresizingMask key="autoresizingMask" widthSizable="YES" heightSizable="YES"/>
<subviews>
<textView clipsSubviews="YES" multipleTouchEnabled="YES" contentMode="scaleToFill" editable="NO" selectable="NO" translatesAutoresizingMaskIntoConstraints="NO" id="7Mj-sL-hrd">
<rect key="frame" x="0.0" y="367" width="375" height="300"/>
<color key="backgroundColor" red="0.0" green="0.47843137250000001" blue="1" alpha="1" colorSpace="custom" customColorSpace="sRGB"/>
<constraints>
<constraint firstAttribute="height" constant="300" id="YUb-MC-D5w"/>
</constraints>
<color key="textColor" cocoaTouchSystemColor="tableCellGroupedBackgroundColor"/>
<fontDescription key="fontDescription" type="system" pointSize="14"/>
<textInputTraits key="textInputTraits" autocapitalizationType="sentences"/>
</textView>
<toolbar opaque="NO" clearsContextBeforeDrawing="NO" contentMode="scaleToFill" translatesAutoresizingMaskIntoConstraints="NO" id="Qwg-EP-bd6" userLabel="Bottom Toolbar">
<rect key="frame" x="0.0" y="323" width="375" height="44"/>
<constraints>
<constraint firstAttribute="height" constant="44" id="jhT-Q0-E9N"/>
</constraints>
<items>
<barButtonItem style="plain" systemItem="flexibleSpace" id="P3q-uA-YUa"/>
<barButtonItem title="Invoke Interpreter" id="A4J-Mg-nmd" userLabel="Invoke Button">
<connections>
<action selector="invokeInterpreter:" destination="BYZ-38-t0r" id="lZU-x7-PsJ"/>
</connections>
</barButtonItem>
<barButtonItem style="plain" systemItem="flexibleSpace" id="Qad-Pa-ySg"/>
</items>
</toolbar>
<toolbar opaque="NO" clearsContextBeforeDrawing="NO" contentMode="scaleToFill" translatesAutoresizingMaskIntoConstraints="NO" id="Gkb-TR-PCB" userLabel="Top Toolbar">
<rect key="frame" x="0.0" y="28" width="375" height="44"/>
<constraints>
<constraint firstAttribute="height" constant="44" id="hSD-2q-fUE"/>
</constraints>
<items>
<barButtonItem style="plain" id="LKw-TX-bbH">
<segmentedControl key="customView" opaque="NO" contentMode="scaleToFill" contentHorizontalAlignment="left" contentVerticalAlignment="top" segmentControlStyle="bar" selectedSegmentIndex="0" id="rhA-nW-xzT">
<rect key="frame" x="16" y="7" width="343" height="30"/>
<autoresizingMask key="autoresizingMask" flexibleMaxX="YES" flexibleMaxY="YES"/>
<segments>
<segment title="Add"/>
<segment title="AddQuantized"/>
<segment title="MultiAdd"/>
</segments>
<connections>
<action selector="modelChanged:" destination="BYZ-38-t0r" eventType="valueChanged" id="YnG-Ov-B5D"/>
</connections>
</segmentedControl>
</barButtonItem>
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<constraint firstAttribute="trailing" secondItem="7Mj-sL-hrd" secondAttribute="trailing" id="HDO-xr-mBl"/>
<constraint firstItem="Gkb-TR-PCB" firstAttribute="leading" secondItem="8bC-Xf-vdC" secondAttribute="leading" id="Kmo-6K-gS4"/>
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</constraints>
</view>
<connections>
<outlet property="invokeButton" destination="A4J-Mg-nmd" id="UxZ-Ft-E45"/>
<outlet property="modelControl" destination="rhA-nW-xzT" id="KKf-TT-BQ2"/>
<outlet property="resultsTextView" destination="7Mj-sL-hrd" id="T4I-z4-tYA"/>
</connections>
</viewController>
<placeholder placeholderIdentifier="IBFirstResponder" id="dkx-z0-nzr" sceneMemberID="firstResponder"/>
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<point key="canvasLocation" x="125.59999999999999" y="133.5832083958021"/>
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View File

@ -1,27 +0,0 @@
// Copyright 2019 Google Inc. All rights reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at:
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
import Foundation
extension Data {
/// Creates a new buffer by copying the buffer pointer of the given array.
///
/// - Warning: The given array's element type `T` must be trivial in that it can be copied bit
/// for bit with no indirection or reference-counting operations; otherwise, reinterpreting
/// data from the resulting buffer has undefined behavior.
/// - Parameter array: An array with elements of type `T`.
init<T>(copyingBufferOf array: [T]) {
self = array.withUnsafeBufferPointer(Data.init)
}
}

