diff --git a/docs/conf.py b/docs/conf.py
index 87ed6a23..bf139755 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -82,10 +82,10 @@ copyright = "2019, facebookresearch"
 author = "facebookresearch"
 
 # The short X.Y version
-version = "0.1"
+version = "0.2.0"
 
 # The full version, including alpha/beta/rc tags
-release = version + ".1"
+release = version
 
 # -- General configuration ---------------------------------------------------
 
diff --git a/pytorch3d/__init__.py b/pytorch3d/__init__.py
index fb1f32e2..1ae38a79 100644
--- a/pytorch3d/__init__.py
+++ b/pytorch3d/__init__.py
@@ -1,3 +1,3 @@
 # Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
 
-__version__ = "0.1.1"
+__version__ = "0.2.0"
diff --git a/setup.py b/setup.py
index 35895f21..ee678ee1 100755
--- a/setup.py
+++ b/setup.py
@@ -3,6 +3,7 @@
 
 import glob
 import os
+import runpy
 
 import torch
 from setuptools import find_packages, setup
@@ -67,10 +68,8 @@ def get_extensions():
     return ext_modules
 
 
-__version__ = ""
 # Retrieve __version__ from the package.
-with open("pytorch3d/__init__.py", "r") as init:
-    exec(init.read())
+__version__ = runpy.run_path("pytorch3d/__init__.py")["__version__"]
 
 
 if os.getenv("PYTORCH3D_NO_NINJA", "0") == "1":