updated version to 0.6.3 and changed table format

Author: Yurii Shevchuk

README.rst

@@ -15,7 +15,7 @@
     :align: center
 
 
-NeuPy v0.6.2
+NeuPy v0.6.3
 ============
 
 NeuPy is a Python library for Artificial Neural Networks. NeuPy supports many different types of Neural Networks from a simple perceptron to deep learning models.

neupy/__init__.py

@@ -2,4 +2,4 @@
 NeuPy is a Python library for Artificial Neural Networks and Deep Learning.
 """
 
-__version__ = '0.6.2'
+__version__ = '0.6.3'

neupy/algorithms/gd/base.py

@@ -294,7 +294,7 @@ def apply_batches(function, arguments, batch_size, description='',
         else:
             bar.update(i)
 
-    bar.finish('\r' + ' ' * bar.term_width + '\r')
+    bar.fd.write('\r' + ' ' * bar.term_width + '\r')
     return outputs
 
 

neupy/core/logs.py

@@ -7,6 +7,7 @@
 from contextlib import contextmanager
 
 import tableprint
+from tableprint.style import STYLES, TableStyle, LineStyle
 
 from .config import Configurable
 from .properties import BaseProperty
@@ -16,6 +17,15 @@
 __all__ = ('Verbose',)
 
 
+# Customized style
+STYLES['round'] = TableStyle(
+        top=LineStyle('--', '-', '---', '--'),
+        below_header=LineStyle('--', '-', '---', '--'),
+        bottom=LineStyle('--', '-', '---', '--'),
+        row=LineStyle('| ', '', ' | ', ' |'),
+)
+
+
 def terminal_echo(enabled, file_descriptor=sys.stdin):
     """
     Enable/disable echo in the terminal.

site/pages/versions.rst

@@ -5,6 +5,7 @@ Old versions
 
     <h3>Version 0.6</h3>
 
+    <li>0.6.3 (February 2018) - <a href="/index.html">documentation [html]</a></li>
     <li>0.6.2 (December 2017) - <a href="/index.html">documentation [html]</a></li>
     <li>0.6.1 (November 2017) - <a href="/index.html">documentation [html]</a></li>
     <li>0.6.0 (September 2017) - <a href="/index.html">documentation [html]</a></li>

tests/algorithms/test_network_features.py

@@ -243,13 +243,13 @@ def test_network_convergence(self):
 
     def test_network_architecture_output(self):
         expected_architecture = textwrap.dedent("""
-        ╭───┬─────────────┬────────────┬──────────────╮
-        │ # │ Input shape │ Layer type │ Output shape │
-        ├───┼─────────────┼────────────┼──────────────┤
-        │ 1 │           2 │      Input │            2 │
-        │ 2 │           2 │    Sigmoid │            3 │
-        │ 3 │           3 │    Sigmoid │            1 │
-        ╰───┴─────────────┴────────────┴──────────────╯
+        -----------------------------------------------
+        | # | Input shape | Layer type | Output shape |
+        -----------------------------------------------
+        | 1 |           2 |      Input |            2 |
+        | 2 |           2 |    Sigmoid |            3 |
+        | 3 |           3 |    Sigmoid |            1 |
+        -----------------------------------------------
         """).strip()
 
         with catch_stdout() as out:

tests/core/test_logging.py

@@ -128,7 +128,7 @@ def test_nn_training(self):
             terminal_output = out.getvalue()
 
             self.assertIn("Start training", terminal_output)
-            self.assertIn("──────", terminal_output)
+            self.assertIn("------", terminal_output)
             self.assertEqual(y_predicted.size, y_test.size)
 
 

tests/layers/connections/test_inline_connections.py

@@ -197,7 +197,7 @@ def test_inline_connections_after_exception(self):
                 layers.Sigmoid(10)
             ] > layers.Elementwise()
 
-        # Issue #181. Bug presented in NeuPy versions <= 0.6.2
+        # Issue #181. Bug presented in NeuPy versions <= 0.6.3
         network = input_layer > layers.Softmax(5)
         self.assertEqual(network.input_shape, (2,))
         self.assertEqual(network.output_shape, (5,))