View File

@ -1,46 +0,0 @@
<?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>en</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>APPL</string>
<key>CFBundleShortVersionString</key>
<string>1.0</string>
<key>CFBundleVersion</key>
<string>0.0.1</string>
<key>LSRequiresIPhoneOS</key>
<true/>
<key>NSCameraUsageDescription</key>
<string>NSCameraUsageDescription</string>
<key>NSPhotoLibraryUsageDescription</key>
<string>Select a photo to detect objects in.</string>
<key>UILaunchStoryboardName</key>
<string>LaunchScreen</string>
<key>UIMainStoryboardFile</key>
<string>Main</string>
<key>UIRequiredDeviceCapabilities</key>
<array>
<string>armv7</string>
</array>
<key>UISupportedInterfaceOrientations</key>
<array>
<string>UIInterfaceOrientationPortrait</string>
<string>UIInterfaceOrientationPortraitUpsideDown</string>
</array>
<key>UISupportedInterfaceOrientations~ipad</key>
<array>
<string>UIInterfaceOrientationPortrait</string>
<string>UIInterfaceOrientationPortraitUpsideDown</string>
</array>
</dict>
</plist>

View File

@ -1,314 +0,0 @@
// Copyright 2019 Google Inc. All rights reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at:
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
import TensorFlowLite
import UIKit
class ViewController: UIViewController {
// MARK: - Properties
/// TensorFlow Lite interpreter object for performing inference from a given model.
private var interpreter: Interpreter?
/// Serial dispatch queue for managing `Interpreter` calls.
private let interpreterQueue = DispatchQueue(
label: Constant.dispatchQueueLabel,
qos: .userInitiated
)
/// The currently selected model.
private var currentModel: Model {
guard let currentModel = Model(rawValue: modelControl.selectedSegmentIndex) else {
preconditionFailure("Invalid model for selected segment index.")
}
return currentModel
}
/// A description of the current model.
private var modelDescription: String {
guard let interpreter = interpreter else { return "" }
let inputCount = interpreter.inputTensorCount
let outputCount = interpreter.outputTensorCount
let inputTensors = (0..<inputCount).map { index in
var tensorInfo = " Input \(index + 1): "
do {
let tensor = try interpreter.input(at: index)
tensorInfo += "\(tensor)"
} catch let error {
tensorInfo += "\(error.localizedDescription)"
}
return tensorInfo
}.joined(separator: "\n")
let outputTensors = (0..<outputCount).map { index in
var tensorInfo = " Output \(index + 1): "
do {
let tensor = try interpreter.output(at: index)
tensorInfo += "\(tensor)"
} catch let error {
tensorInfo += "\(error.localizedDescription)"
}
return tensorInfo
}.joined(separator: "\n")
return "Model Description:\n" +
" Input Tensor Count = \(inputCount)\n\(inputTensors)\n\n" +
" Output Tensor Count = \(outputCount)\n\(outputTensors)"
}
// MARK: - IBOutlets
/// A segmented control for changing models. See the `Model` enum for available models.
@IBOutlet private var modelControl: UISegmentedControl!
@IBOutlet private var resultsTextView: UITextView!
@IBOutlet private var invokeButton: UIBarButtonItem!
// MARK: - UIViewController
override func viewDidLoad() {
super.viewDidLoad()
invokeButton.isEnabled = false
updateResultsText("Using TensorFlow Lite runtime version \(TensorFlowLite.Runtime.version).")
loadModel()
}
// MARK: - IBActions
@IBAction func modelChanged(_ sender: Any) {
invokeButton.isEnabled = false
updateResultsText("Switched to the \(currentModel.description) model.")
loadModel()
}
@IBAction func invokeInterpreter(_ sender: Any) {
switch currentModel {
case .add:
invokeAdd()
case .addQuantized:
invokeAddQuantized()
case .multiAdd:
invokeMultiAdd()
}
}
// MARK: - Private
private func loadModel() {
let fileInfo = currentModel.fileInfo
guard let modelPath = Bundle.main.path(forResource: fileInfo.name, ofType: fileInfo.extension)
else {
updateResultsText("Failed to load the \(currentModel.description) model.")
return
}
setUpInterpreter(withModelPath: modelPath)
}
private func setUpInterpreter(withModelPath modelPath: String) {
interpreterQueue.async {
do {
var options = Interpreter.Options()
options.threadCount = 2
self.interpreter = try Interpreter(modelPath: modelPath, options: options)
} catch let error {
self.updateResultsText(
"Failed to create the interpreter with error: \(error.localizedDescription)"
)
return
}
safeDispatchOnMain { self.invokeButton.isEnabled = true }
}
}
private func invokeAdd() {
interpreterQueue.async {
guard let interpreter = self.interpreter else {
self.updateResultsText(Constant.nilInterpreterErrorMessage)
return
}
do {
try interpreter.resizeInput(at: 0, to: [2])
try interpreter.allocateTensors()
let input: [Float32] = [1, 3]
let resultsText = self.modelDescription + "\n\n" +
"Performing 2 add operations on input \(input.description) equals: "
self.updateResultsText(resultsText)
let data = Data(copyingBufferOf: input)
