Small edits (#691)

docs/clearml_sdk/model_sdk.md

@@ -171,7 +171,7 @@ The default operator for a query is `or`, unless `and` is placed at the beginnin
   ```
 
 * The following query will return models that have either tag `a` or tag `b` and both tag `c` and tag `d` 
-  (`("a" OR "b") AND "c" AND "d"` ).
+  (`("a" OR "b") AND "c" AND "d"`).
   ```python
   model_list = Model.query_models(
     tags=["__$and", "__$or", "a", "b", "__$and", "c", "d"]

docs/clearml_sdk/task_sdk.md

@@ -333,7 +333,7 @@ The default operator for a query is `or`, unless `and` is placed at the beginnin
   ```
 
 * The following query will return tasks that have either tag `a` or tag `b` and both tag `c` and tag `d` 
-  (`("a" OR "b") AND "c" AND "d"` ).
+  (`("a" OR "b") AND "c" AND "d"`).
   ```python
   task_list = Task.get_tasks(
     tags=["__$and", "__$or", "a", "b", "__$and", "c", "d"]

docs/faq.md

@@ -642,7 +642,6 @@ logger.report_scatter2d(
     xaxis="title x", 
     yaxis="title y"
 )
-
 ```
 
 ## GIT and Storage

docs/guides/frameworks/catboost/catboost.md

@@ -18,8 +18,7 @@ ClearML automatically captures scalars logged by CatBoost. These scalars can be
 ![Experiment scalars](../../../img/examples_catboost_scalars.png)
 
 ## Hyperparameters
-ClearML automatically logs command line options defined with argparse. They appear in **CONFIGURATIONS > HYPER 
+ClearML automatically logs command line options defined with argparse. They appear in **CONFIGURATIONS > HYPERPARAMETERS > Args**.
-PARAMETERS > Args**.
 
 ![Experiment hyperparameters](../../../img/examples_catboost_configurations.png)
 

docs/guides/frameworks/lightgbm/lightgbm_example.md

@@ -13,7 +13,7 @@ The example script does the following:
 
 ## Scalars
 
-The scalars logged in the experiment can be visualized in a plot, which appears in the ClearML web UI, in the **experiment's page > SCALARS**.
+The scalars logged in the experiment can be visualized in a plot, which appears in the ClearML web UI, in the experiment's **SCALARS** tab.
 
 ![LightGBM scalars](../../../img/examples_lightgbm_scalars.png)
 

docs/guides/frameworks/pytorch/pytorch_distributed_example.md

@@ -28,7 +28,8 @@ on `Task.current_task` (the main Task). The dictionary contains the `dist.rank`
 
 ```python
 Task.current_task().upload_artifact(
-    'temp {:02d}'.format(dist.get_rank()), artifact_object={'worker_rank': dist.get_rank()})
+    'temp {:02d}'.format(dist.get_rank()), artifact_object={'worker_rank': dist.get_rank()}
+)
 ```
 
 All of these artifacts appear in the main Task, **ARTIFACTS** **>** **OTHER**.
@@ -43,7 +44,8 @@ same title (`loss`), but a different series name (containing the subprocess' `ra
 
 ```python
 Task.current_task().get_logger().report_scalar(
-    'loss', 'worker {:02d}'.format(dist.get_rank()), value=loss.item(), iteration=i)
+    'loss', 'worker {:02d}'.format(dist.get_rank()), value=loss.item(), iteration=i
+)
 ```
 
 The single scalar plot for loss appears in **SCALARS**.

docs/guides/frameworks/pytorch_ignite/pytorch_ignite_mnist.md

@@ -70,25 +70,29 @@ clearml_logger.attach(
 * Log metrics for training:
     
 ```python
-clearml_logger.attach(train_evaluator,
+clearml_logger.attach(
+    train_evaluator,
     log_handler=OutputHandler(
         tag="training",
         metric_names=["nll", "accuracy"],
         global_step_transform=global_step_from_engine(trainer)
     ),
-    event_name=Events.EPOCH_COMPLETED)
+    event_name=Events.EPOCH_COMPLETED
+)
 ```
 
 * Log metrics for validation:
                     
 ```python
-clearml_logger.attach(evaluator,
+clearml_logger.attach(
+    evaluator,
     log_handler=OutputHandler(
         tag="validation",
         metric_names=["nll", "accuracy"],
         global_step_transform=global_step_from_engine(trainer)
     ),
-    event_name=Events.EPOCH_COMPLETED)
+    event_name=Events.EPOCH_COMPLETED
+)
 ```
 
 To log optimizer parameters, use the `attach_opt_params_handler` method:

docs/guides/frameworks/tensorflow/integration_keras_tuner.md

@@ -29,7 +29,8 @@ tuner = kt.Hyperband(
     logger=ClearMLTunerLogger(),
     objective='val_accuracy',
     max_epochs=10,
-    hyperband_iterations=6)
+    hyperband_iterations=6
+)
 ```
 
 When the script runs, it logs: 

docs/guides/optimization/hyper-parameter-optimization/examples_hyperparam_opt.md

@@ -23,7 +23,7 @@ The following search strategies can be used:
   documentation.
      
