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open_nsfw_android
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  1. 3
      .gitattributes
  2. 15
      .gitignore
  3. 146
      .idea/codeStyles/Project.xml
  4. 5
      .idea/codeStyles/codeStyleConfig.xml
  5. 6
      .idea/compiler.xml
  6. 458
      .idea/dbnavigator.xml
  7. 3
      .idea/dictionaries/jason.xml
  8. 4
      .idea/encodings.xml
  9. 21
      .idea/gradle.xml
  10. 35
      .idea/jarRepositories.xml
  11. 86
      .idea/markdown-navigator.xml
  12. 3
      .idea/markdown-navigator/profiles_settings.xml
  13. 48
      .idea/misc.xml
  14. 201
      LICENSE
  15. 131
      README.md
  16. 75
      README_EN.md
  17. 1
      app/.gitignore
  18. 66
      app/build.gradle
  19. 21
      app/proguard-rules.pro
  20. 23
      app/src/main/AndroidManifest.xml
  21. 25
      app/src/main/java/com/zww/sample/BaseActivity.kt
  22. 27
      app/src/main/java/com/zww/sample/KtApp.kt
  23. 82
      app/src/main/java/com/zww/sample/MainActivity.kt
  24. 8
      app/src/main/java/com/zww/sample/Te.kt
  25. 170
      app/src/main/res/drawable/ic_launcher_background.xml
  26. BIN
      app/src/main/res/drawable/splash_bg.jpg
  27. 20
      app/src/main/res/layout/activity_main.xml
  28. 25
      app/src/main/res/layout/item_main.xml
  29. BIN
      app/src/main/res/mipmap-xhdpi/ic_launcher.png
  30. BIN
      app/src/main/res/mipmap-xhdpi/ic_launcher_round.png
  31. 11
      app/src/main/res/values/colors.xml
  32. 3
      app/src/main/res/values/strings.xml
  33. 17
      app/src/main/res/values/styles.xml
  34. 32
      build.gradle
  35. BIN
      gradle/wrapper/gradle-wrapper.jar
  36. 6
      gradle/wrapper/gradle-wrapper.properties
  37. 172
      gradlew
  38. 84
      gradlew.bat
  39. 1
      nsfw/.gitignore
  40. 140
      nsfw/build.gradle
  41. 0
      nsfw/consumer-rules.pro
  42. 21
      nsfw/proguard-rules.pro
  43. 24
      nsfw/src/androidTest/java/com/zwy/nsfw/ExampleInstrumentedTest.kt
  44. 3
      nsfw/src/main/AndroidManifest.xml
  45. 311
      nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt
  46. 32
      nsfw/src/main/java/io/github/devzwy/nsfw/utils.kt
  47. 17
      nsfw/src/test/java/com/zwy/nsfw/ExampleUnitTest.kt
  48. 2
      settings.gradle

3
.gitattributes vendored
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*.kt linguist-language=kotlin
*.xml linguist-language=kotlin
*.rtf linguist-language=kotlin

15
.gitignore vendored
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*.iml
.gradle
/gradle.properties
/local.properties
/.idea/caches
/.idea/libraries
/.idea/modules.xml
/.idea/workspace.xml
/.idea/navEditor.xml
/.idea/assetWizardSettings.xml
.DS_Store
/build
/captures
.externalNativeBuild
/images/TestImagesForNSFW.rtf

146
.idea/codeStyles/Project.xml
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<rules>
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5
.idea/codeStyles/codeStyleConfig.xml
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<component name="ProjectCodeStyleConfiguration">
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6
.idea/compiler.xml
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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="CompilerConfiguration">
<bytecodeTargetLevel target="1.8" />
</component>
</project>

