milvus-io · shengjun1985 · Jan 22, 2021 · Jun 11, 2020 · Jun 29, 2020 · Jul 17, 2020
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -1,7 +1,7 @@
 # Changelog
 
 Please mark all change in change log and use the issue from GitHub
-# Milvus 0.10.5 (TBD)
+# Milvus 0.10.5 (2021-01-07)
 ## Bug
 -   \#4296,#4554 Fix mishards add name-mismatched pod to read-only group
 -   \#4307 Specify partition to load for load_collection()

diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
@@ -35,7 +35,7 @@ The Milvus team members will review your pull requests, and once it is accepted,
 Please create a new branch from an up-to-date master on your fork.
 
 1.  Fork the repository on GitHub.
-2.  Clone your fork to your local machine with `git clone git@github.com:<yourname>/milvus-io/milvus.git`.
+2.  Clone your fork to your local machine with `git clone git@github.com:<yourname>/milvus.git`.
 3.  Create a branch with `git checkout -b my-topic-branch`.
 4.  Make your changes, commit, then push to to GitHub with `git push --set-upstream origin my-topic-branch`. You must record your changes in [CHANGELOG.md](CHANGELOG.md) with issue numbers and descriptions.
 5.  Visit GitHub and make your pull request.

diff --git a/INSTALL.md b/INSTALL.md
@@ -4,31 +4,31 @@
 
 -   [Build from source](#build-from-source)
 
-  - [Requirements](#requirements)
+    - [Requirements](#requirements)
 
-  - [Compilation](#compilation)
+    - [Compilation](#compilation)
 
-  - [Launch Milvus server](#launch-milvus-server)
+    - [Launch Milvus server](#launch-milvus-server)
 
--   [Compile Milvus on Docker](#compile-milvus-on-docker)
+-   [Compile Milvus on Docker](#compile-milvus-on-docker)  
 
-  - [Step 1 Pull Milvus Docker images](#step-1-pull-milvus-docker-images)
+    - [Step 1 Pull Milvus Docker images](#step-1-pull-milvus-docker-images)
 
-  - [Step 2 Start the Docker container](#step-2-start-the-docker-container)
+    - [Step 2 Start the Docker container](#step-2-start-the-docker-container)
 
-  - [Step 3 Download Milvus source code](#step-3-download-milvus-source-code)
+    - [Step 3 Download Milvus source code](#step-3-download-milvus-source-code)
 
-  - [Step 4 Compile Milvus in the container](#step-4-compile-milvus-in-the-container)
+    - [Step 4 Compile Milvus in the container](#step-4-compile-milvus-in-the-container)
 
 -   [Troubleshooting](#troubleshooting)
 
-  - [Error message: `protocol https not supported or disabled in libcurl`](#error-message-protocol-https-not-supported-or-disabled-in-libcurl)
+    - [Error message: `protocol https not supported or disabled in libcurl`](#error-message-protocol-https-not-supported-or-disabled-in-libcurl)
 
-  - [Error message: `internal compiler error`](#error-message-internal-compiler-error)
+    - [Error message: `internal compiler error`](#error-message-internal-compiler-error)
 
-  - [Error message: `error while loading shared libraries: libmysqlpp.so.3`](#error-message-error-while-loading-shared-libraries-libmysqlppso3)
+    - [Error message: `error while loading shared libraries: libmysqlpp.so.3`](#error-message-error-while-loading-shared-libraries-libmysqlppso3)
 
-  - [CMake version is not supported](#cmake-version-is-not-supported)
+    - [CMake version is not supported](#cmake-version-is-not-supported)
 
 <!-- /TOC -->
 
@@ -42,64 +42,77 @@
 
   - CentOS 7
 
-  > Note: If your Linux operating system does not meet the requirements, we recommend that you pull a Docker image of [Ubuntu 18.04](https://docs.docker.com/install/linux/docker-ce/ubuntu/) or [CentOS 7](https://docs.docker.com/install/linux/docker-ce/centos/) as your compilation environment.
+    > Note: If your Linux operating system does not meet the requirements, we recommend that you pull a Docker image of [Ubuntu 18.04](https://docs.docker.com/install/linux/docker-ce/ubuntu/) or [CentOS 7](https://docs.docker.com/install/linux/docker-ce/centos/) as your compilation environment.
 