 * Random uniform sampling of hyperparameter strategy - [automation.RandomSearch](../../../references/sdk/hpo_optimization_randomsearch.md)
-* Full grid sampling strategy of every hyperparameter combination - Grid search [automation.GridSearch](../../../references/sdk/hpo_optimization_gridsearch.md).
+* Full grid sampling strategy of every hyperparameter combination - [automation.GridSearch](../../../references/sdk/hpo_optimization_gridsearch.md).
 * Custom - Use a custom class and inherit from the ClearML automation base strategy class, automation.optimization.SearchStrategy.
 
 The search strategy class that is chosen will be passed to the [automation.HyperParameterOptimizer](../../../references/sdk/hpo_optimization_hyperparameteroptimizer.md) 
@@ -73,8 +73,8 @@ can be [reproduced](../../../webapp/webapp_exp_reproducing.md) and [tuned](../..
 
 Set the Task type to `optimizer`, and create a new experiment (and Task object) each time the optimizer runs (`reuse_last_task_id=False`). 
 
-When the code runs, it creates an experiment named **Automatic Hyper-Parameter Optimization** that is associated with 
+When the code runs, it creates an experiment named **Automatic Hyper-Parameter Optimization** in 
-the project **Hyper-Parameter Optimization**, which can be seen in the **ClearML Web UI**. 
+the **Hyper-Parameter Optimization** project, which can be seen in the **ClearML Web UI**. 
  
  ```python
 # Connecting CLEARML
@@ -174,7 +174,6 @@ Specify the remaining parameters, including the time limit per Task (minutes), p
     max_iteration_per_job=30,
     
 )  # done creating HyperParameterOptimizer
-
 ```
 
 ## Running as a Service

docs/guides/reporting/html_reporting.md

@@ -56,7 +56,6 @@ Logger.current_logger().report_media(
     iteration=iteration,
     local_path="bar_pandas_groupby_nested.html",
 )
-
 ```
 
 ### Bokeh Graph HTML

docs/guides/reporting/hyper_parameters.md

@@ -74,7 +74,6 @@ parameters['new_param'] = 'this is new'
   
 # changing the value of a parameter (new value will be stored instead of previous one)
 parameters['float'] = '9.9'
-
 ```
 
 Parameters from dictionaries connected to Tasks appear in **HYPERPARAMETERS** **>** **General**.

