microsoft · ArthurJiang · Sep 25, 2020 · Sep 18, 2020 · Sep 18, 2020 · Sep 21, 2020
diff --git a/README.md b/README.md
@@ -2,6 +2,8 @@
 [![build](https://github.com/microsoft/maro/workflows/build/badge.svg)](https://github.com/microsoft/maro/actions?query=workflow%3Abuild)
 [![docker](https://github.com/microsoft/maro/workflows/docker/badge.svg)](https://hub.docker.com/repository/docker/arthursjiang/maro)
 [![docs](https://readthedocs.org/projects/maro/badge/?version=latest)](https://maro.readthedocs.io/)
+[![Python Versions](https://img.shields.io/pypi/v/pymaro)](https://pypi.org/project/pymaro/#files)
+[![Python Versions](https://img.shields.io/pypi/pyversions/pymaro.svg?logo=python&logoColor=white)](https://pypi.org/project/pymaro/#files)
 
 # ![MARO LOGO](./docs/source/images/logo.svg)
 
@@ -34,9 +36,22 @@ of user-defined functions for message auto-handling, cluster provision, and job
 | `examples`  | Showcase of MARO.                                                                                 |
 | `notebooks` | MARO quick-start notebooks.                                                                       |
 
-## Prerequisites
+## Install MARO from [PyPI](https://pypi.org/project/pymaro/#files)
 
-- [Python == 3.6/3.7](https://www.python.org/downloads/)
+- Max OS / Linux
+
+  ```sh
+  pip install pymaro
+  ```
+
+- Windows
+
+  ```powershell
+  # Install torch first, if you don't have one.
+  pip install torch===1.6.0 torchvision===0.7.0 -f https://download.pytorch.org/whl/torch_stable.html
+
+  pip install pymaro
+  ```
 
 ## Install MARO from Source ([Editable Mode](https://pip.pypa.io/en/stable/reference/pip_install/#editable-installs))
 

diff --git a/docker_files/cpu.play.df b/docker_files/cpu.play.df
@@ -1,15 +1,6 @@
 # Step 1: build maro 
 FROM quay.io/pypa/manylinux2010_x86_64 as ext_build
 
-WORKDIR /maro_build
-
-ADD ./maro ./maro
-ADD README.md ./README.md
-ADD LICENSE ./LICENSE
-ADD setup.py ./setup.py
-RUN  PYBIN="/opt/python/cp36-cp36m/bin"; "${PYBIN}/pip" install -r maro/requirements.build.txt; "${PYBIN}/python" setup.py bdist_wheel --plat-name manylinux2010_x86_64
-
-# Step 2: build playground image
 FROM python:3.6
 
 WORKDIR /maro_playground
@@ -22,9 +13,7 @@ RUN jupyter contrib nbextension install --system
 RUN jt -t onedork -fs 95 -altp -tfs 11 -nfs 115 -cellw 88% -T
 
 # Install maro
-COPY --from=ext_build /maro_build/dist/maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl ./maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
-RUN pip install maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
-RUN rm maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
+pip install pymaro
 
 # Install redis
 RUN wget http://download.redis.io/releases/redis-6.0.6.tar.gz; tar xzf redis-6.0.6.tar.gz; cd redis-6.0.6; make

diff --git a/docker_files/cpu.runtime.df b/docker_files/cpu.runtime.df
@@ -1,17 +1,3 @@
-# Step 1: build maro
-FROM quay.io/pypa/manylinux2010_x86_64 as ext_build
-
-WORKDIR /maro_build
-
-# Build wheels
-ADD ./maro ./maro
-ADD setup.py ./setup.py
-ADD README.md ./README.md
-ADD LICENSE ./LICENSE
-RUN PYBIN="/opt/python/cp36-cp36m/bin"; "${PYBIN}/pip" install -r maro/requirements.build.txt; "${PYBIN}/python" setup.py bdist_wheel --plat-name manylinux2010_x86_64
-
-
-# Step 2: Install components
 FROM python:3.6-buster
 
 ENV DEBIAN_FRONTEND noninteractive
@@ -38,6 +24,4 @@ RUN pip install psutil==5.7.2
 RUN pip install deepdiff==5.0.2
 
