Use Grammarly with the design doc

Author: Yi Wang

paddle/scripts/docker/README.md

@@ -2,32 +2,32 @@
 
 ## Goals
 
-We want the building procedure generates Docker images, so we can run PaddlePaddle applications on Kubernetes clusters.
+We want the building procedure generates Docker images so that we can run PaddlePaddle applications on Kubernetes clusters.
 
-We want it generates .deb packages, so that enterprises without Docker support can run PaddlePaddle applications as well.
+We want to build .deb packages so that enterprise users can run PaddlePaddle applications without Docker.
 
-We want to minimize the size of  generated Docker images and .deb packages so to ease the deployment cost.
+We want to minimize the size of generated Docker images and .deb packages so to reduce the download time.
 
 We want to encapsulate building tools and dependencies in a *development* Docker image so to ease the tools installation for developers.
 
-We want developers can use whatever editing tools (emacs, vim, Eclipse, Jupyter Notebook), so the development Docker image contains only building tools, not editing tools, and developers are supposed to git clone source code into their development computers, instead of the container running the development Docker image.
+Developers use various editors (emacs, vim, Eclipse, Jupyter Notebook), so the development Docker image contains only building tools, not editing tools, and developers are supposed to git clone source code into their development computers and map the code into the development container.
 
-We want the procedure and tools work also with testing, continuous integration, and releasing.
+We want the procedure and tools also work with testing, continuous integration, and releasing.
 
 
 ## Docker Images
 
-We want two Docker images for each version of PaddlePaddle:
+So we need two Docker images for each version of PaddlePaddle:
 
 1. `paddle:<version>-dev`
 
-   This a development image contains only the development tools.  This standardizes the building tools and procedure.  Users include:
+   This a development image contains only the development tools and standardizes the building procedure.  Users include:
 
    - developers -- no longer need to install development tools on the host, and can build their current work on the host (development computer).
    - release engineers -- use this to build the official release from certain branch/tag on Github.com.
    - document writers / Website developers -- Our documents are in the source repo in the form of .md/.rst files and comments in source code.  We need tools to extract the information, typeset, and generate Web pages.
 
-   Of course developers can install building tools on their development computers.  But different version of PaddlePaddle might require different set/version of building tools.  Also, it makes collaborative debugging eaiser if all developers use a unified development environment.
+   Of course, developers can install building tools on their development computers.  But different versions of PaddlePaddle might require different set or version of building tools.  Also, it makes collaborative debugging easier if all developers use a unified development environment.
 
   The development image should include the following tools:
 
@@ -38,7 +38,7 @@ We want two Docker images for each version of PaddlePaddle:
    - woboq
    - sshd
 
-   where `sshd` makes it easy for developers to have multiple terminals connecting into the container.  `docker exec` works too, but if the container is running on a remote machine, it would be easier to ssh directly into the container than ssh to the box and run `docker exec`.
+   Many developers work on a remote computer with GPU; they could ssh into the computer and  `docker exec` into the development container. However, running `sshd` in the container allows developers to ssh into the container directly.
 
 1. `paddle:<version>`
 
@@ -49,9 +49,9 @@ We want two Docker images for each version of PaddlePaddle:
    - no-GPU/AVX  `paddle:<version>`
    - no-GPU/no-AVX  `paddle:<version>-noavx`
 
-   We'd like to give users the choice between GPU and no-GPU, because the GPU version image is much larger than then the no-GPU version.
+   We allow users to choose between GPU and no-GPU because the GPU version image is much larger than then the no-GPU version.
 
-   We'd like to give users the choice between AVX and no-AVX, because some cloud providers don't provide AVX-enabled VMs.
+   We allow users the choice between AVX and no-AVX, because some cloud providers don't provide AVX-enabled VMs.
 