458
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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="DBNavigator.Project.DataEditorManager">
<record-view-column-sorting-type value="BY_INDEX" />
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<component name="DBNavigator.Project.DataExportManager">
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<quote-values-containing-separator value="true" />
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<component name="DBNavigator.Project.DatabaseBrowserManager">
<autoscroll-to-editor value="false" />
<autoscroll-from-editor value="true" />
<show-object-properties value="true" />
<loaded-nodes />
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<component name="DBNavigator.Project.DatabaseFileManager">
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<component name="DBNavigator.Project.MethodExecutionManager">
<method-browser />
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<component name="DBNavigator.Project.ObjectQuickFilterManager">
<last-used-operator value="EQUAL" />
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<component name="DBNavigator.Project.ScriptExecutionManager" clear-outputs="true">
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<component name="DBNavigator.Project.Settings">
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<display-mode value="TABBED" />
<navigation-history-size value="100" />
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# open_nsfw_android
[![](https://img.shields.io/badge/Download-1.5.1-brightgreen.svg)](https://mvnrepository.com/artifact/io.github.devzwy/nsfw) [![](https://img.shields.io/badge/Base-TensorFlow-brightgreen.svg)](https://github.com/devzwy/open_nsfw_android) [![](https://img.shields.io/badge/license-Apache%202-green.svg)](https://www.apache.org/licenses/LICENSE-2.0)
[![](https://img.shields.io/badge/%E4%BD%9C%E8%80%85-赵文贇-orange.svg)](https://github.com/devzwy/open_nsfw_android) [![](https://img.shields.io/badge/QQ-3648415-brightgreen.svg)](https://github.com/devzwy/open_nsfw_android) ![Plugin on redmine.org](https://img.shields.io/redmine/plugin/stars/redmine_xlsx_format_issue_exporter?color=1&logo=1)
### 色情图片离线识别，基于TensorFlow实现。识别只需20ms,可断网测试，成功率99%，调用只要一行代码，从雅虎的开源项目open_nsfw移植，该模型文件可用于iOS、java、C++等平台
### ⚠️⚠️⚠️ 已从jCenter仓库迁移到Maven,原引用地址发生变更，建议所有老用户升级到新版本。新版本需要手动下载[nsfw.tflite](https://github.com/devzwy/open_nsfw_android/blob/dev/app/src/main/assets/nsfw.tflite)模型初始化使用
### iOS请参考：[issues13](https://github.com/devzwy/open_nsfw_android/issues/13)
### Python参考：[NSFW-Python](https://github.com/devzwy/NSFW-Python)、[Python-TensorflowLite-Api](https://tensorflow.google.cn/api_docs/python/tf/lite)、[Python-Tensorflow-Api](https://tensorflow.google.cn/api_docs/python/tf)
### Java参考:[Tensorflow-Api](https://tensorflow.google.cn/api_docs/java/reference/org/tensorflow/package-summary)
### C++参考:[TensorflowLite-Api](https://tensorflow.google.cn/lite/api_docs/cc)
### JavaScript参考[JS相关文档](https://js.tensorflow.org/api/latest/)
>>> 其中Python、C++均有两种数据喂入的方式，可根据需求选择pb模型或tfLite文件，详细请参考上面的链接.Java的目前只能加载pb模型。其他的平台可自行[百度](https://www.baidu.com)
### 本项目移除测试图片，请下载Demo后自行配图测试
#### 测试图片
![图片](https://github.com/devzwy/open_nsfw_android/blob/dev/img/demopic.png)
### 开始使用_
- 🔥 __[下载模型文件](https://github.com/devzwy/open_nsfw_android/blob/dev/app/src/main/assets/nsfw.tflite),并放入assets目录下__
![图片](https://github.com/devzwy/open_nsfw_android/blob/dev/img/assets.png)
- 🔥 __开启tflite文件读取支持__(解决模型放在assets目录下无法读取的问题。如果模型不放在assets目录下可跳过该步骤)
```
android {
...
aaptOptions {
//防止模型被压缩
noCompress "tflite"
}
}
```
- 🔥 __引入依赖__
```
dependencies {
...
implementation 'io.github.devzwy:nsfw:1.5.1'
}
```
- 🔥 __初始化__（建议在Application中进行）
```
class KtApp : Application() {
override fun onCreate() {
super.onCreate()
//开启日志输出，可选
NSFWHelper.openDebugLog()
//扫描前必须初始化
NSFWHelper.initHelper(
context = this)
//初始化api原型
/* NSFW初始化函数 内部日志默认关闭，调试环境可使用openDebugLog()开启日志*/
fun initHelper(
context: Context, //建议传入application,传入activity可能会有内存泄漏
modelPath: String? = null,//模型文件路径，为空时将默认从Assets下读取
isOpenGPU: Boolean = true, //是否开启GPU扫描加速，部分机型兼容不友好的可关闭。默认开启
numThreads: Int = 4 //扫描数据时内部分配的线程 默认4
)
}
}
```
- 🔥 __支持的api列表__ 带返回值的为同步，传入函数的为异步：
>>>> __同步识别文件：__ [NSFWHelper.getNSFWScore(file: File): NSFWScoreBean](https://github.com/devzwy/open_nsfw_android/blob/dev/nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt)
>>>> __异步识别文件：__ [getNSFWScore(file: File, onResult: ((NSFWScoreBean) -> Unit))](https://github.com/devzwy/open_nsfw_android/blob/dev/nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt)
>>>> __同步识别文件：__ [getNSFWScore(filePath: String): NSFWScoreBean](https://github.com/devzwy/open_nsfw_android/blob/dev/nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt)
>>>> __异步识别文件：__ [getNSFWScore(filePath: String, onResult: ((NSFWScoreBean) -> Unit))](https://github.com/devzwy/open_nsfw_android/blob/dev/nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt)
>>>> __同步识别bitmap：__ [getNSFWScore(bitmap: Bitmap): NSFWScoreBean](https://github.com/devzwy/open_nsfw_android/blob/dev/nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt)
>>>> __异步识别bitmap：__ [getNSFWScore(bitmap: Bitmap, onResult: ((NSFWScoreBean) -> Unit))](https://github.com/devzwy/open_nsfw_android/blob/dev/nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt)
- 🔥 __识别结果说明__
```
NSFWScoreBean.sfw ... 非涉黄数值 数值越大约安全
NSFWScoreBean.nsfw ... 涉黄数值 数值越大约危险
NSFWScoreBean.timeConsumingToLoadData ... 装载数据耗时 单位ms
NSFWScoreBean.timeConsumingToScanData ... 扫描图片耗时 单位ms
```
- 🔥 __调用参考__
```
//异步方式
NSFWHelper.getNSFWScore(item.bitmap) {
this.text =
"nsfw:${it.nsfwScore}\nsfw:${it.sfwScore}\n扫描耗时：${it.timeConsumingToScanData} ms"
if (it.nsfwScore > 0.7) {
this.setBackgroundColor(Color.parseColor("#C1FF0000"))
} else if (it.nsfwScore > 0.5) {
this.setBackgroundColor(Color.parseColor("#C1FF9800"))
} else {
this.setBackgroundColor(Color.parseColor("#803700B3"))
}
}
//同步方式
NSFWHelper.getNSFWScore(item.bitmap).let {
this.text =
"nsfw:${it.nsfwScore}\nsfw:${it.sfwScore}\n扫描耗时：${it.timeConsumingToScanData} ms"
if (it.nsfwScore > 0.7) {
this.setBackgroundColor(Color.parseColor("#C1FF0000"))
} else if (it.nsfwScore > 0.5) {
this.setBackgroundColor(Color.parseColor("#C1FF9800"))
} else {
this.setBackgroundColor(Color.parseColor("#803700B3"))
}
}
```
### 🔥 安卓手机直接[点我安装](http://d.6short.com/q9cv)
### 🔥 扫码下载
![图片](https://github.com/devzwy/open_nsfw_android/blob/dev/img/2.png)