 -   GCC 7.0 or higher to support C++ 17
 
--   CMake 3.12 or higher
+-   CMake 3.14 or higher
 
 -   Git
 
 For GPU-enabled version, you will also need:
 
--   CUDA 10.0 or higher
+-   CUDA 10.x (10.0, 10.1, 10.2)
 
 -   NVIDIA driver 418 or higher
 
 ### Compilation
 
-#### Step 1 Install dependencies
+#### Step 1 Download Milvus source code and specify version 
+
+Download Milvus source code, change directory and specify version (for example, 0.10.3):
+
+```shell
+$ git clone https://github.com/milvus-io/milvus
+$ cd ./milvus/core
+$ git checkout 0.10.3
+```
+
+#### Step 2 Install dependencies
 
 ##### Install in Ubuntu
 
 ```shell
-$ cd [Milvus root path]/core
 $ ./ubuntu_build_deps.sh
 ```
 
 ##### Install in CentOS
 
 ```shell
-$ cd [Milvus root path]/core
 $ ./centos7_build_deps.sh
 ```
 
-#### Step 2 Build
+#### Step 3 Build Milvus source code
+
+If you want to use CPU-only:
+
+run `build.sh`:
 
 ```shell
-$ cd [Milvus root path]/core
-$ ./build.sh -t Debug
+$ ./build.sh -t Release
 ```
 
-or
+If you want to use GPU-enabled:
+
+1. Add cuda library path to `LD_LIBRARY_PATH`:
 
 ```shell
-$ ./build.sh -t Release
+$ export LD_LIBRARY_PATH=/usr/local/cuda/lib64:$LD_LIBRARY_PATH
 ```
 
-By default, it will build CPU-only version. To build GPU version, add `-g` option.
+2. Add cuda binary path to `PATH`:
 
 ```shell
-$ ./build.sh -g
+$ export PATH=/usr/local/cuda/bin:$PATH
 ```
 
-If you want to know the complete build options, run the following command.
+3. Add a `-g` parameter to run `build.sh`:
 
 ```shell
-$./build.sh -h
+$ ./build.sh -g -t Release
 ```
 
-When the build is completed, everything that you need in order to run Milvus will be installed under `[Milvus root path]/core/milvus`.
+When the build completes, everything that you need to run Milvus is under `[Milvus root path]/core/milvus`.
 
 ### Launch Milvus server
 
@@ -132,37 +145,54 @@ With the following Docker images, you should be able to compile Milvus on any Li
 
 ### Step 1 Pull Milvus Docker images
 
+#### ubuntu18.04
+
 Pull CPU-only image:
 
 ```shell
-$ docker pull milvusdb/milvus-cpu-build-env:latest
+$ docker pull milvusdb/milvus-cpu-build-env:v0.7.0-ubuntu18.04
 ```
 
 Pull GPU-enabled image:
 
 ```shell
-$ docker pull milvusdb/milvus-gpu-build-env:latest
+$ docker pull milvusdb/milvus-gpu-build-env:v0.7.0-ubuntu18.04
 ```
+
+#### CentOs7
+
+Pull CPU-only image:
+
+```shell
+$ docker pull milvusdb/milvus-cpu-build-env:v0.7.0-centos7
+```
+
+Pull GPU-enabled image:
+
+```shell
+$ docker pull milvusdb/milvus-gpu-build-env:v0.7.0-centos7
+```
+
 ### Step 2 Start the Docker container
 
 Start a CPU-only container:
 
 ```shell
-$ docker run -it -p 19530:19530 -d milvusdb/milvus-cpu-build-env:latest
+$ docker run -it -p 19530:19530 -d <milvus_cpu_docker_image>
 ```
 
 Start a GPU container:
 
 - For nvidia docker 2:
 
 ```shell
-$ docker run --runtime=nvidia -it -p 19530:19530 -d milvusdb/milvus-gpu-build-env:latest
+$ docker run --runtime=nvidia -it -p 19530:19530 -d <milvus_gpu_docker_image>
 ```
 
 - For nvidia container toolkit:
 
 ```shell
-docker run --gpus all -it -p 19530:19530 -d milvusdb/milvus-gpu-build-env:latest
+docker run --gpus all -it -p 19530:19530 -d <milvus_gpu_docker_image>
 ```
 
 To enter the container:
@@ -173,10 +203,9 @@ $ docker exec -it [container_id] bash
 
 ### Step 3 Download Milvus source code
 
-Download latest Milvus source code:
+Download Milvus source code:
 
 ```shell
-$ cd /home
 $ git clone https://github.com/milvus-io/milvus
 ```
 