docs/hyperdatasets/single_frames.md

@@ -319,7 +319,6 @@ frame.meta['road_hazard'] = 'yes'
 # update the SingeFrame
 frames.append(frame)
 myDatasetVersion.update_frames(frames)                
-
 ```
 
 

docs/hyperdatasets/webapp/webapp_dataviews.md

@@ -51,7 +51,7 @@ Customize the table using any of the following:
 * Dynamic column order - Drag a column title to a different position.
 * Resize columns - Drag the column separator to change the width of that column. Double-click the column separator for automatic fit.
 * Filter by user and/or status - When a filter is applied to a column, its filter icon will appear with a highlighted 
-  dot on its top right (<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" /> ). To 
+  dot on its top right (<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" />). To 
   clear all active filters, click <img src="/docs/latest/icons/ico-filter-reset.svg" alt="Clear filters" className="icon size-md" />
   in the top right corner of the table.
 * Sort columns - By experiment name and/or elapsed time since creation.

docs/webapp/applications/apps_overview.md

@@ -63,7 +63,7 @@ Access app instance actions, by right-clicking an instance, or through the menu
 
 ## Instance List Actions 
 
-Access the instance list actions by clicking the action menu ( <img src="/docs/latest/icons/ico-dots-v-menu.svg" alt="Dot menu" className="icon size-md space-sm" /> ) 
+Access the instance list actions by clicking the action menu (<img src="/docs/latest/icons/ico-dots-v-menu.svg" alt="Dot menu" className="icon size-md space-sm" />) 
 on the instance list header:
 
 ![Instance list actions](../../img/apps_instance_list_actions.png)

docs/webapp/pipelines/webapp_pipeline_table.md

@@ -75,7 +75,7 @@ There are a few types of filters:
     options appear on the top of the tag list.
   * Filter by the absence of a tag (logical "NOT") by clicking its checkbox twice. An `X` will appear in the tag's checkbox.
   
-Once a filter is applied to a column, its filter icon will appear with a highlighted dot on its top right (<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" /> ).  
+Once a filter is applied to a column, its filter icon will appear with a highlighted dot on its top right (<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" />).  
 
 To clear all active filters, click <img src="/docs/latest/icons/ico-filter-reset.svg" alt="Clear filters" className="icon size-md" /> 
 in the top right corner of the table.

docs/webapp/webapp_exp_table.md

@@ -125,7 +125,7 @@ There are a few types of filters:
     options appear on the top of the tag list.
   * Filter by the absence of a tag (logical "NOT") by clicking its checkbox twice. An `X` will appear in the tag's checkbox.
   
-Once a filter is applied to a column, its filter icon will appear with a highlighted dot on its top right (<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" /> ).  
+Once a filter is applied to a column, its filter icon will appear with a highlighted dot on its top right (<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" />).  
 
 To clear all active filters, click <img src="/docs/latest/icons/ico-filter-reset.svg" alt="Clear filters" className="icon size-md" /> 
 in the top right corner of the table.

docs/webapp/webapp_exp_track_visual.md

@@ -325,7 +325,7 @@ These controls allow you to better analyze the results. Hover over a plot, and t
 | <img src="/docs/latest/icons/ico-zoom.svg" alt="Zoom icon" className="icon size-sm space-sm" /> | Zoom into a section of a plot. Zoom in - Click <img src="/docs/latest/icons/ico-zoom.svg" alt="Zoom icon" className="icon size-sm space-sm" /> and drag over a section of the plot. Reset to original scale - Click <img src="/docs/latest/icons/ico-reset-autoscale.svg" alt="Reset autoscale icon" className="icon size-sm space-sm" />. |
 | <img src="/docs/latest/icons/ico-zoom-in-square.svg" alt="Zoom-in icon" className="icon size-sm space-sm" /> | Zoom in. |
 | <img src="/docs/latest/icons/ico-zoom-out-square.svg" alt="Zoom-out icon" className="icon size-sm space-sm" /> | Zoom out. |
-| <img src="/docs/latest/icons/ico-reset-autoscale.svg" alt="Reset autoscale icon" className="icon size-sm space-sm" /> | Reset to autoscale after zooming ( <img src="/docs/latest/icons/ico-zoom.svg" alt="Zoom icon" className="icon size-sm space-sm" />, <img src="/docs/latest/icons/ico-zoom-in-square.svg" alt="Zoom-in icon" className="icon size-sm space-sm" />, or <img src="/docs/latest/icons/ico-zoom-out-square.svg" alt="Zoom-out icon" className="icon size-sm space-sm" />). |
+| <img src="/docs/latest/icons/ico-reset-autoscale.svg" alt="Reset autoscale icon" className="icon size-sm space-sm" /> | Reset to autoscale after zooming (<img src="/docs/latest/icons/ico-zoom.svg" alt="Zoom icon" className="icon size-sm space-sm" />, <img src="/docs/latest/icons/ico-zoom-in-square.svg" alt="Zoom-in icon" className="icon size-sm space-sm" />, or <img src="/docs/latest/icons/ico-zoom-out-square.svg" alt="Zoom-out icon" className="icon size-sm space-sm" />). |
 | <img src="/docs/latest/icons/ico-reset-axes.svg" alt="Reset axes icon" className="icon size-sm space-sm" /> | Reset axes after a zoom. |
 | <img src="/docs/latest/icons/ico-spike-lines.svg" alt="Spike lines icon" className="icon size-sm space-sm" /> | Show / hide spike lines. |
 | <img src="/docs/latest/icons/ico-show-closest.svg" alt="Show closest icon" className="icon size-sm space-sm" /> | Show the closest data point on hover, including horizontal and vertical axes values. Click <img src="/docs/latest/icons/ico-show-closest.svg" alt="Show closest icon" className="icon size-sm space-sm" /> and then hover over a series on the plot. |

docs/webapp/webapp_model_table.md

@@ -134,7 +134,7 @@ There are a couple filter types:
   * Filter by the absence of a tag (logical "NOT") by clicking its checkbox twice. An `X` will appear in the tag's checkbox. 
   
 Once a filter is applied to a column, its filter icon will appear with a highlighted dot on its top right 
-(<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" /> ).  
+(<img src="/docs/latest/icons/ico-filter-on.svg" alt="Filter on" className="icon size-md" />).  
 
 To clear all active filters, click <img src="/docs/latest/icons/ico-filter-reset.svg" alt="Clear filters" className="icon size-md" /> 
 in the top right corner of the table.