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README_EN.md
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# open_nsfw_android
[ ![Download](https://api.bintray.com/packages/devzwy/maven/nsfw/images/download.svg) ](https://bintray.com/devzwy/maven/nsfw/_latestVersion) [![](https://img.shields.io/badge/Base-TensorFlow-brightgreen.svg)](https://github.com/devzwy/open_nsfw_android) [![](https://img.shields.io/badge/license-Apache%202-green.svg)](https://www.apache.org/licenses/LICENSE-2.0)
[![](https://img.shields.io/badge/%E4%BD%9C%E8%80%85-Jason-orange.svg)](https://github.com/devzwy/open_nsfw_android) [![](https://img.shields.io/badge/QQ-3648415-brightgreen.svg)](https://github.com/devzwy/open_nsfw_android) ![Plugin on redmine.org](https://img.shields.io/redmine/plugin/stars/redmine_xlsx_format_issue_exporter?color=1&logo=1)
[中文文档](https://github.com/devzwy/open_nsfw_android/blob/dev/README.md)
### The off-line identification of pornographic images is based on tensorflow. Identification only takes 20ms, can be disconnected test, the success rate is 99%, call as long as a line of code, open from the open source project of Yahoo_ Nsfw transplantation, the model file can be used in IOS, Java, C + + and other platforms
### iOS like this：[issues13](https://github.com/devzwy/open_nsfw_android/issues/13)
### Python like this：[NSFW-Python](https://github.com/devzwy/NSFW-Python)、[Python-TensorflowLite-Api](https://tensorflow.google.cn/api_docs/python/tf/lite)、[Python-Tensorflow-Api](https://tensorflow.google.cn/api_docs/python/tf)
### Java like this:[Tensorflow-Api](https://tensorflow.google.cn/api_docs/java/reference/org/tensorflow/package-summary)
### C++ like this:[TensorflowLite-Api](https://tensorflow.google.cn/lite/api_docs/cc)
### JavaScript like this[js doc](https://js.tensorflow.org/api/latest/)
>>> Python and C + + have two ways to feed data. You can select PB model or tflite file according to your needs. Please refer to the above link for details. Java can only load PB model at present. Other platforms can [Google]（ https://www.google.cn )
### This project removes the test picture, please download demo and test by yourself
#### picture
![图片](https://github.com/devzwy/open_nsfw_android/blob/dev/img/demopic.png)
### start use（As of version 1.3.9, dependencies are moved from jetpack to Maven repository, which can be directly dependent in the project without adding jetpack support）
- Open tflite support
```
android {
aaptOptions {
noCompress "tflite"
}
}
```
- Dependencies [ ![Download](https://api.bintray.com/packages/devzwy/maven/nsfw/images/download.svg) ](https://bintray.com/devzwy/maven/nsfw/_latestVersion)
```
//Optional Quick initialization of scanner, can avoid initialization code
implementation 'com.zwy.nsfw:nsfw_initializer:lastVersion'
//must Scanner core file
implementation 'com.zwy.nsfw:nsfw:lastVersion'
//must tensorflow
implementation 'org.tensorflow:tensorflow-lite:2.1.0'
implementation 'org.tensorflow:tensorflow-lite-gpu:2.1.0'
```
- Initialization
[nsfw_model_download](https://github.com/devzwy/open_nsfw_android/blob/dev/app/src/main/assets/nsfw.tflite)
```
//Method 1: put the model file in the assets root directory and name it nsfw.tflite
NSFWHelper.init(context = this@Application)
//Method 2 is applicable to the product that strictly controls the size of the APK and cannot directly put the model file in the APK. It can be initialized by specifying the model path after the user opens the APK background and downloads it silently
NSFWHelper.init(modelPath = "modelPath")
//Method 3: put the model file in the assets root directory and name it nsfw.tflite To refer to the library can avoid initializing the code
implementation 'com.zwy.nsfw:nsfw_initializer:lastVersion'
```
- GetNSFWScore：
```
//val mNSFWScoreBean:NSFWScoreBean = File.getNSFWScore()
//val mNSFWScoreBean:NSFWScoreBean = Bitmap.getNSFWScore()
//val mNSFWScoreBean:NSFWScoreBean = NSFWHelper.getNSFWScore(bitmap)
mNSFWScoreBean.sfw ... The more approximate the non yellow value is, the safer it is
mNSFWScoreBean.nsfw ... The more the Yellow value is, the more dangerous it will be
mNSFWScoreBean.timeConsumingToLoadData ... Load data in milliseconds
mNSFWScoreBean.timeConsumingToScanData ... Scan picture in milliseconds
```
### Android mobile phone direct[Click me to install](http://d.6short.com/q9cv)
### Scan code to download
![pic](https://github.com/devzwy/open_nsfw_android/blob/dev/img/2.png)

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/build

66
app/build.gradle
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apply plugin: 'com.android.application'
apply plugin: 'kotlin-android'
apply plugin: 'kotlin-android-extensions'
apply plugin: 'kotlin-kapt'
android {
compileSdkVersion 30
buildToolsVersion "30.0.2"
defaultConfig {
applicationId "com.zww.sample"
minSdkVersion 21
targetSdkVersion 30
versionCode 139
versionName "$libVersion"
testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
}
buildTypes {
release {
minifyEnabled false
proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
}
debug {
minifyEnabled false
proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
}
}
aaptOptions {
noCompress "tflite"
}
}
dependencies {
implementation fileTree(dir: "libs", include: ["*.jar"])
implementation "org.jetbrains.kotlin:kotlin-stdlib:$kotlin_version"
implementation 'androidx.core:core-ktx:1.3.1'
implementation 'androidx.appcompat:appcompat:1.2.0'
implementation 'androidx.constraintlayout:constraintlayout:2.0.1'
testImplementation 'junit:junit:4.12'
androidTestImplementation 'androidx.test.ext:junit:1.1.2'
androidTestImplementation 'androidx.test.espresso:espresso-core:3.3.0'
//权限
implementation 'com.yanzhenjie:permission:2.0.3'
implementation 'androidx.recyclerview:recyclerview:1.0.0'
//适配器快速实现
implementation 'com.github.CymChad:BaseRecyclerViewAdapterHelper:3.0.4'
//图片加载框架
implementation 'com.github.bumptech.glide:glide:4.11.0'
kapt 'com.github.bumptech.glide:compiler:4.11.0'
// implementation 'com.zwy.nsfw:nsfw_initializer:1.3.9'
// implementation 'com.zwy.nsfw:nsfw:1.3.9'
implementation 'org.tensorflow:tensorflow-lite:2.1.0'
implementation 'org.tensorflow:tensorflow-lite-gpu:2.1.0'
// implementation project(path: ':nsfw_initializer')
implementation project(path: ':nsfw')
// implementation 'io.github.devzwy:nsfw:1.5.0'
}

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app/proguard-rules.pro vendored
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# Add project specific ProGuard rules here.
# You can control the set of applied configuration files using the
# proguardFiles setting in build.gradle.
#
# For more details, see
# http://developer.android.com/guide/developing/tools/proguard.html
# If your project uses WebView with JS, uncomment the following
# and specify the fully qualified class name to the JavaScript interface
# class:
#-keepclassmembers class fqcn.of.javascript.interface.for.webview {
# public *;
#}
# Uncomment this to preserve the line number information for
# debugging stack traces.
#-keepattributes SourceFile,LineNumberTable
# If you keep the line number information, uncomment this to
# hide the original source file name.
#-renamesourcefileattribute SourceFile

23
app/src/main/AndroidManifest.xml
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<?xml version="1.0" encoding="utf-8"?>
<manifest xmlns:android="http://schemas.android.com/apk/res/android"
package="com.zww.sample">
<application
android:allowBackup="true"
android:icon="@mipmap/ic_launcher"
android:label="@string/app_name"
android:name=".KtApp"
android:roundIcon="@mipmap/ic_launcher_round"
android:supportsRtl="true"
android:theme="@style/AppTheme">
<activity android:name=".MainActivity">
<intent-filter>
<action android:name="android.intent.action.MAIN" />
<category android:name="android.intent.category.LAUNCHER" />
</intent-filter>
</activity>
</application>
</manifest>

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app/src/main/java/com/zww/sample/BaseActivity.kt
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package com.zww.sample
import android.os.Bundle
import androidx.appcompat.app.AppCompatActivity
abstract class BaseActivity : AppCompatActivity() {
override fun onCreate(savedInstanceState: Bundle?) {
super.onCreate(savedInstanceState)
setContentView(getView())
initData()
}
/**
* 初始化数据
*/
abstract fun initData()
/**
* 返回视图ID
*/
abstract fun getView(): Int
}

