Add a test app for TFLite ObjC API.
PiperOrigin-RevId: 249390128
This commit is contained in:
parent
731409f8d2
commit
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@ -5,7 +5,7 @@ package(default_visibility = ["//visibility:private"])
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licenses(["notice"]) # Apache 2.0
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load("//tensorflow/lite/experimental/ios:ios.bzl", "TFL_DEFAULT_TAGS", "TFL_DISABLED_SANITIZER_TAGS", "TFL_MINIMUM_OS_VERSION")
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load("@build_bazel_rules_apple//apple:ios.bzl", "ios_unit_test")
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load("@build_bazel_rules_apple//apple:ios.bzl", "ios_application", "ios_unit_test")
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SOURCES = glob([
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"sources/*.h",
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@ -58,7 +58,6 @@ objc_library(
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srcs = SOURCES,
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hdrs = API_HEADERS,
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copts = RELEASE_COPTS,
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module_map = "apis/module.modulemap",
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tags = TFL_DEFAULT_TAGS,
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deps = [
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"//tensorflow/lite/experimental/c:c_api",
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@ -67,17 +66,17 @@ objc_library(
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)
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ios_unit_test(
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name = "TensorFlowLiteTests",
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name = "Tests",
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size = "medium",
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minimum_os_version = TFL_MINIMUM_OS_VERSION,
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tags = TFL_DEFAULT_TAGS + TFL_DISABLED_SANITIZER_TAGS,
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deps = [
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":TestsLib",
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":TestsLibrary",
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],
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)
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objc_library(
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name = "TestsLib",
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name = "TestsLibrary",
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testonly = 1,
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srcs = glob([
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"tests/*.m",
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@ -97,3 +96,41 @@ objc_library(
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":TensorFlowLite",
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],
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)
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ios_application(
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name = "TestApp",
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app_icons = glob(["apps/TestApp/TestApp/Assets.xcassets/AppIcon.appiconset/**"]),
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bundle_id = "com.tensorflow.lite.objc.TestApp",
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families = [
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"ipad",
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"iphone",
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],
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infoplists = ["apps/TestApp/TestApp/Info.plist"],
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minimum_os_version = TFL_MINIMUM_OS_VERSION,
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sdk_frameworks = [
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"CoreGraphics",
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],
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tags = TFL_DEFAULT_TAGS,
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deps = [
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":TestAppLibrary",
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],
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)
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objc_library(
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name = "TestAppLibrary",
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srcs = glob(["apps/TestApp/TestApp/*.m"]),
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hdrs = glob(["apps/TestApp/TestApp/*.h"]),
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data = glob(["apps/TestApp/TestApp/Base.lproj/*.storyboard"]) + [
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"//tensorflow/lite:testdata/add.bin",
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"//tensorflow/lite:testdata/add_quantized.bin",
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"//tensorflow/lite:testdata/multi_add.bin",
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],
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includes = [
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"apis",
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],
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module_name = "TestApp",
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tags = TFL_DEFAULT_TAGS + ["manual"],
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deps = [
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":TensorFlowLite",
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],
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)
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@ -74,10 +74,10 @@ Build the `TensorFlowLite` Objective-C library target:
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bazel build tensorflow/lite/experimental/objc:TensorFlowLite
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```
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Build the `TensorFlowLiteTests` target:
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Build the `Tests` target:
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```shell
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bazel test tensorflow/lite/experimental/objc:TensorFlowLiteTests
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bazel test tensorflow/lite/experimental/objc:Tests
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```
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#### Generate the Xcode project using Tulsi
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@ -4,6 +4,8 @@
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"tensorflow/lite/experimental/c",
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"tensorflow/lite/experimental/objc",
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"tensorflow/lite/experimental/objc/apis",
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"tensorflow/lite/experimental/objc/apps/TestApp/TestApp",
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"tensorflow/lite/experimental/objc/apps/TestApp/TestApp/Base.lproj",
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"tensorflow/lite/experimental/objc/sources",
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"tensorflow/lite/experimental/objc/tests",
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"tensorflow/lite/kernels",
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@ -13,7 +15,8 @@
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],
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"buildTargets" : [
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"//tensorflow/lite/experimental/objc:TensorFlowLite",
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"//tensorflow/lite/experimental/objc:TensorFlowLiteTests",
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"//tensorflow/lite/experimental/objc:TestApp",
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"//tensorflow/lite/experimental/objc:Tests",
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],
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"projectName" : "TensorFlowLite",
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"optionSet" : {
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@ -1,10 +1,5 @@
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framework module TFLTensorFlowLite {
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umbrella header "TFLTensorFlowLite.h"
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header "TFLInterpreter.h"
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header "TFLInterpreterOptions.h"
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header "TFLQuantizationParameters.h"
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header "TFLTensor.h"
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export *
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}
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@ -1,10 +0,0 @@
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module TFLTensorFlowLite {
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umbrella header "TFLTensorFlowLite.h"
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header "TFLInterpreter.h"
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header "TFLInterpreterOptions.h"
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header "TFLQuantizationParameters.h"
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header "TFLTensor.h"
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export *
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}
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5
tensorflow/lite/experimental/objc/apps/TestApp/Podfile
Normal file
5
tensorflow/lite/experimental/objc/apps/TestApp/Podfile
Normal file
@ -0,0 +1,5 @@
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platform :ios, '9.0'
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target 'TestApp' do
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pod 'TensorFlowLiteObjC'
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end
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@ -0,0 +1,352 @@
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// !$*UTF8*$!
