Merge pull request #16 from kavyasrinet/edit_content

Updating the writeup of the demo

Author: wangkuiyi

benchmark/tool/C/README.md

@@ -1,14 +1,15 @@
 # Inference demo
 
-This is an inference demo program based on the Paddle C API. But this demo is based on the c++ code, so need to use g++ or clang++ to compile. 
-The demo can be run from the command line and used to test the inference performance of various models.
+This is an inference demo program based on the C API of PaddlePaddle.
+The demo explained here is based on the C++ code, so we need to use g++ or clang++ to compile.
+The demo can be run from the command line and can be used to test the inference performance of various different models.
 
 ## Android
-To compile and run this demo in the Android environment, follow these steps:
+To compile and run this demo in an Android environment, please follow the following steps:
 
-1. Refer to [this document](https://github.com/PaddlePaddle/Paddle/blob/develop/doc/howto/cross_compiling/cross_compiling_for_android_cn.md) to compile the paddle of android version. After executing make install will generate an output directory containing three subdirectories of include, lib, and third_party.
-2. Compile this inference.cc to an executable program for the Android environment as follow.
- - armeabi-v7a
+1. Refer to [this document](https://github.com/PaddlePaddle/Paddle/blob/develop/doc/howto/cross_compiling/cross_compiling_for_android_cn.md) to compile the Android version of PaddlePaddle. After following the mentioned steps, make install will generate an output directory containing three subdirectories: include, lib, and third_party.
+2. Compile `inference.cc` to an executable program for the Android environment as follows:
+ - For armeabi-v7a
  ```
  mkdir build
  cd build
@@ -21,7 +22,7 @@ To compile and run this demo in the Android environment, follow these steps:
 
  make
  ```
- - arm64-v8a
+ - For arm64-v8a
  ```
  mkdir build
  cd build
@@ -34,7 +35,7 @@ To compile and run this demo in the Android environment, follow these steps:
 
  make
  ```
-3. Run the demo program by logging into the Android environment via adb and specifying the paddle model from the command line.
+3. Run the demo program by logging into the Android environment via adb and specifying the PaddlePaddle model from the command line as follows:
 ```
 ./inference --merged_model ./model/mobilenet.paddle --input_size 150528
 ```