README.md

# C++ Demo
1. 使用`lite/tools/Dockerfile.mobile`生成docker镜像
2. 运行并进入docker镜像环境，执行`wget http://paddle-inference-dist.bj.bcebos.com/lite_release/v2.1.0/inference_lite_lib.android.armv8.tar.gz `下载所需demo环境。(armv7 demo可使用命令`wget http://paddle-inference-dist.bj.bcebos.com/lite_release/v2.1.0/inference_lite_lib.android.armv7.tar.gz` 进行下载)。
3. 解压下载文件`tar zxvf inference_lite_lib.android.armv8.tar.gz `
4. 执行以下命令准备模拟器环境
```shell
# armv8
adb kill-server
adb devices | grep emulator | cut -f1 | while read line; do adb -s $line emu kill; done
echo n | avdmanager create avd -f -n paddle-armv8 -k "system-images;android-24;google_apis;arm64-v8a"
echo -ne '\n' | ${ANDROID_HOME}/emulator/emulator -avd paddle-armv8 -noaudio -no-window -gpu off -port 5554 &
sleep 1m
```
```shell
# armv7
adb kill-server
adb devices | grep emulator | cut -f1 | while read line; do adb -s $line emu kill; done
echo n | avdmanager create avd -f -n paddle-armv7 -k "system-images;android-24;google_apis;armeabi-v7a"
echo -ne '\n' | ${ANDROID_HOME}/emulator/emulator -avd paddle-armv7 -noaudio -no-window -gpu off -port 5554 &
sleep 1m
```
5. 准备模型、编译并运行完整api的demo
```shell
cd inference_lite_lib.android.armv8/demo/cxx/mobile_full
wget http://paddle-inference-dist.bj.bcebos.com/mobilenet_v1.tar.gz
tar zxvf mobilenet_v1.tar.gz
make
adb -s emulator-5554 push mobilenet_v1 /data/local/tmp/
adb -s emulator-5554 push mobilenetv1_full_api /data/local/tmp/
adb -s emulator-5554 push ../../../cxx/lib/libpaddle_full_api_shared.so /data/local/tmp/
adb -s emulator-5554 shell chmod +x /data/local/tmp/mobilenetv1_full_api
adb -s emulator-5554 shell "export LD_LIBRARY_PATH=/data/local/tmp/:$LD_LIBRARY_PATH && 
/data/local/tmp/mobilenetv1_full_api --model_dir=/data/local/tmp/mobilenet_v1 --optimized_model_dir=/data/local/tmp/mobilenet_v1.opt"
```
运行成功将在控制台输出预测结果的前10个类别的预测概率

6. 编译并运行轻量级api的demo
```shell
cd ../mobile_light
make
adb -s emulator-5554 push mobilenetv1_light_api /data/local/tmp/
adb -s emulator-5554 push ../../../cxx/lib/libpaddle_light_api_shared.so /data/local/tmp/
adb -s emulator-5554 shell chmod +x /data/local/tmp/mobilenetv1_light_api
adb -s emulator-5554 shell "export LD_LIBRARY_PATH=/data/local/tmp/:$LD_LIBRARY_PATH && 
/data/local/tmp/mobilenetv1_light_api /data/local/tmp/mobilenet_v1.opt"
```

7. 编译并运行目标检测的demo
```shell
cd ../mobile_detection
wget https://paddle-inference-dist.bj.bcebos.com/mobilenetv1-ssd.tar.gz
tar zxvf mobilenetv1-ssd.tar.gz
make
adb -s emulator-5554 push mobile_detection /data/local/tmp/
adb -s emulator-5554 push test.jpg /data/local/tmp/
adb -s emulator-5554 push ../../../cxx/lib/libpaddle_light_api_shared.so /data/local/tmp/
adb -s emulator-5554 shell chmod +x /data/local/tmp/mobile_detection
adb -s emulator-5554 shell "export LD_LIBRARY_PATH=/data/local/tmp/:$LD_LIBRARY_PATH && 
/data/local/tmp/mobile_detection /data/local/tmp/mobilenetv1-ssd /data/local/tmp/test.jpg"
adb -s emulator-5554 pull /data/local/tmp/test_detection_result.jpg ./
```
运行成功将在mobile_detection目录下看到生成的目标检测结果图像: test_detection_result.jpg

8. 编译并运行物体分类的demo
```shell
cd ../mobile_classify
wget http://paddle-inference-dist.bj.bcebos.com/mobilenet_v1.tar.gz
tar zxvf mobilenet_v1.tar.gz
make
adb -s emulator-5554 push mobile_classify /data/local/tmp/
adb -s emulator-5554 push test.jpg /data/local/tmp/
adb -s emulator-5554 push labels.txt /data/local/tmp/
adb -s emulator-5554 push ../../../cxx/lib/libpaddle_light_api_shared.so /data/local/tmp/
adb -s emulator-5554 shell chmod +x /data/local/tmp/mobile_classify
adb -s emulator-5554 shell "export LD_LIBRARY_PATH=/data/local/tmp/:$LD_LIBRARY_PATH && 
/data/local/tmp/mobile_classify /data/local/tmp/mobilenet_v1 /data/local/tmp/test.jpg /data/local/tmp/labels.txt"
```
运行成功将在控制台输出预测结果的前5个类别的预测概率
- 如若想看前10个类别的预测概率，在运行命令输入topk的值即可
    eg:
    ```shell
    adb -s emulator-5554 shell "export LD_LIBRARY_PATH=/data/local/tmp/:$LD_LIBRARY_PATH && 
    /data/local/tmp/mobile_classify /data/local/tmp/mobilenet_v1 /data/local/tmp/test.jpg /data/local/tmp/labels.txt 10"
    ```
- 如若想看其他模型的分类结果， 在运行命令输入model_dir 及其model的输入大小即可
    eg:
    ```shell
    adb -s emulator-5554 shell "export LD_LIBRARY_PATH=/data/local/tmp/:$LD_LIBRARY_PATH && 
    /data/local/tmp/mobile_classify /data/local/tmp/mobilenet_v2 /data/local/tmp/test.jpg /data/local/tmp/labels.txt 10 224 224"
    ```