diff --git a/generate_data_properties.py b/generate_data_properties.py
index c8f78ae..92ffd0a 100644
--- a/generate_data_properties.py
+++ b/generate_data_properties.py
@@ -4,6 +4,7 @@
 
 Parameters from hparam.py will be used
 """
+
 import argparse
 import os
 import sys
diff --git a/hifigandenoiser.py b/hifigandenoiser.py
index b0c364a..c249b55 100644
--- a/hifigandenoiser.py
+++ b/hifigandenoiser.py
@@ -1,4 +1,5 @@
 """Waveglow style denoiser can be used to remove the artifacts from the HiFiGAN generated audio."""
+
 import torch
 
 from src.utilities.stft import STFT
diff --git a/src/data_module.py b/src/data_module.py
index 947cb03..80837b5 100644
--- a/src/data_module.py
+++ b/src/data_module.py
@@ -3,6 +3,7 @@
 
 Contains PyTorch-Lightning's datamodule and dataloaders
 """
+
 import nltk
 import pytorch_lightning as pl
 from torch.utils.data import DataLoader
diff --git a/src/hparams.py b/src/hparams.py
index e570192..559ba2c 100644
--- a/src/hparams.py
+++ b/src/hparams.py
@@ -3,6 +3,7 @@
 
 Hyper Parameters for the experiment
 """
+
 import os
 from argparse import Namespace
 
diff --git a/src/model/HMMComponents/Decoder.py b/src/model/HMMComponents/Decoder.py
index 9065485..1fdfaca 100644
--- a/src/model/HMMComponents/Decoder.py
+++ b/src/model/HMMComponents/Decoder.py
@@ -1,5 +1,6 @@
 """Parameter Model This model takes state as an input and generates its parameters i.e mean, standard deviation and
 the probability of transition to the next state."""
+
 import torch
 import torch.nn as nn
 import torch.nn.functional as F
diff --git a/src/model/HMMComponents/TransitionModel.py b/src/model/HMMComponents/TransitionModel.py
index 0e8ede4..8ef3d62 100644
--- a/src/model/HMMComponents/TransitionModel.py
+++ b/src/model/HMMComponents/TransitionModel.py
@@ -3,6 +3,7 @@
 This network is responsible for the models response of whether to switch to next state or keep emitting at the current
 state.
 """
+
 import torch
 import torch.nn as nn
 
diff --git a/src/model/layers.py b/src/model/layers.py
index ef1b786..90519f6 100644
--- a/src/model/layers.py
+++ b/src/model/layers.py
@@ -2,6 +2,7 @@
 
 Layer modules used in the model design
 """
+
 import torch
 import torch.nn as nn
 from librosa.filters import mel as librosa_mel_fn
diff --git a/src/training_module.py b/src/training_module.py
index a2f2bca..beee149 100644
--- a/src/training_module.py
+++ b/src/training_module.py
@@ -4,6 +4,7 @@
 This file contains PyTorch Lightning's main module where code
 of the main model is implemented
 """
+
 import os
 from argparse import Namespace
 
diff --git a/src/utilities/data.py b/src/utilities/data.py
index b0df91c..0352248 100644
--- a/src/utilities/data.py
+++ b/src/utilities/data.py
@@ -3,6 +3,7 @@
 
 Utilities for processing of Data
 """
+
 import random
 
 import numpy as np
diff --git a/src/utilities/functions.py b/src/utilities/functions.py
index 8658d69..1db68c5 100644
--- a/src/utilities/functions.py
+++ b/src/utilities/functions.py
@@ -2,6 +2,7 @@
 
 File for custom utility functions to improve numerical precision
 """
+
 import torch
 
 
diff --git a/src/utilities/plotting.py b/src/utilities/plotting.py
index 0062f3f..e0c20bb 100644
--- a/src/utilities/plotting.py
+++ b/src/utilities/plotting.py
@@ -3,6 +3,7 @@
 
 File contains utilities for plotting
 """
+
 from typing import Any
 
 import matplotlib
diff --git a/src/utilities/text/__init__.py b/src/utilities/text/__init__.py
index a1b61f5..750cc45 100644
--- a/src/utilities/text/__init__.py
+++ b/src/utilities/text/__init__.py
@@ -1,4 +1,5 @@
 """from https://github.com/keithito/tacotron."""
+
 import re
 
 from src.utilities.text import cleaners
diff --git a/train.py b/train.py
index 278f836..1f1659b 100644
--- a/train.py
+++ b/train.py
@@ -3,6 +3,7 @@
 
 PyTorch-Lightning Trainer file, main file to run your training
 """
+
 import argparse
 import os