fixed some precommit errors

src/pytorch_tabular/tabular_model.py

@@ -1659,8 +1659,9 @@ def summary(self, model=None, max_depth: int = -1) -> None:
         """Prints a summary of the model.
 
         Args:
-            max_depth (int): The maximum depth to traverse the modules and displayed in the summary.
-                Defaults to -1, which means will display all the modules.
+            max_depth (int): The maximum depth to traverse the modules and
+                displayed in the summary. Defaults to -1, which means will
+                display all the modules.
 
         """
         if model is not None:
@@ -1682,8 +1683,9 @@ def ret_summary(self, model=None, max_depth: int = -1) -> str:
         """Returns a summary of the model as a string.
 
         Args:
-            max_depth (int): The maximum depth to traverse the modules and displayed in the summary.
-                Defaults to -1, which means will display all the modules.
+            max_depth (int): The maximum depth to traverse the modules and
+                displayed in the summary. Defaults to -1, which means will
+                display all the modules.
 
         Returns:
             str: The summary of the model.
@@ -1699,12 +1701,13 @@ def ret_summary(self, model=None, max_depth: int = -1) -> str:
             summary_str += "Config\n"
             summary_str += "-" * 100 + "\n"
             summary_str += pformat(self.config.__dict__["_content"], indent=4, width=80, compact=True)
-            summary_str += "\nFull Model Summary once model has been initialized or passed in as an argument"
+            summary_str += "\nFull Model Summary once model has been " "initialized or passed in as an argument"
             return summary_str
 
     def __str__(self) -> str:
         """Returns a readable summary of the TabularModel object."""
-        return f"{self.__class__.__name__}(model={self.model.__class__.__name__ if self.has_model else self.config._model_name+'(Not Initialized)'})"
+        model_name = self.model.__class__.__name__ if self.has_model else self.config._model_name + "(Not Initialized)"
+        return f"{self.__class__.__name__}(model={model_name})"
 
     def __repr__(self) -> str:
         """Returns an unambiguous representation of the TabularModel object."""
@@ -1792,7 +1795,8 @@ def _repr_html_(self):
         # Header (Main model name)
         uid = str(uuid.uuid4())
         model_status = "" if self.has_model else "(Not Initialized)"
-        header_html = f"<div class='header'>{html.escape(self.model.__class__.__name__ if self.has_model else self.config._model_name)}{model_status}</div>"
+        model_name = self.model.__class__.__name__ if self.has_model else self.config._model_name
+        header_html = f"<div class='header'>{html.escape(model_name)}{model_status}</div>"
 
         # Config Section
         config_html = self._generate_collapsible_section("Model Config", self.config, uid=uid, is_dict=True)
@@ -1822,7 +1826,12 @@ def _generate_collapsible_section(self, title, content, uid, is_dict=False):
             )
         return f"""
         <div>
-            <span class="toggle-button" onclick="toggleVisibility('{container_id}')">&#9654;</span>
+            <span
+            class="toggle-button"
+            onclick="toggleVisibility('{container_id}')"
+            >
+            &#9654;
+            </span>
             <strong>{html.escape(title)}</strong>
             <div id="{container_id}" class="hidden section">
                 {content}
@@ -1839,7 +1848,12 @@ def _generate_nested_collapsible_sections(self, content, parent_id):
                 nested_content = self._generate_nested_collapsible_sections(value, nested_id)
                 html_content += f"""
                 <div>
-                    <span class="toggle-button" onclick="toggleVisibility('{nested_id}')">&#9654;</span>
+                    <span
+                    class="toggle-button"
+                    onclick="toggleVisibility('{nested_id}')"
+                    >
+                    &#9654;
+                    </span>
                     <strong>{html.escape(key)}</strong>
                     <div id="{nested_id}" class="hidden section">
                         {nested_content}
@@ -1852,9 +1866,26 @@ def _generate_nested_collapsible_sections(self, content, parent_id):
 
     def _generate_model_summary_table(self):
         model_summary = summarize(self.model, max_depth=1)
-        table_html = "<table><tr><th><b>Layer</b></th><th><b>Type</b></th><th><b>Params</b></th><th><b>In sizes</b></th><th><b>Out sizes</b></th></tr>"
+        table_html = """
+        <table>
+            <tr>
+                <th><b>Layer</b></th>
+                <th><b>Type</b></th>
+                <th><b>Params</b></th>
+                <th><b>In sizes</b></th>
+                <th><b>Out sizes</b></th>
+            </tr>
+        """
         for name, layer in model_summary._layer_summary.items():
-            table_html += f"<tr><td>{html.escape(name)}</td><td>{html.escape(layer.layer_type)}</td><td>{html.escape(str(layer.num_parameters))}</td><td>{html.escape(str(layer.in_size))}</td><td>{html.escape(str(layer.out_size))}</td></tr>"
+            table_html += f"""
+                <tr>
+                    <td>{html.escape(name)}</td>
+                    <td>{html.escape(layer.layer_type)}</td>
+                    <td>{html.escape(str(layer.num_parameters))}</td>
+                    <td>{html.escape(str(layer.in_size))}</td>
+                    <td>{html.escape(str(layer.out_size))}</td>
+                </tr>
+            """
         table_html += "</table>"
         return table_html