@@ -186,6 +215,12 @@ To enter its core directory:
 $ cd ./milvus/core
 ```
 
+Specify version (for example, 0.10.3):
+
+```shell
+$ git checkout 0.10.3
+```
+
 ### Step 4 Compile Milvus in the container
 
 If you are using a CPU-only image:
@@ -267,16 +302,16 @@ Follow the steps below to solve this problem:
 Follow the steps below to install a supported version of CMake:
 
 1.  Remove the unsupported version of CMake.
-2.  Get CMake 3.12 or higher. Here we get CMake 3.12.
+2.  Get CMake 3.14 or higher. Here we get CMake 3.14.
 
     ```shell
-    $ wget https://cmake.org/files/v3.12/cmake-3.12.2-Linux-x86_64.tar.gz
+    $ wget https://cmake.org/files/v3.14/cmake-3.14.7-Linux-x86_64.tar.gz
     ```
 
 3.  Extract the file and install CMake.
 
     ```shell
-    $ tar zxvf cmake-3.12.2-Linux-x86_64.tar.gz
-    $ mv cmake-3.12.2-Linux-x86_64 /opt/cmake-3.12.2
-    $ ln -sf /opt/cmake-3.12.2/bin/* /usr/bin/
+    $ tar zxvf cmake-3.14.7-Linux-x86_64.tar.gz
+    $ mv cmake-3.14.7-Linux-x86_64 /opt/cmake-3.14.7
+    $ ln -sf /opt/cmake-3.14.7/bin/* /usr/bin/
     ```
diff --git a/README.md b/README.md
@@ -1,5 +1,4 @@
-![Milvuslogo](https://github.com/milvus-io/docs/blob/master/assets/milvus_logo.png)
-
+![Milvuslogo](https://github.com/milvus-io/docs/blob/master/v0.9.1/assets/milvus_logo.png)
 [![Slack](https://img.shields.io/badge/Join-Slack-orange)](https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ)
 ![GitHub](https://img.shields.io/github/license/milvus-io/milvus)
 ![Docker pulls](https://img.shields.io/docker/pulls/milvusdb/milvus)
@@ -11,29 +10,26 @@
 [![CodeFactor Grade](https://www.codefactor.io/repository/github/milvus-io/milvus/badge)](https://www.codefactor.io/repository/github/milvus-io/milvus)
 [![Codacy Badge](https://api.codacy.com/project/badge/Grade/c4bb2ccfb51b47f99e43bfd1705edd95)](https://app.codacy.com/gh/milvus-io/milvus?utm_source=github.com&utm_medium=referral&utm_content=milvus-io/milvus&utm_campaign=Badge_Grade_Dashboard)
 
-English | [中文版](README_CN.md) 
-
 ## What is Milvus
 
-As an open source vector similarity search engine, Milvus is easy-to-use, highly reliable, scalable, robust, and blazing fast. Adopted by over 100 organizations and institutions worldwide, Milvus empowers applications in a variety of fields, including image processing, computer vision, natural language processing, voice recognition, recommender systems, drug discovery, etc. 
-
-Milvus has the following architecture:
+As an open source vector similarity search engine, Milvus is easy-to-use, highly reliable, scalable, robust, and blazing fast. Adopted by over 100 organizations and institutions worldwide, Milvus empowers applications in a variety of fields, including image processing, computer vision, natural language processing, voice recognition, recommender systems, drug discovery, and more. 
 
-![arch](https://github.com/milvus-io/docs/blob/v0.7.1/assets/milvus_arch.png)
+The following is Milvus architecture:
 
-For more detailed introduction of Milvus and its architecture, see [Milvus overview](https://www.milvus.io/docs/about_milvus/overview.md). Keep up-to-date with newest releases and latest updates by reading Milvus [release notes](https://www.milvus.io/docs/releases/release_notes.md).
+![arch](https://github.com/milvus-io/docs/blob/master/v0.9.1/assets/milvus_arch.png)
+For more detailed introduction of Milvus and its architecture, see [Milvus overview](https://www.milvus.io/docs/overview.md). See Milvus [release notes](https://www.milvus.io/docs/release_notes.md) to keep up-to-date with its releases and updates.
 
-Milvus is an [LF AI Foundation](https://lfai.foundation/) incubation project. Learn more at [lfai.foundation](https://lfai.foundation/).
+Milvus is an incubation-stage project at [LF AI & Data Foundation](https://lfaidata.foundation/).
 
 ## Get started
 
 ### Install Milvus
 
-See the [Milvus install guide](https://www.milvus.io/docs/guides/get_started/install_milvus/install_milvus.md) to install Milvus using Docker. To install Milvus from source code, see [build from source](INSTALL.md).
