diff --git a/.appveyor.yml b/.appveyor.yml
index 3c5be0d..ba5ee38 100644
--- a/.appveyor.yml
+++ b/.appveyor.yml
@@ -47,4 +47,3 @@ install:
 
 test_script:
   - "%PYTHON%/python setup.py test"
-
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..3f6966a
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,11 @@
+repos:
+- repo: https://github.com/pre-commit/pre-commit-hooks
+  rev: v2.3.0
+  hooks:
+  - id: check-yaml
+  - id: end-of-file-fixer
+  - id: trailing-whitespace
+- repo: https://github.com/psf/black
+  rev: 19.3b0
+  hooks:
+  - id: black
diff --git a/.travis.yml b/.travis.yml
index e01c550..bf94dfc 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -48,4 +48,3 @@ jobs:
         - source deactivate
 
   # Auto Deploy to Pip and Conda from here itself
-
diff --git a/README.md b/README.md
index 01fde60..aac0422 100644
--- a/README.md
+++ b/README.md
@@ -87,7 +87,6 @@ This package has been developed by
 * Avik Pal (@avik-pal)
 * Aniket Das (@Aniket1998)
 
-This project exists thanks to all the people who contribute. 
+This project exists thanks to all the people who contribute.
 
 <a href="https://github.com/torchgan/torchgan/graphs/contributors"><img src="https://opencollective.com/torchgan/contributors.svg?width=890&button=false" /></a>
-
diff --git a/docs/source/getting_started/citing.rst b/docs/source/getting_started/citing.rst
index ff1e1d4..aa69a2f 100644
--- a/docs/source/getting_started/citing.rst
+++ b/docs/source/getting_started/citing.rst
@@ -16,4 +16,3 @@ if you could cite the following:
         archivePrefix={arXiv},
         primaryClass={cs.LG}
     }
-
diff --git a/requirements.txt b/requirements.txt
index 2c113a3..e66823b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,3 @@
 numpy
 pillow==5.3.0
-fastprogress
\ No newline at end of file
+fastprogress
diff --git a/setup.py b/setup.py
index d73467d..f026a31 100644
--- a/setup.py
+++ b/setup.py
@@ -31,6 +31,7 @@ def find_version(*file_paths):
         return version_match.group(1)
     raise RuntimeError("Unable to find version string.")
 
+
 VERSION = find_version("torchgan", "__init__.py")
 
 requirements = ["numpy", "pillow==5.3.0", "fastprogress"]
diff --git a/tests/torchgan/test_layers.py b/tests/torchgan/test_layers.py
index 9863223..a9c7b33 100644
--- a/tests/torchgan/test_layers.py
+++ b/tests/torchgan/test_layers.py
@@ -3,7 +3,6 @@
 import unittest
 
 import torch
-
 from torchgan.layers import *
 
 sys.path.append(os.path.join(os.path.dirname(__file__), "../.."))
diff --git a/tests/torchgan/test_losses.py b/tests/torchgan/test_losses.py
index 3e5cde8..c440425 100644
--- a/tests/torchgan/test_losses.py
+++ b/tests/torchgan/test_losses.py
@@ -4,7 +4,6 @@
 
 import torch
 import torch.distributions as ds
-
 from torchgan.losses import *
 
 sys.path.append(os.path.join(os.path.dirname(__file__), "../.."))
diff --git a/tests/torchgan/test_metrics.py b/tests/torchgan/test_metrics.py
index e58dab3..62b1a5a 100644
--- a/tests/torchgan/test_metrics.py
+++ b/tests/torchgan/test_metrics.py
@@ -3,7 +3,6 @@
 import unittest
 
 import torch
-
 from torchgan.metrics import *
 
 sys.path.append(os.path.join(os.path.dirname(__file__), "../.."))
diff --git a/tests/torchgan/test_models.py b/tests/torchgan/test_models.py
index b8b3be9..07acb47 100644
--- a/tests/torchgan/test_models.py
+++ b/tests/torchgan/test_models.py
@@ -4,7 +4,6 @@
 
 import torch
 import torch.distributions as distributions
-
 from torchgan.models import *
 
 sys.path.append(os.path.join(os.path.dirname(__file__), "../.."))
diff --git a/tests/torchgan/test_trainer.py b/tests/torchgan/test_trainer.py
index 81ce041..b4bbcfb 100644
--- a/tests/torchgan/test_trainer.py
+++ b/tests/torchgan/test_trainer.py
@@ -8,7 +8,6 @@
 import torchvision.datasets as dsets
 import torchvision.transforms as transforms
 from torch.optim import Adam
-
 from torchgan import *
 from torchgan.losses import *
 from torchgan.metrics import *