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app/src/main/java/com/zww/sample/KtApp.kt
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package com.zww.sample
import android.app.Application
import android.widget.Toast
import io.github.devzwy.nsfw.NSFWHelper
class KtApp : Application() {
override fun onCreate() {
super.onCreate()
//开启日志输出，可选
NSFWHelper.openDebugLog()
//扫描前必须初始化
NSFWHelper.initHelper(
context = this, isOpenGPU = false)
//初始化api原型
/* NSFW初始化函数 内部日志默认关闭，调试环境可使用openDebugLog()开启日志*/
// fun initHelper(
// context: Context, //建议传入application,传入activity可能会有内存泄漏
// modelPath: String? = null,//模型文件路径，为空时将默认从Assets下读取
// isOpenGPU: Boolean = true, //是否开启GPU扫描加速，部分机型兼容不友好的可关闭。默认开启
// numThreads: Int = 4 //扫描数据时内部分配的线程 默认4
// )
}
}

82
app/src/main/java/com/zww/sample/MainActivity.kt
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package com.zww.sample
import android.annotation.SuppressLint
import android.graphics.Bitmap
import android.graphics.BitmapFactory
import android.graphics.Color
import android.widget.TextView
import android.widget.Toast
import androidx.recyclerview.widget.GridLayoutManager
import com.bumptech.glide.Glide
import com.bumptech.glide.load.engine.DiskCacheStrategy
import com.chad.library.adapter.base.BaseQuickAdapter
import com.chad.library.adapter.base.viewholder.BaseViewHolder
import io.github.devzwy.nsfw.NSFWHelper
import io.github.devzwy.nsfw.NSFWScoreBean
import io.github.devzwy.nsfw.getNsfwScore
import kotlinx.android.synthetic.main.activity_main.*
import kotlin.random.Random
class MainActivity : BaseActivity() {
override fun initData() {
if (resources.assets.list(
"img"
).isNullOrEmpty()
) {
Toast.makeText(this, "在assets下放置图片后再运行demo", Toast.LENGTH_SHORT).show()
return
}
mRecyclerView.layoutManager = GridLayoutManager(this, 2)
mRecyclerView.adapter =
object : BaseQuickAdapter<MyNSFWBean, BaseViewHolder>(R.layout.item_main) {
@SuppressLint("SetTextI18n")
override fun convert(holder: BaseViewHolder, item: MyNSFWBean) {
item.apply {
Glide.with(this@MainActivity).load("file:///android_asset/${path}")
.diskCacheStrategy(DiskCacheStrategy.ALL)
.into(holder.getView(R.id.iv))
holder.getView<TextView>(R.id.tv).let { iv ->
iv.text =
"nsfw:${nsfwScoreBean.nsfwScore}\nsfw:${nsfwScoreBean.sfwScore}\n扫描耗时：${nsfwScoreBean.timeConsumingToScanData} ms"
if (nsfwScoreBean.nsfwScore > 0.7) {
iv.setBackgroundColor(Color.parseColor("#C1FF0000"))
} else if (nsfwScoreBean.nsfwScore > 0.5) {
iv.setBackgroundColor(Color.parseColor("#C1FF9800"))
} else {
iv.setBackgroundColor(Color.parseColor("#803700B3"))
}
}
}
}
}.also { adapter ->
adapter.setAnimationWithDefault(BaseQuickAdapter.AnimationType.ScaleIn)
adapter.isAnimationFirstOnly = false
resources.assets.list(
"img"
)?.forEach {
adapter.addData(
MyNSFWBean(
"img/${it}",
BitmapFactory.decodeStream(resources.assets.open("img/${it}"))
.getNsfwScore()
)
)
}
}
}
override fun getView(): Int {
return R.layout.activity_main
}
}
data class MyNSFWBean(val path: String, val nsfwScoreBean: NSFWScoreBean)

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app/src/main/java/com/zww/sample/Te.kt
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package com.zww.sample
/**
* 创建者: 赵
* 创建时间: 2022/1/5 10:14 上午
* 文件描述:
*/
data class Tl(val tl1:StrictMath,val tl2:LinkageError)

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app/src/main/res/drawable/ic_launcher_background.xml
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<?xml version="1.0" encoding="utf-8"?>
<vector xmlns:android="http://schemas.android.com/apk/res/android"
android:width="108dp"
android:height="108dp"
android:viewportWidth="108"
android:viewportHeight="108">
<path
android:fillColor="#3DDC84"
android:pathData="M0,0h108v108h-108z" />
<path
android:fillColor="#00000000"
android:pathData="M9,0L9,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M19,0L19,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M29,0L29,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M39,0L39,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M49,0L49,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M59,0L59,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M69,0L69,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M79,0L79,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M89,0L89,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M99,0L99,108"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,9L108,9"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,19L108,19"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,29L108,29"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,39L108,39"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,49L108,49"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,59L108,59"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,69L108,69"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,79L108,79"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,89L108,89"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M0,99L108,99"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M19,29L89,29"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M19,39L89,39"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M19,49L89,49"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M19,59L89,59"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M19,69L89,69"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M19,79L89,79"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M29,19L29,89"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M39,19L39,89"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M49,19L49,89"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M59,19L59,89"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M69,19L69,89"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
<path
android:fillColor="#00000000"
android:pathData="M79,19L79,89"
android:strokeWidth="0.8"
android:strokeColor="#33FFFFFF" />
</vector>

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app/src/main/res/layout/activity_main.xml
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<?xml version="1.0" encoding="utf-8"?>
<LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
android:layout_width="match_parent"
android:layout_height="match_parent"
android:orientation="vertical">
<TextView
android:layout_width="match_parent"
android:layout_height="?actionBarSize"
android:gravity="center"
android:background="@color/colorPrimaryDark"
android:textSize="14sp"
android:textColor="#ffffff"
android:text="离线鉴黄" />
<androidx.recyclerview.widget.RecyclerView
android:id="@+id/mRecyclerView"
android:layout_width="match_parent"
android:layout_height="match_parent"/>
</LinearLayout>

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<?xml version="1.0" encoding="utf-8"?>
<RelativeLayout xmlns:android="http://schemas.android.com/apk/res/android"
xmlns:app="http://schemas.android.com/apk/res-auto"
android:layout_width="200dp"
android:layout_height="200dp">
<ImageView
android:id="@+id/iv"
android:layout_width="match_parent"
android:layout_height="match_parent"
android:layout_margin="5dp"
android:scaleType="centerCrop"/>
<TextView
android:id="@+id/tv"
android:layout_width="match_parent"
android:layout_height="wrap_content"
android:layout_alignParentBottom="true"
android:layout_marginLeft="5dp"
android:layout_marginBottom="5dp"
android:textColor="#ffffff"
android:gravity="center"
android:layout_marginRight="5dp"
android:background="#C1FF9800" />
</RelativeLayout>

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11
app/src/main/res/values/colors.xml
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<?xml version="1.0" encoding="utf-8"?>
<resources>
<color name="colorPrimary">#6200EE</color>
<color name="colorPrimaryDark">#3700B3</color>
<color name="colorAccent">#03DAC5</color>
<color name="transparent">#00000000</color>
<color name="black">#000000</color>
<color name="see">#3F51B5</color>
<color name="bg">#ECECEC</color>
</resources>