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{
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archiveVersion = 1;
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classes = {
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};
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objectVersion = 50;
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objects = {
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/* Begin PBXBuildFile section */
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B20F5F3422937C8F00A4FBD8 /* add.bin */,
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B20F5F3522937C8F00A4FBD8 /* multi_add.bin */,
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B210BD8F2291D78D00572163 /* TestApp */,
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|
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CLANG_WARN_DIRECT_OBJC_ISA_USAGE = YES_ERROR;
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CLANG_WARN_EMPTY_BODY = YES;
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CLANG_WARN_INT_CONVERSION = YES;
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CLANG_WARN_NON_LITERAL_NULL_CONVERSION = YES;
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CLANG_WARN_OBJC_IMPLICIT_RETAIN_SELF = YES;
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CLANG_WARN_OBJC_ROOT_CLASS = YES_ERROR;
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CLANG_WARN_SUSPICIOUS_MOVE = YES;
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GCC_NO_COMMON_BLOCKS = YES;
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/* End XCBuildConfiguration section */
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B210BDA22291D78F00572163 /* Release */,
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defaultConfigurationIsVisible = 0;
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B210BDA32291D78F00572163 /* Build configuration list for PBXNativeTarget "TestApp" */ = {
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buildConfigurations = (
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B210BDA52291D78F00572163 /* Release */,
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// 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/UIKit.h>
|
||||
|
||||
NS_ASSUME_NONNULL_BEGIN
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||||
|
||||
@interface AppDelegate : UIResponder <UIApplicationDelegate>
|
||||
|
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@property(nonatomic) UIWindow *window;
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|
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@end
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NS_ASSUME_NONNULL_END
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@ -0,0 +1,22 @@
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||||
// 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 "AppDelegate.h"
|
||||
|
||||
NS_ASSUME_NONNULL_BEGIN
|
||||
|
||||
@implementation AppDelegate
|
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@end
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NS_ASSUME_NONNULL_END
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},
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{
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"idiom" : "iphone",
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"size" : "40x40",
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},
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{
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"idiom" : "iphone",
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"size" : "60x60",
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},
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{
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"idiom" : "iphone",
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"size" : "60x60",
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"scale" : "3x"
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},
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{
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"idiom" : "ipad",
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},
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{
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"idiom" : "ipad",
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"size" : "40x40",
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"scale" : "2x"
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},
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"idiom" : "ipad",
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"size" : "76x76",
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"scale" : "1x"
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},
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{
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"idiom" : "ipad",
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"size" : "76x76",
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},
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{
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"scale" : "2x"
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},
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{