 # Install maro
-COPY --from=ext_build /maro_build/dist/maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl ./maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
-RUN pip install maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
-RUN rm maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
+pip install pymaro
diff --git a/docker_files/gpu.runtime.df b/docker_files/gpu.runtime.df
@@ -1,17 +1,3 @@
-# Step 1: build maro
-FROM quay.io/pypa/manylinux2010_x86_64 as ext_build
-
-WORKDIR /maro_build
-
-# Build wheels
-ADD ./maro ./maro
-ADD setup.py ./setup.py
-ADD README.md ./README.md
-ADD LICENSE ./LICENSE
-RUN PYBIN="/opt/python/cp36-cp36m/bin"; "${PYBIN}/pip" install -r maro/requirements.build.txt; "${PYBIN}/python" setup.py bdist_wheel --plat-name manylinux2010_x86_64
-
-
-# Step 2: Install components
 FROM nvidia/cuda:11.0-runtime-ubuntu18.04
 
 ENV DEBIAN_FRONTEND noninteractive
@@ -43,6 +29,4 @@ RUN pip install psutil==5.7.2
 RUN pip install deepdiff==5.0.2
 
 # Install maro
-COPY --from=ext_build /maro_build/dist/maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl ./maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
-RUN pip install maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
-RUN rm maro-0.1.1a0-cp36-cp36m-manylinux2010_x86_64.whl
+pip install pymaro
diff --git a/docs/source/installation/pip_install.md b/docs/source/installation/pip_install.md
@@ -1,10 +1,21 @@
 # Package
 
-## Install from PyPI Using `pip`
+## Install MARO from [PyPI](https://pypi.org/project/pymaro/#files)
 
-```sh
-pip install maro
-```
+- Max OS / Linux
+
+  ```sh
+  pip install pymaro
+  ```
+
+- Windows
+
+  ```powershell
+  # Install torch first, if you don't have one.
+  pip install torch===1.6.0 torchvision===0.7.0 -f https://download.pytorch.org/whl/torch_stable.html
+
+  pip install pymaro
+  ```
 
 ## Install MARO from Source ([Editable Mode](https://pip.pypa.io/en/stable/reference/pip_install/#editable-installs))
 

diff --git a/maro/__misc__.py b/maro/__misc__.py
@@ -2,6 +2,6 @@
 # Licensed under the MIT license.
 
 
-__version__ = "0.1.1a4"
+__version__ = "0.1.1a5"
 
 __data_version__ = "0.1"
diff --git a/setup.py b/setup.py
@@ -1,14 +1,8 @@
 # Copyright (c) Microsoft Corporation.
 # Licensed under the MIT license.
 
-######################################################################################
-pk_description = """
-Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement
-learning as a Service (RaaS) for real-world resource optimization.
-"""
-######################################################################################
-
 from glob import glob
+import io
 import os
 from setuptools import setup, find_packages, Extension
 from setuptools.command.install import install
@@ -77,10 +71,14 @@
         include_dirs=include_dirs)
 )
 
+readme = io.open("README.md", encoding="utf-8").read()
+
 setup(
     name="pymaro",
     version=__version__,
-    description=pk_description,
+    description="MARO Python Package",
+    long_description=readme,
+    long_description_content_typ="text/markdown",
     author="Arthur Jiang",
     author_email="shujia.jiang@microsoft.com",
     url="https://github.com/microsoft/maro",
@@ -93,9 +91,18 @@
     platforms=["Windows", "Linux", "macOS"],
     keywords=["citi-bike", "inventory-management", "operations-research", "reinforcement-learning", "resource-optimization", "simulator"],
     classifiers=[
-        # See <https://pypi.org/classifiers/> for all classifiers
+        'Intended Audience :: Science/Research',
+        'License :: OSI Approved :: MIT License',
+        'Natural Language :: English',
+        'Operating System :: MacOS',
+        'Operating System :: Microsoft :: Windows',
+        'Operating System :: POSIX',
+        'Operating System :: Unix',
         "Programing Language :: Python",
-        "Programing Language :: Python :: 3"
+        "Programing Language :: Python :: 3",
+        'Programming Language :: Python :: 3.6',
+        'Programming Language :: Python :: 3.7',
+        'Topic :: Scientific/Engineering :: Artificial Intelligence'
     ],
     python_requires=">=3.6,<3.8",
     setup_requires=[