3
app/src/main/res/values/strings.xml
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<resources>
<string name="app_name">离线鉴黄</string>
</resources>

17
app/src/main/res/values/styles.xml
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<resources>
<!-- Base application theme. -->
<style name="AppTheme" parent="Theme.AppCompat.Light.NoActionBar">
<!-- Customize your theme here. -->
<item name="colorPrimary">@color/colorPrimary</item>
<item name="colorPrimaryDark">@color/colorPrimaryDark</item>
<item name="colorAccent">@color/colorAccent</item>
</style>
<style name="Splash" parent="AppTheme">
<item name="android:windowBackground">@drawable/splash_bg</item>
<item name="android:windowTranslucentNavigation">true</item>
<item name="windowNoTitle">true</item>
<item name="android:windowTranslucentStatus">true</item>
<item name="android:windowFullscreen">true</item>
</style>
</resources>

32
build.gradle
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buildscript {
ext.kotlin_version = '1.4.32'
ext.libVersion = '1.5.1'
repositories {
mavenCentral()
jcenter()
google()
}
dependencies {
classpath 'com.android.tools.build:gradle:4.1.2'
classpath "org.jetbrains.kotlin:kotlin-gradle-plugin:$kotlin_version"
classpath "org.jetbrains.dokka:dokka-gradle-plugin:0.9.18"
}
}
allprojects {
repositories {
jcenter()
google()
mavenCentral()
}
tasks.withType(Javadoc) {
options.addStringOption('Xdoclint:none', '-quiet')
options.addStringOption('encoding', 'UTF-8')
options.encoding = "GBK"
}
}
task clean(type: Delete) {
delete rootProject.buildDir
}

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6
gradle/wrapper/gradle-wrapper.properties vendored
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#Thu Jun 04 08:01:30 CST 2020
distributionBase=GRADLE_USER_HOME
distributionPath=wrapper/dists
zipStoreBase=GRADLE_USER_HOME
zipStorePath=wrapper/dists
distributionUrl=https\://services.gradle.org/distributions/gradle-6.6.1-all.zip

172
gradlew vendored
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#!/usr/bin/env sh
##############################################################################
##
## Gradle start up script for UN*X
##
##############################################################################
# Attempt to set APP_HOME
# Resolve links: $0 may be a link
PRG="$0"
# Need this for relative symlinks.
while [ -h "$PRG" ]; do
ls=$(ls -ld "$PRG")
link=$(expr "$ls" : '.*-> \(.*\)$')
if expr "$link" : '/.*' >/dev/null; then
PRG="$link"
else
PRG=$(dirname "$PRG")"/$link"
fi
done
SAVED="$(pwd)"
cd "$(dirname \"$PRG\")/" >/dev/null
APP_HOME="$(pwd -P)"
cd "$SAVED" >/dev/null
APP_NAME="Gradle"
APP_BASE_NAME=$(basename "$0")
# Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
DEFAULT_JVM_OPTS=""
# Use the maximum available, or set MAX_FD != -1 to use that value.
MAX_FD="maximum"
warn() {
echo "$*"
}
die() {
echo
echo "$*"
echo
exit 1
}
# OS specific support (must be 'true' or 'false').
cygwin=false
msys=false
darwin=false
nonstop=false
case "$(uname)" in
CYGWIN*)
cygwin=true
;;
Darwin*)
darwin=true
;;
MINGW*)
msys=true
;;
NONSTOP*)
nonstop=true
;;
esac
CLASSPATH=$APP_HOME/gradle/wrapper/gradle-wrapper.jar
# Determine the Java command to use to start the JVM.
if [ -n "$JAVA_HOME" ]; then
if [ -x "$JAVA_HOME/jre/sh/java" ]; then
# IBM's JDK on AIX uses strange locations for the executables
JAVACMD="$JAVA_HOME/jre/sh/java"
else
JAVACMD="$JAVA_HOME/bin/java"
fi
if [ ! -x "$JAVACMD" ]; then
die "ERROR: JAVA_HOME is set to an invalid directory: $JAVA_HOME
Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
fi
else
JAVACMD="java"
which java >/dev/null 2>&1 || die "ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
Please set the JAVA_HOME variable in your environment to match the
location of your Java installation."
fi
# Increase the maximum file descriptors if we can.
if [ "$cygwin" = "false" -a "$darwin" = "false" -a "$nonstop" = "false" ]; then
MAX_FD_LIMIT=$(ulimit -H -n)
if [ $? -eq 0 ]; then
if [ "$MAX_FD" = "maximum" -o "$MAX_FD" = "max" ]; then
MAX_FD="$MAX_FD_LIMIT"
fi
ulimit -n $MAX_FD
if [ $? -ne 0 ]; then
warn "Could not set maximum file descriptor limit: $MAX_FD"
fi
else
warn "Could not query maximum file descriptor limit: $MAX_FD_LIMIT"
fi
fi
# For Darwin, add options to specify how the application appears in the dock
if $darwin; then
GRADLE_OPTS="$GRADLE_OPTS \"-Xdock:name=$APP_NAME\" \"-Xdock:icon=$APP_HOME/media/gradle.icns\""
fi
# For Cygwin, switch paths to Windows format before running java
if $cygwin; then
APP_HOME=$(cygpath --path --mixed "$APP_HOME")
CLASSPATH=$(cygpath --path --mixed "$CLASSPATH")
JAVACMD=$(cygpath --unix "$JAVACMD")
# We build the pattern for arguments to be converted via cygpath
ROOTDIRSRAW=$(find -L / -maxdepth 1 -mindepth 1 -type d 2>/dev/null)
SEP=""
for dir in $ROOTDIRSRAW; do
ROOTDIRS="$ROOTDIRS$SEP$dir"
SEP="|"
done
OURCYGPATTERN="(^($ROOTDIRS))"
# Add a user-defined pattern to the cygpath arguments
if [ "$GRADLE_CYGPATTERN" != "" ]; then
OURCYGPATTERN="$OURCYGPATTERN|($GRADLE_CYGPATTERN)"
fi
# Now convert the arguments - kludge to limit ourselves to /bin/sh
i=0
for arg in "$@"; do
CHECK=$(echo "$arg" | egrep -c "$OURCYGPATTERN" -)
CHECK2=$(echo "$arg" | egrep -c "^-") ### Determine if an option
if [ $CHECK -ne 0 ] && [ $CHECK2 -eq 0 ]; then ### Added a condition
eval $(echo args$i)=$(cygpath --path --ignore --mixed "$arg")
else
eval $(echo args$i)="\"$arg\""
fi
i=$((i + 1))
done
case $i in
0) set -- ;;
1) set -- "$args0" ;;
2) set -- "$args0" "$args1" ;;
3) set -- "$args0" "$args1" "$args2" ;;
4) set -- "$args0" "$args1" "$args2" "$args3" ;;
5) set -- "$args0" "$args1" "$args2" "$args3" "$args4" ;;
6) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" ;;
7) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" ;;
8) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" ;;
9) set -- "$args0" "$args1" "$args2" "$args3" "$args4" "$args5" "$args6" "$args7" "$args8" ;;
esac
fi
# Escape application args
save() {
for i; do printf %s\\n "$i" | sed "s/'/'\\\\''/g;1s/^/'/;\$s/\$/' \\\\/"; done
echo " "
}
APP_ARGS=$(save "$@")
# Collect all arguments for the java command, following the shell quoting and substitution rules
eval set -- $DEFAULT_JVM_OPTS $JAVA_OPTS $GRADLE_OPTS "\"-Dorg.gradle.appname=$APP_BASE_NAME\"" -classpath "\"$CLASSPATH\"" org.gradle.wrapper.GradleWrapperMain "$APP_ARGS"
# by default we should be in the correct project dir, but when run from Finder on Mac, the cwd is wrong
if [ "$(uname)" = "Darwin" ] && [ "$HOME" = "$PWD" ]; then
cd "$(dirname "$0")"
fi
exec "$JAVACMD" "$@"

