Rewrite model config example, fix configuration terminology (#45)

docs/guides/reporting/model_config.md

@@ -4,7 +4,7 @@ title: Configuring Models
 
 The [model_config.py](https://github.com/allegroai/clearml/blob/master/examples/reporting/model_config.py) example demonstrates 
 configuring a model and defining label enumeration. Connect the configuration and label enumeration to a Task and, once 
-connected, **ClearML** tracks any changes to them. When **ClearML** stores a model, in any framework, **ClearML** stores 
+connected, **ClearML** tracks any changes to them. When **ClearML** stores a model in any framework, **ClearML** stores 
 the configuration and label enumeration with it. 
 
 When the script runs, it creates an experiment named `Model configuration example`, which is associated with the `examples` project.
@@ -14,35 +14,41 @@ When the script runs, it creates an experiment named `Model configuration exampl
 ### Using a configuration file
 
 Connect a configuration file to a Task by calling the [Task.connect_configuration](../../references/sdk/task.md#connect_configuration) 
-method with the file as an argument.
+method with the file location and the configuration object's name as arguments. In this example, we connect a JSON file and a YAML file
+to a Task. 
 
-    # Connect a local configuration file
-    config_file = os.path.join('data_samples', 'sample.json')
-    config_file = task.connect_configuration(config_file)
+    config_file_json = 'data_samples/sample.json'
+    task.connect_configuration(name="json file", configuration=config_file_json)
+    ...
+    config_file_yaml = 'data_samples/config_yaml.yaml'
+    task.connect_configuration(configuration=config_file_yaml, name="yaml file")        
 
-**ClearML** reports the configuration in the **ClearML Web UI**, experiment details, **CONFIGURATION** tab, **CONFIGURATION OBJECTS** 
-area. See the image in the next section.
+**ClearML** reports the configurations in the **ClearML Web UI** experiment details **>** **CONFIGURATION** tab **>** **CONFIGURATION OBJECTS** 
+section. The contents of the JSON file will appear in the **json file** object, and the contents of the YAML file will appear 
+in the **yaml file** object, as specified in the `name` parameter of the `connect_configuration` method. 
+
+![image](../../img/examples_reporting_config.png)
 
 ### Configuration dictionary
 
 Connect a configuration dictionary to a Task by creating a dictionary, and then calling the [Task.connect_configuration](../../references/sdk/task.md#connect_configuration) 
-method with the dictionary as an argument. After the configuration is connected, **ClearML** tracks changes to it.
+method with the dictionary and the object name as arguments. After the configuration is connected, **ClearML** tracks changes to it.
 
     model_config_dict = {
-        'value': 13.37,
+        'CHANGE ME': 13.37,
         'dict': {'sub_value': 'string', 'sub_integer': 11},
         'list_of_ints': [1, 2, 3, 4],
     }
-    model_config_dict = task.connect_configuration(model_config_dict)
-    
-    # We now update the dictionary after connecting it, and the changes will be tracked as well.
+    model_config_dict = task.connect_configuration(name='dictionary', configuration=model_config_dict)
+
+    # Update the dictionary after connecting it, and the changes will be tracked as well.
     model_config_dict['new value'] = 10
-    model_config_dict['value'] *= model_config_dict['new value']
+    model_config_dict['CHANGE ME'] *= model_config_dict['new value']
 
 **ClearML** reports the configuration in the **ClearML Web UI** **>** experiment details **>** **CONFIGURATION** tab **>** 
-**CONFIGURATION OBJECTS** area.
+**CONFIGURATION OBJECTS** area **>** **dictionary** object.
 