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"idiom" : "ios-marketing",
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"size" : "1024x1024",
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"scale" : "1x"
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}
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],
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"info" : {
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"version" : 1,
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"author" : "xcode"
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}
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}
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{
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"info" : {
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"version" : 1,
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"author" : "xcode"
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}
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}
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<device id="retina4_7" orientation="portrait">
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<!--View Controller-->
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<subviews>
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<label opaque="NO" userInteractionEnabled="NO" contentMode="left" horizontalHuggingPriority="251" verticalHuggingPriority="251" text="TensorFlow Lite Test" textAlignment="center" lineBreakMode="tailTruncation" baselineAdjustment="alignBaselines" minimumScaleFactor="0.25" translatesAutoresizingMaskIntoConstraints="NO" id="zIC-MS-HeK">
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<rect key="frame" x="16" y="314" width="343" height="39"/>
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<fontDescription key="fontDescription" type="boldSystem" pointSize="32"/>
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<nil key="highlightedColor"/>
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</label>
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<color key="backgroundColor" red="1" green="1" blue="1" alpha="1" colorSpace="custom" customColorSpace="sRGB"/>
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<constraints>
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<constraint firstAttribute="trailing" secondItem="zIC-MS-HeK" secondAttribute="trailing" constant="16" id="1Wp-jb-ol6"/>
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<constraint firstItem="zIC-MS-HeK" firstAttribute="centerY" secondItem="Ze5-6b-2t3" secondAttribute="centerY" id="R2T-Hp-TBa"/>
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<constraint firstItem="zIC-MS-HeK" firstAttribute="leading" secondItem="Ze5-6b-2t3" secondAttribute="leading" constant="16" id="alE-O6-WL6"/>
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</constraints>
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<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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</scene>
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</scenes>
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</document>
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<?xml version="1.0" encoding="UTF-8"?>
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<document type="com.apple.InterfaceBuilder3.CocoaTouch.Storyboard.XIB" version="3.0" toolsVersion="14460.31" targetRuntime="iOS.CocoaTouch" propertyAccessControl="none" useAutolayout="YES" useTraitCollections="YES" colorMatched="YES" initialViewController="BYZ-38-t0r">
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</constraints>
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<items>
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<barButtonItem style="plain" id="Ywd-KS-s96">
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<segmentedControl key="customView" opaque="NO" contentMode="scaleToFill" contentHorizontalAlignment="left" contentVerticalAlignment="top" segmentControlStyle="bar" selectedSegmentIndex="0" id="8kc-88-CHj" userLabel="Model Control">
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<segments>
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<segment title="Add"/>
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<segment title="AddQuantized"/>
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<segment title="MultiAdd"/>
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</segments>
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<connections>
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</barButtonItem>
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</items>
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</toolbar>
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<toolbar opaque="NO" clearsContextBeforeDrawing="NO" contentMode="scaleToFill" translatesAutoresizingMaskIntoConstraints="NO" id="UWb-3E-O5r" userLabel="Bottom Invoke Toolbar">
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<items>
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<connections>
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||||
<action selector="invokeInterpreter:" destination="BYZ-38-t0r" id="Ycs-E9-Vul"/>
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</connections>