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gradlew.bat vendored
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@if "%DEBUG%" == "" @echo off
@rem ##########################################################################
@rem
@rem Gradle startup script for Windows
@rem
@rem ##########################################################################
@rem Set local scope for the variables with windows NT shell
if "%OS%"=="Windows_NT" setlocal
set DIRNAME=%~dp0
if "%DIRNAME%" == "" set DIRNAME=.
set APP_BASE_NAME=%~n0
set APP_HOME=%DIRNAME%
@rem Add default JVM options here. You can also use JAVA_OPTS and GRADLE_OPTS to pass JVM options to this script.
set DEFAULT_JVM_OPTS=
@rem Find java.exe
if defined JAVA_HOME goto findJavaFromJavaHome
set JAVA_EXE=java.exe
%JAVA_EXE% -version >NUL 2>&1
if "%ERRORLEVEL%" == "0" goto init
echo.
echo ERROR: JAVA_HOME is not set and no 'java' command could be found in your PATH.
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.
goto fail
:findJavaFromJavaHome
set JAVA_HOME=%JAVA_HOME:"=%
set JAVA_EXE=%JAVA_HOME%/bin/java.exe
if exist "%JAVA_EXE%" goto init
echo.
echo ERROR: JAVA_HOME is set to an invalid directory: %JAVA_HOME%
echo.
echo Please set the JAVA_HOME variable in your environment to match the
echo location of your Java installation.
goto fail
:init
@rem Get command-line arguments, handling Windows variants
if not "%OS%" == "Windows_NT" goto win9xME_args
:win9xME_args
@rem Slurp the command line arguments.
set CMD_LINE_ARGS=
set _SKIP=2
:win9xME_args_slurp
if "x%~1" == "x" goto execute
set CMD_LINE_ARGS=%*
:execute
@rem Setup the command line
set CLASSPATH=%APP_HOME%\gradle\wrapper\gradle-wrapper.jar
@rem Execute Gradle
"%JAVA_EXE%" %DEFAULT_JVM_OPTS% %JAVA_OPTS% %GRADLE_OPTS% "-Dorg.gradle.appname=%APP_BASE_NAME%" -classpath "%CLASSPATH%" org.gradle.wrapper.GradleWrapperMain %CMD_LINE_ARGS%
:end
@rem End local scope for the variables with windows NT shell
if "%ERRORLEVEL%"=="0" goto mainEnd
:fail
rem Set variable GRADLE_EXIT_CONSOLE if you need the _script_ return code instead of
rem the _cmd.exe /c_ return code!
if not "" == "%GRADLE_EXIT_CONSOLE%" exit 1
exit /b 1
:mainEnd
if "%OS%"=="Windows_NT" endlocal
:omega

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nsfw/.gitignore vendored
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/build

140
nsfw/build.gradle
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apply plugin: 'com.android.library'
apply plugin: 'kotlin-android'
apply plugin: 'kotlin-android-extensions'
apply plugin: 'org.jetbrains.dokka'
apply plugin: 'maven'
apply plugin: 'signing'
android {
compileSdkVersion 30
buildToolsVersion "30.0.2"
defaultConfig {
minSdkVersion 16
targetSdkVersion 30
versionCode 151
versionName "$libVersion"
testInstrumentationRunner "androidx.test.runner.AndroidJUnitRunner"
consumerProguardFiles "consumer-rules.pro"
}
buildTypes {
release {
minifyEnabled false
proguardFiles getDefaultProguardFile('proguard-android-optimize.txt'), 'proguard-rules.pro'
}
}
// sourceSets {
// main {
// java {
// include '**/*.java'
// include '**/*.kt'
// }
// }
// }
}
dependencies {
implementation fileTree(dir: "libs", include: ["*.jar"])
implementation "org.jetbrains.kotlin:kotlin-stdlib:$kotlin_version"
implementation 'androidx.core:core-ktx:1.3.2'
implementation 'androidx.appcompat:appcompat:1.2.0'
api 'org.tensorflow:tensorflow-lite:2.1.0'
api 'org.tensorflow:tensorflow-lite-gpu:2.1.0'
//协程相关
implementation "org.jetbrains.kotlinx:kotlinx-coroutines-android:1.4.2"
}
Properties properties = new Properties()
properties.load(project.rootProject.file('local.properties').newDataInputStream())
def lUsername = properties.getProperty("username")
def lPassword = properties.getProperty("password")
group="io.github.devzwy"
version="$libVersion"
uploadArchives {
repositories {
mavenDeployer {
beforeDeployment { MavenDeployment deployment -> signing.signPom(deployment) }
repository(url: "https://s01.oss.sonatype.org/service/local/staging/deploy/maven2/") {
authentication(userName: lUsername, password: lPassword)
}
pom.project {
name 'nsfw'
packaging 'jar'
description 'android端离线鉴黄库'
url 'https://github.com/devzwy/open_nsfw_android'
scm {
connection 'scm:git:https://github.com/devzwy/open_nsfw_android.git'
developerConnection 'scm:git:https://github.com/devzwy/open_nsfw_android.git'
url 'https://github.com/devzwy/open_nsfw_android'
}
licenses {
license {
name 'The Apache License, Version 2.0'
url 'http://www.apache.org/licenses/LICENSE-2.0.txt'
}
}
developers {
developer {
id 'nsfw'
name 'dev_zwy'
email 'dev_zwy@aliyun.com'
}
}
}
}
}
}
signing {
sign configurations.archives
}
task generateSourcesJar(type: Jar) {
group = 'jar'
from android.sourceSets.main.java.srcDirs
classifier = 'sources'
}
task sourcesJar(type: Jar) {
from android.sourceSets.main.java.srcDirs
classifier = 'sources'
}
task javadoc(type: Javadoc) {
source = android.sourceSets.main.java.srcDirs
options.encoding = "UTF-8"
classpath += project.files(android.getBootClasspath().join(File.pathSeparator))
}
task javadocJar(type: Jar, dependsOn: javadoc) {
classifier = 'javadoc'
from javadoc.destinationDir
}
task dokkaJavadoc(type: org.jetbrains.dokka.gradle.DokkaTask) {
outputFormat = 'javadoc'
outputDirectory = javadoc.destinationDir
}
task generateJavadoc(type: Jar, dependsOn: dokkaJavadoc) {
group = 'jar'
classifier = 'javadoc'
from javadoc.destinationDir
}
artifacts {
archives generateJavadoc //javadocJar
archives generateSourcesJar //sourcesJar
}

