cod style refactor changes - part2

Author: sguttikon

README.md

@@ -77,6 +77,8 @@ You can also use the [older version](https://github.com/serizba/cppflow/tree/243
 ## Style guide
 
 We use the [Google's C++ style guide](https://google.github.io/styleguide/cppguide.html) using static code linker [cpplint](https://github.com/cpplint/cpplint).
+We use the [Google's Python style guide](https://google.github.io/styleguide/pyguide.html) using static code linker [pylint](https://pylint.pycqa.org/en/latest/user_guide/installation/index.html) using attached pylintrc configuration.
+
 
 ## Remark
 

examples/eager_op_multithread/main.cpp

@@ -23,8 +23,6 @@
 
 /*!
  *  @file       main.cpp
- *  @brief      A brief description here.
- *  @details    Define custom details for the file here.
  *  @author     Jiannan Liu
  *  @author     Sergio Izquierdo
  *  @date       @showdate "%B %d, %Y" 2020-10-26

examples/efficientnet/create_model.py

@@ -1,4 +1,7 @@
 #!/usr/bin/env python
+"""
+    Example for create model functionality.
+"""
 
 # MIT License
 #
@@ -22,14 +25,10 @@
 # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 # SOFTWARE.
 
-# @file create_model.py
-#
-# @brief A brief description here.
-#
-# @section description_create_model Define custom details for the file here.
-#
-# @section author_create_model Author(s)
-# - Created  by Sergio Izquierdo
+##
+# @file       create_model.py
+# @author     Sergio Izquierdo
+# @date       @showdate "%B %d, %Y" 2020-09-16
 
 # Imports
 import tensorflow as tf

examples/efficientnet/main.cpp

@@ -23,8 +23,6 @@
 
 /*!
  *  @file       main.cpp
- *  @brief      A brief description here.
- *  @details    Define custom details for the file here.
  *  @author     Florian
  *  @author     Sergio Izquierdo
  *  @date       @showdate "%B %d, %Y" 2020-09-16

examples/load_frozen_graph/create_model.py

@@ -1,4 +1,7 @@
 #!/usr/bin/env python
+"""
+    Example for a load frozen tf graph functionality.
+"""
 
 # MIT License
 #
@@ -24,27 +27,23 @@
 # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 # SOFTWARE.
 
-# @file create_model.py
-#
-# @brief A brief description here.
-#
-# @section description_create_model Define custom details for the file here.
-#
-# @section author_create_model Author(s)
-# - Created  by Daisuke Kato
-# - Created  by Paul
-# - Modified by Sergio Izquierdo
+##
+# @file       create_model.py
+# @author     Daisuke Kato
+# @author     Paul
+# @author     Sergio Izquierdo
+# @date       @showdate "%B %d, %Y" 2021-09-16
 
 # Imports
 import tensorflow as tf
 from tensorflow.python.framework.convert_to_constants import (
     convert_variables_to_constants_v2,
 )
 
-input = tf.keras.Input(shape=(5,))
-output = tf.keras.layers.Dense(5, activation=tf.nn.relu)(input)
-output = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid)(output)
-model = tf.keras.Model(inputs=input, outputs=output)
+input_1 = tf.keras.Input(shape=(5,))
+output_1 = tf.keras.layers.Dense(5, activation=tf.nn.relu)(input_1)
+output_1 = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid)(output_1)
+model = tf.keras.Model(inputs=input_1, outputs=output_1)
 
 # Create frozen graph
 x = tf.TensorSpec(model.input_shape, tf.float32, name="x")

examples/load_frozen_graph/main.cpp

@@ -24,8 +24,6 @@
 
 /*!
  *  @file       main.cpp
- *  @brief      A brief description here.
- *  @details    Define custom details for the file here.
  *  @author     Daisuke Kato
  *  @author     Paul
  *  @author     Sergio Izquierdo

examples/load_model/create_model.py

@@ -1,4 +1,7 @@
 #!/usr/bin/env python
+"""
+    Example for a load model functionality.
+"""
 
 # MIT License
 #
@@ -22,24 +25,19 @@
 # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 # SOFTWARE.
 
-# @file create_model.py
-#
-# @brief A brief description here.
-#
-# @section description_create_model Define custom details for the file here.
-#
-# @section author_create_model Author(s)
-# - Created  by Sergio Izquierdo
+##
+# @file       create_model.py
+# @author     Sergio Izquierdo
+# @date       @showdate "%B %d, %Y" 2019-05-16
 
 # Imports
 import tensorflow as tf
-import numpy as np
 
-input = tf.keras.Input(shape=(5,))
+input_1 = tf.keras.Input(shape=(5,))
 
-output = tf.keras.layers.Dense(5, activation=tf.nn.relu)(input)
-output = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid)(output)
-model = tf.keras.Model(inputs=input, outputs=output)
+output_1 = tf.keras.layers.Dense(5, activation=tf.nn.relu)(input_1)
+output_1 = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid)(output_1)
+model = tf.keras.Model(inputs=input_1, outputs=output_1)
 
 model.compile()
 

examples/load_model/main.cpp

@@ -25,8 +25,6 @@
 
 /*!
  *  @file       main.cpp
- *  @brief      A brief description here.
- *  @details    Define custom details for the file here.
  *  @author     Afaq Sabir
  *  @author     Florian
  *  @author     Paul Nykiel

examples/multi_input_output/create_model.py

@@ -1,4 +1,7 @@
 #!/usr/bin/env python
+"""
+    Example for a multiple inputs and outputs functionality.
+"""
 
 # MIT License
 #
@@ -22,27 +25,24 @@
 # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 # SOFTWARE.
 
-# @file create_model.py
-#
-# @brief A brief description here.
-#
-# @section description_create_model Define custom details for the file here.
-#
-# @section author_create_model Author(s)
-# - Created  by Sergio Izquierdo
+##
+# @file       create_model.py
+# @author     Sergio Izquierdo
+# @date       @showdate "%B %d, %Y" 2020-10-20
 
 # Imports
 import tensorflow as tf
-import numpy as np
 
 input_1 = tf.keras.Input(shape=(5,), name='my_input_1')
 input_2 = tf.keras.Input(shape=(5,), name='my_input_2')
 
 x1 = tf.keras.layers.Dense(5, activation=tf.nn.relu)(input_1)
 x2 = tf.keras.layers.Dense(5, activation=tf.nn.relu)(input_2)
 
-output_1 = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid, name='my_outputs_1')(x1)
-output_2 = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid, name='my_outputs_2')(x2)
+output_1 = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid,
+                                 name='my_outputs_1')(x1)
+output_2 = tf.keras.layers.Dense(1, activation=tf.nn.sigmoid,
+                                 name='my_outputs_2')(x2)
 
 model = tf.keras.Model(inputs=[input_1, input_2], outputs=[output_1, output_2])
 

examples/multi_input_output/main.cpp

@@ -23,8 +23,6 @@
 
 /*!
  *  @file       main.cpp
- *  @brief      A brief description here.
- *  @details    Define custom details for the file here.
  *  @author     Florian
  *  @author     Sergio Izquierdo
  *  @date       @showdate "%B %d, %Y" 2020-10-15