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</barButtonItem>
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</items>
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</toolbar>
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<textView clipsSubviews="YES" multipleTouchEnabled="YES" contentMode="scaleToFill" misplaced="YES" editable="NO" adjustsFontForContentSizeCategory="YES" selectable="NO" translatesAutoresizingMaskIntoConstraints="NO" id="7Ws-3t-76I">
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<rect key="frame" x="0.0" y="194" width="375" height="488"/>
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<color key="textColor" cocoaTouchSystemColor="tableCellGroupedBackgroundColor"/>
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<color key="backgroundColor" red="1" green="1" blue="1" alpha="1" colorSpace="custom" customColorSpace="sRGB"/>
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<constraint firstItem="ahi-i4-2FP" firstAttribute="top" secondItem="5Qd-iD-SiH" secondAttribute="bottom" constant="14" id="0V2-16-9cM"/>
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<constraint firstAttribute="trailing" secondItem="ahi-i4-2FP" secondAttribute="trailing" id="1D2-FC-OQ0"/>
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<constraint firstItem="UWb-3E-O5r" firstAttribute="leading" secondItem="8bC-Xf-vdC" secondAttribute="leading" id="1To-8n-Knb"/>
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||||
<constraint firstItem="7Ws-3t-76I" firstAttribute="leading" secondItem="8bC-Xf-vdC" secondAttribute="leading" id="3Et-px-WCV"/>
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<constraint firstItem="zTS-de-uge" firstAttribute="top" secondItem="7Ws-3t-76I" secondAttribute="bottom" id="Lkb-XF-ldX"/>
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<constraint firstItem="7Ws-3t-76I" firstAttribute="top" secondItem="UWb-3E-O5r" secondAttribute="bottom" id="bXr-pF-Ld2"/>
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<constraint firstItem="ahi-i4-2FP" firstAttribute="leading" secondItem="8bC-Xf-vdC" secondAttribute="leading" id="c98-HO-3m5"/>
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||||
<constraint firstAttribute="trailing" secondItem="UWb-3E-O5r" secondAttribute="trailing" id="oJz-hf-dJa"/>
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<constraint firstAttribute="trailing" secondItem="7Ws-3t-76I" secondAttribute="trailing" id="oyy-C7-mUJ"/>
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<constraint firstItem="UWb-3E-O5r" firstAttribute="top" secondItem="ahi-i4-2FP" secondAttribute="bottom" constant="62" id="uFg-MF-aJz"/>
|
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</constraints>
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</view>
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<connections>
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<outlet property="invokeButton" destination="He4-7G-biW" id="kpj-CS-Fss"/>
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<outlet property="modelControl" destination="8kc-88-CHj" id="GTB-WG-ozW"/>
|
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<outlet property="resultsTextView" destination="7Ws-3t-76I" id="fnd-i5-Pdh"/>
|
||||
</connections>
|
||||
</viewController>
|
||||
<placeholder placeholderIdentifier="IBFirstResponder" id="dkx-z0-nzr" sceneMemberID="firstResponder"/>
|
||||
</objects>
|
||||
<point key="canvasLocation" x="136.80000000000001" y="132.68365817091455"/>
|
||||
</scene>
|
||||
</scenes>
|
||||
</document>
|
@ -0,0 +1,42 @@
|
||||
<?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>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>
|
@ -0,0 +1,22 @@
|
||||
// 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/UIKit.h>
|
||||
|
||||
NS_ASSUME_NONNULL_BEGIN
|
||||
|
||||
@interface ViewController : UIViewController
|
||||
@end
|
||||
|
||||
NS_ASSUME_NONNULL_END
|
@ -0,0 +1,419 @@
|
||||
// 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 "ViewController.h"
|
||||
|
||||
#import "TFLTensorFlowLite.h"
|
||||
|
||||
NS_ASSUME_NONNULL_BEGIN
|
||||
|
||||
/**
|
||||
* Safely dispatches the given `block` on the main thread. If already on the main thread, the given
|
||||
* block is executed immediately; otherwise, dispatches the block asynchronously on the main thread.
|
||||
*
|
||||
* @param block The block to dispatch on the main thread.
|
||||
*/
|
||||
void TLTSafeDispatchOnMain(dispatch_block_t block) {
|
||||
if (block == nil) return;
|
||||
if (NSThread.isMainThread) {
|
||||
block();
|
||||
} else {
|
||||
dispatch_async(dispatch_get_main_queue(), block);
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Name of a float model that performs two add operations on one input tensor and returns the result
|
||||
* in one output tensor.
|
||||
*/
|
||||
static NSString *const kModelNameAdd = @"add";
|
||||
|
||||
/**
|
||||
* Name of a quantized model that performs two add operations on one input tensor and returns the
|
||||
* result in one output tensor.
|
||||
*/
|
||||
static NSString *const kModelNameAddQuantized = @"add_quantized";
|
||||
|
||||
/**
|
||||
* Name of a float model that performs three add operations on four input tensors and returns the
|
||||
* results in 2 output tensors.