0
nsfw/consumer-rules.pro
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21
nsfw/proguard-rules.pro vendored
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# Add project specific ProGuard rules here.
# You can control the set of applied configuration files using the
# proguardFiles setting in build.gradle.
#
# For more details, see
# http://developer.android.com/guide/developing/tools/proguard.html
# If your project uses WebView with JS, uncomment the following
# and specify the fully qualified class name to the JavaScript interface
# class:
#-keepclassmembers class fqcn.of.javascript.interface.for.webview {
# public *;
#}
# Uncomment this to preserve the line number information for
# debugging stack traces.
#-keepattributes SourceFile,LineNumberTable
# If you keep the line number information, uncomment this to
# hide the original source file name.
#-renamesourcefileattribute SourceFile

24
nsfw/src/androidTest/java/com/zwy/nsfw/ExampleInstrumentedTest.kt
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package com.zwy.nsfw
import androidx.test.platform.app.InstrumentationRegistry
import androidx.test.ext.junit.runners.AndroidJUnit4
import org.junit.Test
import org.junit.runner.RunWith
import org.junit.Assert.*
/**
* Instrumented test, which will execute on an Android device.
*
* See [testing documentation](http://d.android.com/tools/testing).
*/
@RunWith(AndroidJUnit4::class)
class ExampleInstrumentedTest {
@Test
fun useAppContext() {
// Context of the app under test.
val appContext = InstrumentationRegistry.getInstrumentation().targetContext
assertEquals("com.zwy.nsfw.test", appContext.packageName)
}
}

3
nsfw/src/main/AndroidManifest.xml
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<manifest xmlns:android="http://schemas.android.com/apk/res/android"
package="io.github.devzwy.nsfw">
</manifest>

