Update compare scenarios

docs/knowledge_base/tutorials/scenario_management_overview/step_08/step_08.md → docs/knowledge_base/tutorials/scenario_management_overview/step_08/index.md

@@ -1,27 +1,27 @@
-> You can download the code for
-<a href="./../src/step_08.py" download>Step 8</a> 
-or all the steps <a href="./../src/src.zip" download>here</a>. 
-
-# Comparing scenarios
+> You can download the code 
+<a href="/scenario_comparison.py" download>here</a>. 
 
 *Estimated Time for Completion: 15 minutes; Difficulty Level: Advanced*
 
-![](config_08.svg){ width=700 style="margin:auto;display:block;border: 4px solid rgb(210,210,210);border-radius:7px" }
+![Configuration](config.svg){ width=700 style="margin:auto;display:block;border: 4px solid rgb(210,210,210);border-radius:7px" }
 
 Taipy offers a way to compare data nodes across scenarios by including a function directly in the configuration of the scenario.
 
-## Step 1: The first step consists in declaring on which data nodes to apply the comparison functions:
+# Comparing scenarios
+
+**Step 1:** Declare data nodes on which the comparison functions are applied.
 
-In this example, we want to apply a comparison to the '_output_' Data Node. It is indicated in the comparators parameter of the `configure_scenario()`.
+In this example, we want to apply a comparison to the '_output_' Data Node. It is indicated in the comparators parameter of the `configure_scenario`.
 
 ```python
 scenario_cfg = Config.configure_scenario(id="multiply_scenario",
-                                                    name="my_scenario",
-                                                    tasks_configs=[first_task_cfg,
-                                                                   second_task_cfg],
-                                                    comparators={output_data_node_cfg.id: compare_function},)
+                                         name="my_scenario",
+                                         tasks_configs=[first_task_cfg,
+                                                        second_task_cfg],
+                                         comparators={output_data_node_cfg.id: compare_function},)
 ```
-## Step 2: Implement the comparison function (`compare_function()`) used above.
+
+**Step 2:** Implement the comparison function (`compare_function()`) used above.
 
 _data_node_results_ is the list of the Output Data Nodes from all scenarios passed in the comparator. We iterate through it to compare scenarios.
 
@@ -40,7 +40,7 @@ def compare_function(*data_node_results):
     return compare_result
 ```
 
-Now, the `compare_scenarios()` can be used within Taipy.
+Now, the `compare_scenarios` can be used within Taipy.
 
 ```python
 tp.Core().run()
@@ -63,7 +63,6 @@ Results:
 
 # Entire code
 
-
 ```python
 from taipy.core.config import Config, Frequency
 import taipy as tp
@@ -111,9 +110,9 @@ def compare_function(*data_node_results):
 
 
 scenario_cfg = Config.configure_scenario(id="multiply_scenario",
-                                                    name="my_scenario",
-                                                    task_configs=[first_task_cfg, second_task_cfg],
-                                                    comparators={output_cfg.id: compare_function})
+                                         name="my_scenario",
+                                         task_configs=[first_task_cfg, second_task_cfg],
+                                         comparators={output_cfg.id: compare_function})
 
 
 if __name__=="__main__":
@@ -129,6 +128,4 @@ if __name__=="__main__":
     scenario_2.submit()
 
     print(tp.compare_scenarios(scenario_1, scenario_2))
-
-    tp.Rest().run()
 ```

docs/knowledge_base/tutorials/scenario_management_overview/src/step_08.py → docs/knowledge_base/tutorials/scenario_management_overview/step_08/scenario_comparison.py

@@ -17,14 +17,14 @@ def add(nb):
 
 # Configuration of tasks
 first_task_cfg = Config.configure_task("double",
-                                    double,
-                                    input_cfg,
-                                    intermediate_cfg)
+                                       double,
+                                       input_cfg,
+                                       intermediate_cfg)
 
 second_task_cfg = Config.configure_task("add",
-                                    add,
-                                    intermediate_cfg,
-                                    output_cfg)
+                                        add,
+                                        intermediate_cfg,
+                                        output_cfg)
 
 
 
@@ -63,5 +63,4 @@ def compare_function(*data_node_results):
     scenario_2.submit()
 
     print(tp.compare_scenarios(scenario_1, scenario_2))
-
-    tp.Rest().run()
+