|
||||
*/
|
||||
static NSString *const kModelNameMultiAdd = @"multi_add";
|
||||
|
||||
/** Model resource type. */
|
||||
static NSString *const kModelType = @"bin";
|
||||
|
||||
/** The label for the serial queue for synchronizing interpreter calls. */
|
||||
static const char *kInterpreterSerialQueueLabel = "com.tensorflow.lite.objc.testapp.interpreter";
|
||||
|
||||
static NSString *const kNilInterpreterError =
|
||||
@"Failed to invoke the interpreter because the interpreter was nil.";
|
||||
static NSString *const kInvokeInterpreterError = @"Failed to invoke interpreter due to error: %@.";
|
||||
|
||||
/** Model paths. */
|
||||
static NSArray *gModelPaths;
|
||||
|
||||
@interface ViewController ()
|
||||
|
||||
/** Serial queue for synchronizing interpreter calls. */
|
||||
@property(nonatomic) dispatch_queue_t interpreterSerialQueue;
|
||||
|
||||
/** TensorFlow Lite interpreter for the currently selected model. */
|
||||
@property(nonatomic) TFLInterpreter *interpreter;
|
||||
|
||||
@property(weak, nonatomic) IBOutlet UISegmentedControl *modelControl;
|
||||
@property(weak, nonatomic) IBOutlet UIBarButtonItem *invokeButton;
|
||||
@property(weak, nonatomic) IBOutlet UITextView *resultsTextView;
|
||||
|
||||
@end
|
||||
|
||||
@implementation ViewController
|
||||
|
||||
#pragma mark - NSObject
|
||||
|
||||
+ (void)initialize {
|
||||
if (self == [ViewController self]) {
|
||||
gModelPaths = @[
|
||||
[NSBundle.mainBundle pathForResource:kModelNameAdd ofType:kModelType],
|
||||
[NSBundle.mainBundle pathForResource:kModelNameAddQuantized ofType:kModelType],
|
||||
[NSBundle.mainBundle pathForResource:kModelNameMultiAdd ofType:kModelType],
|
||||
];
|
||||
}
|
||||
}
|
||||
|
||||
#pragma mark - UIViewController
|
||||
|
||||
- (void)viewDidLoad {
|
||||
[super viewDidLoad];
|
||||
self.interpreterSerialQueue =
|
||||
dispatch_queue_create(kInterpreterSerialQueueLabel, DISPATCH_QUEUE_SERIAL);
|
||||
self.invokeButton.enabled = NO;
|
||||
[self updateResultsText:[NSString stringWithFormat:@"Using TensorFlow Lite runtime version %@.",
|
||||
TFLVersion]];
|
||||
[self loadModel];
|
||||
}
|
||||
|
||||
#pragma mark - IBActions
|
||||
|
||||
- (IBAction)modelChanged:(id)sender {
|
||||
self.invokeButton.enabled = NO;
|
||||
NSString *results = [NSString
|
||||
stringWithFormat:@"Switched to the %@ model.",
|
||||
[self.modelControl
|
||||
titleForSegmentAtIndex:self.modelControl.selectedSegmentIndex]];
|
||||
[self updateResultsText:results];
|
||||
[self loadModel];
|
||||
}
|
||||
|
||||
- (IBAction)invokeInterpreter:(id)sender {
|
||||
switch (self.modelControl.selectedSegmentIndex) {
|
||||
case 0:
|
||||
[self invokeAdd];
|
||||
break;
|
||||
case 1:
|
||||
[self invokeAddQuantized];
|
||||
break;
|
||||
case 2:
|
||||
[self invokeMultiAdd];
|
||||
}
|
||||
}
|
||||
|
||||
#pragma mark - Private
|
||||
|
||||
/** Path of the currently selected model. */
|
||||
- (nullable NSString *)currentModelPath {
|
||||
return self.modelControl.selectedSegmentIndex == UISegmentedControlNoSegment
|
||||
? nil
|
||||
: gModelPaths[self.modelControl.selectedSegmentIndex];
|
||||
}
|
||||
|
||||
- (void)loadModel {
|
||||
NSString *modelPath = [self currentModelPath];
|
||||
if (modelPath.length == 0) {
|
||||
[self updateResultsText:@"No model is selected."];
|
||||
return;
|
||||
}
|
||||
|
||||
__weak typeof(self) weakSelf = self;
|
||||
dispatch_async(self.interpreterSerialQueue, ^{
|
||||
TFLInterpreterOptions *options = [[TFLInterpreterOptions alloc] init];
|
||||
options.numberOfThreads = 2;
|
||||
|
||||
NSError *error;
|
||||
weakSelf.interpreter = [[TFLInterpreter alloc] initWithModelPath:modelPath
|
||||
options:options
|
||||
error:&error];
|
||||
if (weakSelf.interpreter == nil || error != nil) {
|
||||
NSString *results =
|
||||
[NSString stringWithFormat:@"Failed to create the interpreter due to error:%@",
|
||||
error.localizedDescription];
|
||||
[weakSelf updateResultsText:results];
|
||||
} else {
|
||||
TLTSafeDispatchOnMain(^{
|
||||
weakSelf.invokeButton.enabled = YES;