311
nsfw/src/main/java/io/github/devzwy/nsfw/NSFWHelper.kt
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package io.github.devzwy.nsfw
import android.content.Context
import android.content.res.AssetFileDescriptor
import android.graphics.Bitmap
import android.graphics.BitmapFactory
import android.graphics.Color
import android.os.SystemClock
import android.util.Log
import kotlinx.coroutines.*
import org.tensorflow.lite.Interpreter
import org.tensorflow.lite.gpu.GpuDelegate
import java.io.ByteArrayOutputStream
import java.io.File
import java.io.FileInputStream
import java.io.FileNotFoundException
import java.nio.ByteBuffer
import java.nio.ByteOrder
import java.nio.channels.FileChannel
import java.text.DecimalFormat
object NSFWHelper {
/*为空时表示未初始化SDK*/
private var nsfwApplication: Context? = null
/*扫描器*/
private lateinit var mInterpreter: Interpreter
/*数据宽*/
private val INPUT_WIDTH = 224
/*数据高*/
private val INPUT_HEIGHT = 224
/*日志输出控制*/
private var isEnableLog = false
/**
* NSFW初始化函数 内部日志默认关闭，调试环境可使用openDebugLog()开启日志
* [application] 建议传入application,传入activity可能会有内存泄漏
* [modelPath] 模型文件路径，为空时将默认从Assets下读取
* [isOpenGPU] 是否开启GPU扫描加速，部分机型兼容不友好的可关闭。默认开启
* [numThreads] 扫描数据时内部分配的线程 默认4
*/
fun initHelper(
context: Context,
modelPath: String? = null,
isOpenGPU: Boolean = true,
numThreads: Int = 4
) {
nsfwApplication?.let {
logD("NSFWHelper已初始化，自动跳过本次初始化！")
return
}
nsfwApplication = context
getInterpreterOptions(isOpenGPU, numThreads).let { options ->
if (modelPath.isNullOrEmpty()) {
logD("未传入模型路径，尝试从Assets下读取'nsfw.tflite'模型文件")
//指定模型为空时默认寻找assets目录下名称为nsfw.tflite的模型
try {
mInterpreter = Interpreter(
nsfwApplication!!.assets.openFd("nsfw.tflite")
.let { fileDescriptor ->
FileInputStream(fileDescriptor.fileDescriptor).channel.map(
FileChannel.MapMode.READ_ONLY,
fileDescriptor.startOffset,
fileDescriptor.declaredLength
)
}, options
)
} catch (mFileNotFoundException: FileNotFoundException) {
nsfwApplication = null
logE("未从Assets下成功读取'nsfw.tflite'模型")
throw NSFWException("未从Assets下成功读取'nsfw.tflite'模型")
}
logD("从Assets下加载模型文件成功!")
} else {
logD("尝试从传入的模型路径读取模型")
//指定路径下寻找模型文件进行初始化
try {
modelPath.let {
File(it).let { modelFile ->
modelFile.exists().assetBoolean({
mInterpreter = Interpreter(
modelFile,
options
)
}, {
throw FileNotFoundException("未找到模型文件")
})
}
}
logD("模型加载成功!")
} catch (e: Exception) {
nsfwApplication = null
logE("模型配置错误，读取失败")
throw NSFWException("未能正确读取到模型文件 '${modelPath}'")
}
}
}
logD("NSFWHelper初始化成功!${if (isOpenGPU) "GPU加速已成功开启" else "GPU加速未开启"}")
}
/**
* 开启日志
*/
fun openDebugLog() {
isEnableLog = true
}
private fun logD(content: String) {
if (isEnableLog) Log.d(javaClass.name, content)
}
private fun logE(content: String) {
if (isEnableLog) Log.e(javaClass.name, content)
}
private fun getInterpreterOptions(openGPU: Boolean, numThreads: Int): Interpreter.Options {
return Interpreter.Options().also {
it.setNumThreads(numThreads)
if (openGPU) {
it.addDelegate(GpuDelegate())
/*CPU转到GPU可以直接读取或直接写入数据到GPU中的硬件缓冲区并绕过可避免的memory copies*/
it.setAllowBufferHandleOutput(true)
/*CPU转到GPU处理提升扫描速度*/
it.setAllowFp16PrecisionForFp32(true)
}
}
}
/**
* 同步扫描文件NSFW数值
*/
fun getNSFWScore(file: File): NSFWScoreBean {
return getNSFWScore(BitmapFactory.decodeFile(file.path))
}
/**
* 异步扫描文件NSFW数值
*/
fun getNSFWScore(file: File, onResult: ((NSFWScoreBean) -> Unit)) {
GlobalScope.launch(Dispatchers.IO) {
getNSFWScore(BitmapFactory.decodeFile(file.path)).let { result ->
withContext(Dispatchers.Main) {
onResult(result)
}
}
}
}
/**
* 同步扫描文件NSFW数值
*/
fun getNSFWScore(filePath: String): NSFWScoreBean {
return getNSFWScore(BitmapFactory.decodeFile(filePath))
}
/**
* 异步扫描文件NSFW数值
*/
fun getNSFWScore(filePath: String, onResult: ((NSFWScoreBean) -> Unit)) {
GlobalScope.launch(Dispatchers.IO) {
getNSFWScore(BitmapFactory.decodeFile(filePath)).let { result ->
withContext(Dispatchers.Main) {
onResult(result)
}
}
}
}
/**
* 同步扫描bitmap
*/
fun getNSFWScore(bitmap: Bitmap): NSFWScoreBean {
nsfwApplication?.let {
SystemClock.uptimeMillis().let { startTime ->
//缩放位图时是否应使用双线性过滤。如果这是正确的，则在缩放时将使用双线性滤波，从而以较差的性能为代价具有更好的图像质量。如果这是错误的，则使用最近邻居缩放，这将使图像质量较差但速度更快。推荐的默认设置是将滤镜设置为“ true”，因为双线性滤镜的成本通常很小，并且改善的图像质量非常重要
ByteArrayOutputStream().let { stream ->
bitmap.compress(Bitmap.CompressFormat.JPEG, 100, stream)
stream.close()
convertBitmapToByteBuffer(
Bitmap.createScaledBitmap(
bitmap,
256,
256,
true
)
).let { result ->
// out
Array(1) { FloatArray(2) }.apply {
synchronized(this@NSFWHelper) {
mInterpreter.run(result.imgData, this)
DecimalFormat("0.000").let {
return NSFWScoreBean(
it.format(this[0][1]).toFloat(),
it.format(this[0][0]).toFloat(),
result.exceTime,
SystemClock.uptimeMillis() - startTime
).also {
logD("扫描完成(${result}) -> $it")
}
}
}
}
}
}
}
}
throw NSFWException("请调用NSFWHelper.init(...)函数后再试!")
}
/**
* 异步扫描文件NSFW数值
*/
fun getNSFWScore(bitmap: Bitmap, onResult: ((NSFWScoreBean) -> Unit)) {
// # 根据路径获取图片 Image.open(path)
// # 判断图片的像素格式是否为RGB，如果不是RGB则转换为RGB(24位彩色图像,每个像素用24个bit表示，分别表示红色、绿色和蓝色三个通道)
// # 重制图片大小为256*256并使用 官方解释：若要调整大小，请对所有可能影响输出值的像素使用线性插值计算输出像素值。对于其他变换，使用输入图像中2x2环境上的线性插值。
// # 对resize的结果转换为io流并保存为JPEG格式
// # Convert to 64-bit floating point.asType float32 定义变量存储转换后的32位float图片数据
// # 获取图片的宽高，截取 224*224大小 x从16位开始，取到16+224位置 y亦是如此
// # 将取的数值转换位float32
// # 将每一个颜色值*255
// # 将每一个颜色减去一定的阈值 104....
// # [[[127.64.-18]]] 转换为 [[[[127.64.-18]]]]
// # 使用index关键字喂入模型
// # 删除所有单维度的条目
// # 输出扫描结果
GlobalScope.launch(Dispatchers.IO) {
getNSFWScore(bitmap).let { result ->
withContext(Dispatchers.Main) {
onResult(result)
}
}
}
}
/**
* 装载扫描数据
*/
private fun convertBitmapToByteBuffer(bitmap_: Bitmap): CovertBitmapResultBean {
ByteBuffer.allocateDirect(1 * INPUT_WIDTH * INPUT_HEIGHT * 3 * 4).let { imgData ->
imgData.order(ByteOrder.LITTLE_ENDIAN)
SystemClock.uptimeMillis().let { startTime ->
imgData.rewind()
IntArray(INPUT_WIDTH * INPUT_HEIGHT).let {
//把每个像素的颜色值转为int 存入intValues
bitmap_.getPixels(
it,
0,
INPUT_WIDTH,
Math.max((bitmap_.height - INPUT_HEIGHT) / 2, 0),
Math.max((bitmap_.width - INPUT_WIDTH) / 2, 0),
INPUT_WIDTH,
INPUT_HEIGHT
)
for (color in it) {
imgData.putFloat((Color.blue(color) - 104).toFloat())
imgData.putFloat((Color.green(color) - 117).toFloat())
imgData.putFloat((Color.red(color) - 123).toFloat())
}
}
return CovertBitmapResultBean(imgData, SystemClock.uptimeMillis() - startTime)
}
}
}
}

32
nsfw/src/main/java/io/github/devzwy/nsfw/utils.kt
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@ -0,0 +1,32 @@
package io.github.devzwy.nsfw
import android.graphics.Bitmap
import java.lang.Exception
import java.nio.ByteBuffer
/**
* [nsfwScore]不适宜度
* [sfwScore]适宜度
* [TimeConsumingToLoadData]装载数据耗时
* [TimeConsumingToScanData]扫描数据耗时
*/
data class NSFWScoreBean(
val nsfwScore: Float,
val sfwScore: Float,
val timeConsumingToLoadData: Long,
val timeConsumingToScanData: Long
) {
override fun toString(): String {
return "nsfwScore:$nsfwScore, sfwScore:$sfwScore, TimeConsumingToLoadData:$timeConsumingToLoadData ms, TimeConsumingToScanData=$timeConsumingToScanData ms)"
}
}
fun Boolean.assetBoolean(onTrue: ()-> Unit,onFalse: ()-> Unit){
if (this) onTrue() else onFalse()
}
class NSFWException(str:String):Exception(str)
data class CovertBitmapResultBean(val imgData: ByteBuffer,val exceTime:Long)
fun Bitmap.getNsfwScore() = NSFWHelper.getNSFWScore(this)

17
nsfw/src/test/java/com/zwy/nsfw/ExampleUnitTest.kt
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package com.zwy.nsfw
import org.junit.Test
import org.junit.Assert.*
/**
* Example local unit test, which will execute on the development machine (host).
*
* See [testing documentation](http://d.android.com/tools/testing).
*/
class ExampleUnitTest {
@Test
fun addition_isCorrect() {
assertEquals(4, 2 + 2)
}
}

2
settings.gradle
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@ -0,0 +1,2 @@
include ':nsfw'
include ':app'
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