Add jsonargparse integration page (#764)

docs/integrations/jsonargparse.md

@@ -0,0 +1,68 @@
+---
+title: jsonargparse
+---
+
+:::tip
+If you are not already using ClearML, see [Getting Started](../getting_started/ds/ds_first_steps.md) for setup 
+instructions.
+:::
+
+
+[jsonargparse](https://github.com/omni-us/jsonargparse) is a Python package for creating command-line interfaces. 
+ClearML integrates seamlessly with `jsonargparse` and automatically logs its command-line parameters and connected 
+configuration files.
+
+All you have to do is add two lines of code:
+
+```python
+from clearml import Task
+
+task = Task.init(task_name="<task_name>", project_name="<project_name>")
+```
+
+When the code runs, ClearML logs your command-line arguments, which you can view in the [WebApp](../webapp/webapp_overview.md), 
+in the experiment's **Configuration > Hyperparameters > Args** section. 
+
+![Jsonargparse integration](../img/integrations_jsonargparse.png)
+
+
+### Automatic Logging Control
+By default, when ClearML is integrated into your script, it captures all of your `jsonargparse` parameters. 
+But, you may want to have more control over what your experiment logs. To control a task's logging of parameters from 
+argument parsers, use the `auto_connect_arg_parser` parameter of [`Task.init()`](../references/sdk/task.md#taskinit). 
+Completely disable all automatic logging by setting the parameter to `False`. 
+
+```python
+auto_connect_arg_parser=False
+```
+
+For finer grained control of logged parameters, input a dictionary with parameter-boolean pairs. The `False` value 
+excludes the specified parameter. Unspecified parameters default to `True`.
+
+For example, the following code will not log the `Example_1` parameter, but will log all other arguments.
+
+```python
+auto_connect_arg_parser={"Example_1": False}
+```
+
+To exclude all unspecified parameters, set the `*` key to `False`. For example, the following code will log **only** the 
+`Example_2` parameter.
+
+```python
+auto_connect_arg_parser={"Example_2": True, "*": False}
+```
+
+## Remote Execution
+
+In the UI, you can clone a task multiple times and modify it for execution by the [ClearML Agent](../clearml_agent.md). 
+The agent executes the code with the modifications you made in the UI, even overriding hardcoded values. 
+
+In the case that you connected a jsonargparse configuration file (e.g. with LightningCLI), make sure to set the 
+`_ignore_ui_overrides` to `False` in the **CONFIGURATION > HYPERPARAMETERS > ARGS** section. That way, after the customized
+experiment is enqueued, the task will use the new values during execution. 
+
+
+## Code Examples
+
+See [code examples](https://github.com/allegroai/clearml/blob/master/examples/frameworks/jsonargparse) demonstrating integrating
+ClearML with code that uses `jsonargparse`.

sidebars.js

@@ -62,7 +62,7 @@ module.exports = {
         {'Integrations': [
                 'integrations/autokeras',
                 'integrations/catboost', 'integrations/click', 'integrations/fastai', 'integrations/transformers',
-                'integrations/hydra',
+                'integrations/hydra', 'integrations/jsonargparse',
                 'integrations/keras', 'integrations/keras_tuner',
                 'integrations/lightgbm', 'integrations/matplotlib',
                 'integrations/megengine', 'integrations/monai', 'integrations/mmcv', 'integrations/optuna',