|
||||
});
|
||||
}
|
||||
});
|
||||
}
|
||||
|
||||
- (void)invokeAdd {
|
||||
__weak typeof(self) weakSelf = self;
|
||||
dispatch_async(self.interpreterSerialQueue, ^{
|
||||
if (weakSelf.interpreter == nil) {
|
||||
[weakSelf updateResultsText:kNilInterpreterError];
|
||||
return;
|
||||
}
|
||||
|
||||
NSArray<NSNumber *> *shape = @[@2];
|
||||
NSError *error;
|
||||
|
||||
if (![weakSelf.interpreter resizeInputTensorAtIndex:0 toShape:shape error:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
if (![weakSelf.interpreter allocateTensorsWithError:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
TFLTensor *inputTensor = [weakSelf.interpreter inputTensorAtIndex:0 error:&error];
|
||||
if (inputTensor == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSMutableData *inputData = [NSMutableData dataWithCapacity:0];
|
||||
float one = 1.f;
|
||||
float three = 3.f;
|
||||
[inputData appendBytes:&one length:sizeof(float)];
|
||||
[inputData appendBytes:&three length:sizeof(float)];
|
||||
if (![inputTensor copyData:inputData error:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
if (![weakSelf.interpreter invokeWithError:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
TFLTensor *outputTensor = [weakSelf.interpreter outputTensorAtIndex:0 error:&error];
|
||||
if (outputTensor == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSData *outputData = [outputTensor dataWithError:&error];
|
||||
if (outputData == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
float output[2U];
|
||||
[outputData getBytes:output length:(sizeof(float) * 2U)];
|
||||
|
||||
[weakSelf
|
||||
updateResultsText:[NSString stringWithFormat:@"Performing 2 add operations:\n\nInput = "
|
||||
@"[%.1f, %.1f]\n\nOutput = [%.1f, %.1f]",
|
||||
one, three, output[0], output[1]]];
|
||||
});
|
||||
}
|
||||
|
||||
- (void)invokeAddQuantized {
|
||||
__weak typeof(self) weakSelf = self;
|
||||
dispatch_async(self.interpreterSerialQueue, ^{
|
||||
if (weakSelf.interpreter == nil) {
|
||||
[weakSelf updateResultsText:kNilInterpreterError];
|
||||
return;
|
||||
}
|
||||
|
||||
NSArray<NSNumber *> *shape = @[@2];
|
||||
NSError *error;
|
||||
|
||||
if (![weakSelf.interpreter resizeInputTensorAtIndex:0 toShape:shape error:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
if (![weakSelf.interpreter allocateTensorsWithError:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
TFLTensor *inputTensor = [weakSelf.interpreter inputTensorAtIndex:0 error:&error];
|
||||
if (inputTensor == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSMutableData *inputData = [NSMutableData dataWithCapacity:0];
|
||||
uint8_t one = 1U;
|
||||
uint8_t three = 3U;
|
||||
[inputData appendBytes:&one length:sizeof(uint8_t)];
|
||||
[inputData appendBytes:&three length:sizeof(uint8_t)];
|
||||
if (![inputTensor copyData:inputData error:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
if (![weakSelf.interpreter invokeWithError:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
TFLTensor *outputTensor = [weakSelf.interpreter outputTensorAtIndex:0 error:&error];
|
||||
if (outputTensor == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
TFLQuantizationParameters *params = outputTensor.quantizationParameters;
|
||||
if (params == nil) {
|
||||
[weakSelf updateResultsText:
|
||||
[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
@"Missing qualitization parameters in the output"]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSData *outputData = [outputTensor dataWithError:&error];
|
||||
if (outputData == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
uint8_t output[2U];
|
||||
[outputData getBytes:output length:(sizeof(uint8_t) * 2U)];
|
||||
float dequantized[2U];
|
||||
dequantized[0] = params.scale * (output[0] - params.zeroPoint);
|
||||
dequantized[1] = params.scale * (output[1] - params.zeroPoint);
|
||||
|
||||
[weakSelf updateResultsText:
|
||||
[NSString stringWithFormat:@"Performing 2 add operations on quantized input:\n\n"
|
||||
@"Input = [%d, %d]\n\nQuantized Output = [%d, %d]\n\n"
