🔥Version 1.0 (#49)

* Update MatchZoo-py

* Add toy resource to package

* Update CODEOWNERS

* Update README.md

CODEOWNERS

@@ -17,21 +17,21 @@
 .codecov.yml             @Chriskuei
 .coveragerc              @Chriskuei
 .flake8                  @Chriskuei
-.gitignore      	     @faneshion
-.travis.yml     	     @Chriskuei
-CONTRIBUTING.MD 	     @Chriskuei
-Makefile        	     @faneshion @Chriskuei
+.gitignore               @Chriskuei
+.travis.yml              @Chriskuei
+CONTRIBUTING.MD          @Chriskuei
+Makefile                 @Chriskuei
 pytest.ini               @Chriskuei
-README.md       	     @faneshion @Chriskuei
-readthedocs.yml 	     @wqh17101
-requirements.txt         @faneshion @Chriskuei
-setup.py                 @faneshion @Chriskuei
+README.md                @faneshion @Chriskuei
+readthedocs.yml          @wqh17101
+requirements.txt         @Chriskuei @faneshion
+setup.py                 @Chriskuei @faneshion
 
 # artworks
 /artworks/               @faneshion
 
 # tutorials
-/tutorials/              @Chriskuei @faneshion
+/tutorials/              @Chriskuei @faneshion @caiyinqiong
 
 # docs
 /docs/                   @wqh17101
@@ -42,15 +42,15 @@ setup.py                 @faneshion @Chriskuei
 # matchzoo
 
 /matchzoo/auto/          @Chriskuei
-/matchzoo/data_pack/     @faneshion @caiyinqiong
+/matchzoo/data_pack/     @caiyinqiong @faneshion
 /matchzoo/dataloader/    @caiyinqiong @Chriskuei 
 /matchzoo/datasets/      @caiyinqiong
 /matchzoo/embedding/     @caiyinqiong 
 /matchzoo/engine/        @faneshion @Chriskuei
 /matchzoo/losses/        @faneshion @Chriskuei
 /matchzoo/metrics/       @faneshion @Chriskuei
-/matchzoo/models/        @Chriskuei @faneshion 
-/matchzoo/modules/       @Chriskuei
+/matchzoo/models/        @Chriskuei @faneshion @caiyinqiong
+/matchzoo/modules/       @Chriskuei @caiyinqiong
 /matchzoo/preprocessors/ @caiyinqiong @faneshion
 /matchzoo/tasks/         @Chriskuei
 /matchzoo/trainers/      @Chriskuei

CONTRIBUTING.md

@@ -39,7 +39,7 @@ Anyone interested in MatchZoo may review your code.  One of the MatchZoo core de
 For every pull request, we aim to promptly either merge it or say why it's not yet ready; if you go a few days without a reply, please feel
 free to ping the thread by adding a new comment.
 
-For a list of MatchZoo core developers, see [Readme](https://github.com/NTMC-Community/MatchZoo-py/blob/master/README.md).
+For a list of MatchZoo core developers, see [README](https://github.com/NTMC-Community/MatchZoo-py/blob/master/README.md).
 
 Contributing Flow
 ------------------

MANIFEST.in

@@ -0,0 +1 @@
+recursive-include matchzoo/datasets/toy *

README.md

@@ -1,5 +1,5 @@
 <div align='center'>
-<img src="./artworks/matchzoo-logo.png" width = "400"  alt="logo" align="center" />
+<img src="https://github.com/NTMC-Community/MatchZoo-py/blob/master/artworks/matchzoo-logo.png?raw=true" width = "400"  alt="logo" align="center" />
 </div>
 
 # MatchZoo-py [![Tweet](https://img.shields.io/twitter/url/http/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=MatchZoo-py:%20deep%20learning%20for%20semantic%20matching&url=https://github.com/NTMC-Community/MatchZoo-py)
@@ -10,12 +10,13 @@
 > MatchZoo 是一个通用的文本匹配工具包，它旨在方便大家快速的实现、比较、以及分享最新的深度文本匹配模型。
 
 [![Python 3.6](https://img.shields.io/badge/python-3.6%20%7C%203.7-blue.svg)](https://www.python.org/downloads/release/python-360/)
-[![Gitter](https://badges.gitter.im/NTMC-Community/community.svg)](https://gitter.im/NTMC-Community/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)
+[![Pypi Downloads](https://img.shields.io/pypi/dm/matchzoo-py.svg?label=pypi)](https://pypi.org/project/MatchZoo-py/)
 [![Documentation Status](https://readthedocs.org/projects/matchzoo-py/badge/?version=latest)](https://matchzoo-py.readthedocs.io/en/latest/?badge=latest)
 [![Build Status](https://travis-ci.org/NTMC-Community/MatchZoo-py.svg?branch=master)](https://travis-ci.org/NTMC-Community/MatchZoo-py)
 [![codecov](https://codecov.io/gh/NTMC-Community/MatchZoo-py/branch/master/graph/badge.svg)](https://codecov.io/gh/NTMC-Community/MatchZoo-py)
 [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0)
 [![Requirements Status](https://requires.io/github/NTMC-Community/MatchZoo-py/requirements.svg?branch=master)](https://requires.io/github/NTMC-Community/MatchZoo-py/requirements/?branch=master)
+[![Gitter](https://badges.gitter.im/NTMC-Community/community.svg)](https://gitter.im/NTMC-Community/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)
 ---
 
 The goal of MatchZoo is to provide a high-quality codebase for deep text matching research, such as document retrieval, question answering, conversational response ranking, and paraphrase identification. With the unified data processing pipeline, simplified model configuration and automatic hyper-parameters tunning features equipped, MatchZoo is flexible and easy to use.
@@ -156,7 +157,7 @@ If you're interested in the cutting-edge research progress, please take a look a
 
 ## Install
 
-MatchZoo is dependent on [PyTorch](https://pytorch.org). Two ways to install MatchZoo-py:
+MatchZoo-py is dependent on [PyTorch](https://pytorch.org). Two ways to install MatchZoo-py:
 
 **Install MatchZoo-py from Pypi:**