-![image](../../img/examples_reporting_config.png)
+![image](../../img/examples_reporting_config_3.png)
 
 ## Label enumeration
 
@@ -53,3 +59,10 @@ method with the dictionary as an argument.
     labels = {'background': 0, 'cat': 1, 'dog': 2}
     task.connect_label_enumeration(labels)
 
+Log a local model file.
+    
+    OutputModel().update_weights('my_best_model.bin')
+
+The model which is stored contains the model configuration and the label enumeration. 
+
+![image](../../img/examples_reporting_config_2.png)

docs/webapp/webapp_exp_track_visual.md

@@ -131,13 +131,13 @@ Hyperparameters are grouped by their type and appear in **CONFIGURATION** **>**
 
 #### Command line arguments
 
-The **Args** section shows automatically logged `argparse` arguments, and all older experiments parameters, except TensorFlow Definitions. Hover over a parameter, and the type, description, and default value appear, if they were provided.
+The **Args** parameter group shows automatically logged `argparse` arguments, and all older experiments parameters, except TensorFlow Definitions. Hover over a parameter, and the type, description, and default value appear, if they were provided.
 
 <details className="cml-expansion-panel screenshot">
 <summary className="cml-expansion-panel-summary">View a screenshot</summary>
 <div className="cml-expansion-panel-content">
 
-![Command line arguments configuration section](../img/webapp_tracking_22.png)
+![Command line arguments configuration group](../img/webapp_tracking_22.png)
 
 </div>
 </details>
@@ -145,13 +145,13 @@ The **Args** section shows automatically logged `argparse` arguments, and all ol
 
 #### Environment variables
 
-If the `CLEARML_LOG_ENVIRONMENT` variable was set, the **Environment** section will show environment variables (see [this FAQ](../faq#track-env-vars)).
+If the `CLEARML_LOG_ENVIRONMENT` variable was set, the **Environment** group will show environment variables (see [this FAQ](../faq#track-env-vars)).
 
 <details className="cml-expansion-panel screenshot">
 <summary className="cml-expansion-panel-summary">View a screenshot</summary>
 <div className="cml-expansion-panel-content">
 
-![Environment variables configuration section](../img/webapp_tracking_23.png)
+![Environment variables configuration group](../img/webapp_tracking_23.png)
 
 </div>
 </details>
@@ -159,27 +159,27 @@ If the `CLEARML_LOG_ENVIRONMENT` variable was set, the **Environment** section w
 
 #### Custom parameter groups
 
-Custom sections shows parameter dictionaries, if the parameters were connected to the Task, using the `Task.connect` method,
+Custom parameter groups show parameter dictionaries if the parameters were connected to the Task, using the `Task.connect` method,
 with a `name` argument provided.
 
 <details className="cml-expansion-panel screenshot">
 <summary className="cml-expansion-panel-summary">View a screenshot</summary>
 <div className="cml-expansion-panel-content">
 
-![Custom parameters section](../img/webapp_tracking_25.png)
+![Custom parameters group](../img/webapp_tracking_25.png)
 
 </div>
 </details>
 
 #### TensorFlow Definitions
 
-The **TF_DEFINE** sections shows automatic TensorFlow logging.
+The **TF_DEFINE** parameter group shows automatic TensorFlow logging.
 
 <details className="cml-expansion-panel screenshot">
 <summary className="cml-expansion-panel-summary">View a screenshot</summary>
 <div className="cml-expansion-panel-content">
 
-![TF_DEFINE parameter section](../img/webapp_tracking_26.png)
+![TF_DEFINE parameter group](../img/webapp_tracking_26.png)
 
 </div>
 </details>
@@ -205,7 +205,7 @@ except experiments whose status is *Published* (read-only).
 
 **ClearML** tracks experiment (Task) model configuration objects, which appear in **Configuration Objects** **>** **General**.
 These objects include those that are automatically tracked, and those connected to a Task in code (see [Task.connect_configuration](../references/sdk/task.md#connect_configuration)).
-**ClearML** supports providing a name for a Task model configuration (see the [name](../references/sdk/task.md#connect_configuration)
+**ClearML** supports providing a name for a Task model configuration object (see the [name](../references/sdk/task.md#connect_configuration)
 parameter in `Task.connect_configuration`.
 
 :::important