|
||||
@"Dequantized Output = [%f, %f]",
|
||||
one, three, output[0], output[1], dequantized[0],
|
||||
dequantized[1]]];
|
||||
});
|
||||
}
|
||||
|
||||
- (void)invokeMultiAdd {
|
||||
__weak typeof(self) weakSelf = self;
|
||||
dispatch_async(self.interpreterSerialQueue, ^{
|
||||
if (weakSelf.interpreter == nil) {
|
||||
[weakSelf updateResultsText:kNilInterpreterError];
|
||||
return;
|
||||
}
|
||||
|
||||
NSArray<NSNumber *> *shape = @[@2];
|
||||
NSError *error;
|
||||
|
||||
for (int i = 0; i < weakSelf.interpreter.inputTensorCount; ++i) {
|
||||
if (![weakSelf.interpreter resizeInputTensorAtIndex:i toShape:shape error:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
}
|
||||
|
||||
if (![weakSelf.interpreter allocateTensorsWithError:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSString *inputs = @"";
|
||||
for (int i = 0; i < weakSelf.interpreter.inputTensorCount; ++i) {
|
||||
TFLTensor *inputTensor = [weakSelf.interpreter inputTensorAtIndex:i error:&error];
|
||||
if (inputTensor == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSMutableData *inputData = [NSMutableData dataWithCapacity:0];
|
||||
float input1 = (float)(i + 1);
|
||||
float input2 = (float)(i + 2);
|
||||
inputs = [NSString stringWithFormat:@"%@%@[%.1f, %.1f]", inputs,
|
||||
(inputs.length == 0 ? @"[" : @", "), input1, input2];
|
||||
|
||||
[inputData appendBytes:&input1 length:sizeof(float)];
|
||||
[inputData appendBytes:&input2 length:sizeof(float)];
|
||||
if (![inputTensor copyData:inputData error:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
}
|
||||
inputs = [NSString stringWithFormat:@"%@]", inputs];
|
||||
|
||||
if (![weakSelf.interpreter invokeWithError:&error]) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSString *outputs = @"";
|
||||
for (int i = 0; i < weakSelf.interpreter.outputTensorCount; ++i) {
|
||||
TFLTensor *outputTensor = [weakSelf.interpreter outputTensorAtIndex:i error:&error];
|
||||
if (outputTensor == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
|
||||
NSData *outputData = [outputTensor dataWithError:&error];
|
||||
if (outputData == nil || error != nil) {
|
||||
[weakSelf updateResultsText:[NSString stringWithFormat:kInvokeInterpreterError,
|
||||
error.localizedDescription]];
|
||||
return;
|
||||
}
|
||||
float output[2U];
|
||||
[outputData getBytes:output length:(sizeof(float) * 2U)];
|
||||
outputs =
|
||||
[NSString stringWithFormat:@"%@%@[%.1f, %.1f]", outputs,
|
||||
(outputs.length == 0 ? @"[" : @", "), output[0], output[1]];
|
||||
}
|
||||
outputs = [NSString stringWithFormat:@"%@]", outputs];
|
||||
|
||||
[weakSelf
|
||||
updateResultsText:
|
||||
[NSString
|
||||
stringWithFormat:@"Performing 3 add operations:\n\nInputs = %@\n\nOutputs = %@",
|
||||
inputs, outputs]];
|
||||
});
|
||||
}
|
||||
|
||||
- (void)updateResultsText:(NSString *)text {
|
||||
__weak typeof(self) weakSelf = self;
|
||||
TLTSafeDispatchOnMain(^{
|
||||
weakSelf.resultsTextView.text = text;
|
||||
});
|
||||
}
|
||||
|
||||
@end
|
||||
|
||||
NS_ASSUME_NONNULL_END
|
@ -0,0 +1,22 @@
|
||||
// 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/UIKit.h>
|
||||
#import "AppDelegate.h"
|
||||
|
||||
int main(int argc, char* argv[]) {
|
||||
@autoreleasepool {
|
||||
return UIApplicationMain(argc, argv, nil, NSStringFromClass([AppDelegate class]));
|
||||
}
|
||||
}
|
@ -33,9 +33,6 @@ static NSString *const kAddQuantizedModelResourceName = @"add_quantized";
|
||||
/** Model resource type. */
|
||||
static NSString *const kAddModelResourceType = @"bin";
|
||||
|
||||
/** Rank of the input and output tensor in the Add model. */
|
||||
static const NSUInteger kAddModelTensorRank = 1U;
|
||||
|
||||
/** Size of the first (and only) dimension of the input and output tensor in the Add model. */
|
||||
static const NSUInteger kAddModelTensorFirstDimensionSize = 2U;
|
||||
|
||||
@ -100,8 +97,7 @@ static const float kTestAccuracy = 1E-5F;
|
||||
|
||||
- (void)testSuccessfulFullRunAddFloatModel {
|
||||
// Shape for both input and output tensor.