+See [Milvus install guide](https://www.milvus.io/docs/install_milvus.md) to install Milvus using Docker. To install Milvus from source code, see [build from source](INSTALL.md).
 
 ### Try example programs
 
-Try an example program with Milvus using [Python](https://www.milvus.io/docs/guides/get_started/example_code.md), [Java](https://github.com/milvus-io/milvus-sdk-java/tree/master/examples), [Go](https://github.com/milvus-io/milvus-sdk-go/tree/master/examples), or [C++ example code](https://github.com/milvus-io/milvus/tree/master/sdk/examples).
+Try an example program with Milvus using [Python](https://www.milvus.io/docs/example_code.md), [Java](https://github.com/milvus-io/milvus-sdk-java/tree/master/examples), [Go](https://github.com/milvus-io/milvus-sdk-go/tree/master/examples), or [C++ example code](https://github.com/milvus-io/milvus/tree/master/sdk/examples).
 
 ## Supported clients
 
@@ -42,33 +38,33 @@ Try an example program with Milvus using [Python](https://www.milvus.io/docs/gui
 -   [Java](https://github.com/milvus-io/milvus-sdk-java)
 -   [C++](https://github.com/milvus-io/milvus/tree/master/sdk)
 -   [RESTful API](https://github.com/milvus-io/milvus/tree/master/core/src/server/web_impl)
--   [Node.js](https://www.npmjs.com/package/@arkie-ai/milvus-client) (Provided by [arkie](https://www.arkie.cn/))
+-   [Node.js](https://www.npmjs.com/package/@arkie-ai/milvus-client) (Contributed by [arkie](https://www.arkie.cn/))
 
 ## Application scenarios
 
-You can use Milvus to build intelligent systems in a variety of AI application scenarios. Refer to [Milvus Scenarios](https://milvus.io/scenarios) for live demos. You can also refer to [Milvus Bootcamp](https://github.com/milvus-io/bootcamp) for detailed solutions and application scenarios.
+You can use Milvus to build intelligent systems in a variety of AI application scenarios. See [Milvus Scenarios](https://milvus.io/scenarios) for live demos. You can also see [Milvus Bootcamp](https://github.com/milvus-io/bootcamp) for detailed solutions and application scenarios.
 
 ## Benchmark
 
 See our [test reports](https://github.com/milvus-io/milvus/tree/master/docs) for more information about performance benchmarking of different indexes in Milvus.
 
 ## Roadmap
 
-To learn what's coming up soon in Milvus, read our [Roadmap](https://github.com/milvus-io/milvus/projects).
+To learn what's coming up soon in Milvus, read our [Roadmap](https://github.com/milvus-io/milvus/milestones).
 
-It is a Work in Progress, and is subject to reasonable adjustments when necessary. And we greatly welcome any comments/requirements/suggestions regarding Milvus roadmap.:clap:
+It is a Work in Progress, and is subject to reasonable adjustments when necessary. And we greatly appreciate any comments/requirements/suggestions regarding Milvus' roadmap.:clap:
 
 ## Contribution guidelines
 
-Contributions are welcomed and greatly appreciated. Please read our [contribution guidelines](CONTRIBUTING.md) for detailed contribution workflow. This project adheres to the [code of conduct](CODE_OF_CONDUCT.md) of Milvus. By participating, you are expected to uphold this code.
+Contributions are welcomed and greatly appreciated. Please read our [contribution guidelines](CONTRIBUTING.md) for detailed contribution workflow. This project adheres to the [code of conduct](CODE_OF_CONDUCT.md) of Milvus. You must abide by this code in order to participate.
 
 We use [GitHub issues](https://github.com/milvus-io/milvus/issues) to track issues and bugs. For general questions and public discussions, please join our community.
 
 ## Join our community
 
-:heart:To connect with other users and contributors, welcome to join our [Slack channel](https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ).
+:heart:  To connect with other users and contributors, welcome to join our [Slack channel](https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ).
 
-See our [community](https://github.com/milvus-io/community) repository to learn about our governance and access more community resources.
+See our [community](https://github.com/milvus-io/community) repository to learn more about our governance and access more community resources.
 
 
 ## Resources