try interpreter.copy(data, toInputAt: 0)
try interpreter.invoke()
let outputTensor = try interpreter.output(at: 0)
let results: () -> String = {
guard let results = [Float32](unsafeData: outputTensor.data) else { return "No results." }
return resultsText + results.description
}
self.updateResultsText(results())
} catch let error {
self.updateResultsText(
"Failed to invoke the interpreter with error: \(error.localizedDescription)"
)
return
}
}
}
private func invokeAddQuantized() {
interpreterQueue.async {
guard let interpreter = self.interpreter else {
self.updateResultsText(Constant.nilInterpreterErrorMessage)
return
}
do {
try interpreter.resizeInput(at: 0, to: [2])
try interpreter.allocateTensors()
let input: [UInt8] = [1, 3]
let resultsText = self.modelDescription + "\n\n" +
"Performing 2 add operations on quantized input \(input.description) equals: "
self.updateResultsText(resultsText)
let data = Data(input)
try interpreter.copy(data, toInputAt: 0)
try interpreter.invoke()
let outputTensor = try interpreter.output(at: 0)
let results: () -> String = {
guard let quantizationParameters = outputTensor.quantizationParameters else {
return "No results."
}
let quantizedResults = [UInt8](outputTensor.data)
let dequantizedResults = quantizedResults.map {
quantizationParameters.scale * Float(Int($0) - quantizationParameters.zeroPoint)
}
return resultsText + quantizedResults.description +
", dequantized results: " + dequantizedResults.description
}
self.updateResultsText(results())
} catch let error {
self.updateResultsText(
"Failed to invoke the interpreter with error: \(error.localizedDescription)"
)
return
}
}
}
private func invokeMultiAdd() {
interpreterQueue.async {
guard let interpreter = self.interpreter else {
self.updateResultsText(Constant.nilInterpreterErrorMessage)
return
}
do {
let shape = Tensor.Shape(2)
try (0..<interpreter.inputTensorCount).forEach { index in
try interpreter.resizeInput(at: index, to: shape)
}
try interpreter.allocateTensors()
let inputs = try (0..<interpreter.inputTensorCount).map { index -> [Float32] in
let input = [Float32(index + 1), Float32(index + 2)]
let data = Data(copyingBufferOf: input)
try interpreter.copy(data, toInputAt: index)
return input
}
let resultsText = self.modelDescription + "\n\n" +
"Performing 3 add operations on inputs \(inputs.description) equals: "
self.updateResultsText(resultsText)
try interpreter.invoke()
let results = try (0..<interpreter.outputTensorCount).map { index -> [Float32] in
let tensor = try interpreter.output(at: index)
return [Float32](unsafeData: tensor.data) ?? []
}
self.updateResultsText(resultsText + results.description)
} catch let error {
self.updateResultsText(
"Failed to invoke the interpreter with error: \(error.localizedDescription)"
)
return
}
}
}
private func updateResultsText(_ text: String? = nil) {
safeDispatchOnMain { self.resultsTextView.text = text }
}
}
// MARK: - Constants
private enum Constant {
static let dispatchQueueLabel = "TensorFlowLiteInterpreterQueue"
static let nilInterpreterErrorMessage =
"Failed to invoke the interpreter because the interpreter was nil."
}
/// Models that can be loaded by the TensorFlow Lite `Interpreter`.
private enum Model: Int, CustomStringConvertible {
/// A float model that performs two add operations on one input tensor and returns the result in
/// one output tensor.
case add = 0
/// A quantized model that performs two add operations on one input tensor and returns the result
/// in one output tensor.
case addQuantized = 1
/// A float model that performs three add operations on four input tensors and returns the results
/// in 2 output tensors.
case multiAdd = 2
var fileInfo: (name: String, extension: String) {
switch self {
case .add:
return Add.fileInfo
case .addQuantized:
return AddQuantized.fileInfo
case .multiAdd:
return MultiAdd.fileInfo
}
}
// MARK: - CustomStringConvertible
var description: String {
switch self {
case .add:
return Add.name
case .addQuantized:
return AddQuantized.name
case .multiAdd:
return MultiAdd.name
}
}
}
/// Values for the `Add` model.
private enum Add {
static let name = "Add"
static let fileInfo = (name: "add", extension: "bin")
}
/// Values for the `AddQuantized` model.
private enum AddQuantized {
static let name = "AddQuantized"
static let fileInfo = (name: "add_quantized", extension: "bin")
}
/// Values for the `MultiAdd` model.
private enum MultiAdd {
static let name = "MultiAdd"
static let fileInfo = (name: "multi_add", extension: "bin")
}
// MARK: - Fileprivate
/// Safely dispatches the given block on the main queue. If the current thread is `main`, the block
/// is executed synchronously; otherwise, the block is executed asynchronously on the main thread.
fileprivate func safeDispatchOnMain(_ block: @escaping () -> Void) {
if Thread.isMainThread { block(); return }
DispatchQueue.main.async { block() }
}