|
||||
NSMutableArray *shape = [NSMutableArray arrayWithCapacity:kAddModelTensorRank];
|
||||
shape[0] = [NSNumber numberWithUnsignedInteger:kAddModelTensorFirstDimensionSize];
|
||||
NSArray<NSNumber *> *shape = @[@(kAddModelTensorFirstDimensionSize)];
|
||||
|
||||
// Creates the interpreter options.
|
||||
TFLInterpreterOptions *options = [[TFLInterpreterOptions alloc] init];
|
||||
@ -184,8 +180,7 @@ static const float kTestAccuracy = 1E-5F;
|
||||
|
||||
- (void)testSuccessfulFullRunQuantizedModel {
|
||||
// Shape for both input and output tensor.
|
||||
NSMutableArray *shape = [NSMutableArray arrayWithCapacity:kAddModelTensorRank];
|
||||
shape[0] = [NSNumber numberWithUnsignedInteger:kAddModelTensorFirstDimensionSize];
|
||||
NSArray<NSNumber *> *shape = @[@(kAddModelTensorFirstDimensionSize)];
|
||||
|
||||
// Creates the interpreter options.
|
||||
TFLInterpreterOptions *options = [[TFLInterpreterOptions alloc] init];
|
||||
@ -276,10 +271,6 @@ static const float kTestAccuracy = 1E-5F;
|
||||
}
|
||||
|
||||
- (void)testInitWithModelPath_invalidPath {
|
||||
// Shape for both input and output tensor.
|
||||
NSMutableArray *shape = [NSMutableArray arrayWithCapacity:kAddModelTensorRank];
|
||||
shape[0] = [NSNumber numberWithUnsignedInteger:kAddModelTensorFirstDimensionSize];
|
||||
|
||||
// Creates the interpreter.
|
||||
NSError *error;
|
||||
TFLInterpreter *brokenInterpreter = [[TFLInterpreter alloc] initWithModelPath:@"InvalidPath"
|
||||
@ -308,8 +299,7 @@ static const float kTestAccuracy = 1E-5F;
|
||||
}
|
||||
|
||||
- (void)testResizeInputTensorAtIndex_invalidIndex {
|
||||
NSMutableArray *shape = [NSMutableArray arrayWithCapacity:kAddModelTensorRank];
|
||||
shape[0] = [NSNumber numberWithUnsignedInteger:kAddModelTensorFirstDimensionSize];
|
||||
NSArray<NSNumber *> *shape = @[@(kAddModelTensorFirstDimensionSize)];
|
||||
NSError *error;
|
||||
XCTAssertFalse([self.interpreter resizeInputTensorAtIndex:kInvalidInputTensorIndex
|
||||
toShape:shape
|
||||
@ -325,8 +315,7 @@ static const float kTestAccuracy = 1E-5F;
|
||||
}
|
||||
|
||||
- (void)testResizeInputTensorAtIndex_zeroDimensionSize {
|
||||
NSMutableArray *shape = [NSMutableArray arrayWithCapacity:kAddModelTensorRank];
|
||||
shape[0] = [NSNumber numberWithUnsignedInteger:0];
|
||||
NSArray<NSNumber *> *shape = @[@0];
|
||||
NSError *error;
|
||||
XCTAssertFalse([self.interpreter resizeInputTensorAtIndex:0 toShape:shape error:&error]);
|
||||
XCTAssertEqual(error.code, TFLInterpreterErrorCodeInvalidShape);
|
||||
|
@ -1,3 +1,17 @@
|
||||
// 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
|
||||
|
@ -1,3 +1,17 @@
|
||||
// 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 {
|
||||
|
@ -1,3 +1,17 @@
|
||||
// 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 {
|
||||
|
@ -1,3 +1,17 @@
|
||||
// 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 class TensorFlowLite.Interpreter
|
||||
import struct TensorFlowLite.InterpreterOptions
|
||||
import struct TensorFlowLite.Tensor
|
||||
|
Loading…
Reference in New Issue
Block a user