 
 ## Development Environment
@@ -60,28 +60,28 @@ Here we describe how to use above two images.  We start from considering our dai
 
 Developers work on a computer, which is usually a laptop or desktop:
 
-![](doc/paddle-development-environment.png)
+<img src="doc/paddle-development-environment.png" width=500 />
 
 or, they might rely on a more sophisticated box (like with GPUs):
 
-![](doc/paddle-development-environment-gpu.png)
+<img src="doc/paddle-development-environment-gpu.png" width=500 />
 
-A basic principle is that source code lies on the development computer (host), so that editing tools like Eclipse can parse the source code and support auto-completion.
+A principle here is that source code lies on the development computer (host) so that editors like Eclipse can parse the source code to support auto-completion.
 
 
 ## Usages
 
 ### Build the Development Docker Image
 
-The following commands check out the source code on the development computer (host) and build the development image `paddle:dev`:
+The following commands check out the source code to the host and build the development image `paddle:dev`:
 
 ```bash
 git clone https://github.com/PaddlePaddle/Paddle paddle
 cd paddle
 docker build -t paddle:dev .
 ```
 
-The `docker build` command assumes that `Dockerfile` is in the root source tree.  This is reasonable because this Dockerfile is this only on in our repo in this design.
+The `docker build` command assumes that `Dockerfile` is in the root source tree.  Note that in this design, this `Dockerfile` is this only one in our repo.
 
 
 ### Build PaddlePaddle from Source Code
@@ -92,7 +92,7 @@ Given the development image `paddle:dev`, the following command builds PaddlePad
 docker run -v $PWD:/paddle -e "GPU=OFF" -e "AVX=ON" -e "TEST=ON" paddle:dev
 ```
 
-This command mounts the source directory on the host into `/paddle` in the container, so  the default entrypoint of `paddle:dev`, `build.sh`, would build the source code with possible local changes.  When it writes to `/paddle/build` in the container, it actually writes to `$PWD/build` on the host.
+This command mounts the source directory on the host into `/paddle` in the container, so the default entry point of `paddle:dev`, `build.sh`, could build the source code with possible local changes.  When it writes to `/paddle/build` in the container, it writes to `$PWD/build` on the host indeed.
 
 `build.sh` builds the following:
 
@@ -109,19 +109,19 @@ The following command builds the production image:
 docker build -t paddle -f build/Dockerfile .
 ```
 
-This production image is minimal -- it includes binary `paddle`, the share library `libpaddle.so`, and Python runtime.
+This production image is minimal -- it includes binary `paddle`, the shared library `libpaddle.so`, and Python runtime.
 
 ### Run PaddlePaddle Applications
 
-Again the development happens on the host.  Suppoose that we have a simple application program in `a.py`, we can test and run it using the production image:
+Again the development happens on the host.  Suppose that we have a simple application program in `a.py`, we can test and run it using the production image:
 
 ```bash
 docker run -it -v $PWD:/work paddle /work/a.py
 ```
 
 But this works only if all dependencies of `a.py` are in the production image. If this is not the case, we need to build a new Docker image from the production image and with more dependencies installs.
 
-### Build and Run PaddlePaddle Appications
+### Build and Run PaddlePaddle Applications
 
 We need a Dockerfile in https://github.com/paddlepaddle/book that builds Docker image `paddlepaddle/book:<version>`, basing on the PaddlePaddle production image:
 
@@ -143,7 +143,7 @@ docker build -t book .
 
 ### Build and Run Distributed Applications
 
-In our [API design doc](https://github.com/PaddlePaddle/Paddle/blob/develop/doc/design/api.md#distributed-training), we proposed an API that starts a distributed training job on a cluster.  This API need to build a PaddlePaddle application into a Docekr image as above, and calls kubectl to run it on the cluster.  This API might need to generate a Dockerfile look like above and call `docker build`.
+In our [API design doc](https://github.com/PaddlePaddle/Paddle/blob/develop/doc/design/api.md#distributed-training), we proposed an API that starts a distributed training job on a cluster.  This API need to build a PaddlePaddle application into a Docker image as above and calls kubectl to run it on the cluster.  This API might need to generate a Dockerfile look like above and call `docker build`.
 
 Of course, we can manually build an application image and launch the job using the kubectl tool: