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40 changed files with 54 additions and 54 deletions

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@ -117,11 +117,11 @@ dataset = Dataset.get(
Pass `auto_create=True`, and a dataset will be created on-the-fly with the input attributes (project name, dataset name,
and tags) if no datasets match the query.
In cases where you use a dataset in a task (e.g. consuming a dataset), you can have its ID stored in the tasks hyper
parameters: pass `alias=<dataset_alias_string>`, and the task using the dataset will store the datasets ID in the
`dataset_alias_string` parameter under the `Datasets` hyper parameters section. This way you can easily track which
In cases where you use a dataset in a task (e.g. consuming a dataset), you can have its ID stored in the tasks
hyperparameters: pass `alias=<dataset_alias_string>`, and the task using the dataset will store the datasets ID in the
`dataset_alias_string` parameter under the `Datasets` hyperparameters section. This way you can easily track which
dataset the task is using. If you use `alias` with `overridable=True`, you can override the dataset ID from the UIs
**CONFIGURATION > HYPER PARAMETERS >** `Datasets` section, allowing you to change the dataset used when running a task
**CONFIGURATION > HYPERPARAMETERS >** `Datasets` section, allowing you to change the dataset used when running a task
remotely.
In case you want to get a modifiable dataset, you can get a newly created mutable dataset with the current one as its

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@ -935,7 +935,7 @@ and limitations on bucket naming.
**`sdk.development.log_os_environments`** (*[string]*)
* Log specific environment variables. OS environments are listed in the UI, under an experiment's
**CONFIGURATION > HYPER PARAMETERS > Environment** section.
**CONFIGURATION > HYPERPARAMETERS > Environment** section.
Multiple selected variables are supported including the suffix "\*". For example: "AWS\_\*" will log any OS environment
variable starting with "AWS\_". Example: `log_os_environments: ["AWS_*", "CUDA_VERSION"]`

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@ -530,7 +530,7 @@ info panel > CONSOLE tab, use the *Download full log* feature.
You can use the UI's [experiment comparison features](webapp/webapp_exp_comparing.md) to compare the logged hyperparameter
and accuracy values of several experiments.
In an experiment comparison page, under the **HYPER PARAMETERS** tab, you can view the experiments' hyperparameter values
In an experiment comparison page, under the **HYPERPARAMETERS** tab, you can view the experiments' hyperparameter values
in relation to a specific metric (e.g. accuracy) in a parallel coordinates plot.
The image below shows a parallel coordinates plot which displays the values of selected hyperparameters (`base_lr`,

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@ -58,7 +58,7 @@ These scalars can be visualized in plots, which appear in the ClearML web UI, in
## Hyperparameters
ClearML automatically logs command line options defined with `argparse`. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **Args**.
ClearML automatically logs command line options defined with `argparse`. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **Args**.
![Experiment hyperparameters](../../img/examples_pytorch_mnist_01.png)

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@ -22,4 +22,4 @@ This example accomplishes a task pipe by doing the following:
1. Setting the newly cloned Task's parameters to the search values in the parameter dictionary (Step 2). See [Task.set_parameters](../../references/sdk/task.md#set_parameters).
1. Enqueuing the newly cloned Task to execute. See [Task.enqueue](../../references/sdk/task.md#taskenqueue).
When the example script runs, it creates an instance of the template experiment, named `Auto generated cloned task` which is associated with the `examples` project. In the instance, the value of the customized parameter, `Example_Param` changed to `3`. You can see it in **CONFIGURATION** **>** **HYPER PARAMETERS**.
When the example script runs, it creates an instance of the template experiment, named `Auto generated cloned task` which is associated with the `examples` project. In the instance, the value of the customized parameter, `Example_Param` changed to `3`. You can see it in **CONFIGURATION** **>** **HYPERPARAMETERS**.

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@ -67,7 +67,7 @@ param = {'worker_{}_stuff'.format(dist.get_rank()): 'some stuff ' + str(randint(
Task.current_task().connect(param)
```
All the hyperparameters appear in **CONFIGURATION** **>** **HYPER PARAMETERS**.
All the hyperparameters appear in **CONFIGURATION** **>** **HYPERPARAMETERS**.
![Experiment hyperparameters Args](../../img/examples_pytorch_distributed_example_01.png)

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@ -24,7 +24,7 @@ additional_parameters = {
Task.current_task().connect(additional_parameters)
```
Command line options appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **Args**.
Command line options appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **Args**.
![image](../../img/examples_subprocess_example_01.png)

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@ -20,7 +20,7 @@ which are titled **:monitor: machine**.
## Hyperparameters
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **TF_DEFINE**.
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **TF_DEFINE**.
![image](../../../img/examples_keras_16.png)

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@ -53,7 +53,7 @@ task_params['nb_epoch'] = 6
task_params['hidden_dim'] = 512
```
Parameter dictionaries appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **General**.
Parameter dictionaries appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **General**.
![image](../../../img/examples_keras_jupyter_20.png)

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@ -37,7 +37,7 @@ Histograms for layer density appear in **PLOTS**.
ClearML automatically logs command line options generated with `argparse`, and TensorFlow Definitions.
Command line options appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **Args**.
Command line options appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **Args**.
![image](../../../img/examples_keras_00.png)

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@ -19,7 +19,7 @@ The scalars logged in the experiment can be visualized in a plot, which appears
## Hyperparameters
ClearML automatically logs the configurations applied to LightGBM. They appear in **CONFIGURATIONS > HYPER PARAMETERS > GENERAL**.
ClearML automatically logs the configurations applied to LightGBM. They appear in **CONFIGURATIONS > HYPERPARAMETERS > GENERAL**.
![LightGBM hyperparameters](../../../img/examples_lightgbm_config.png)

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@ -15,7 +15,7 @@ The example script does the following:
## Hyperparameters
ClearML automatically logs command line options defined with `argparse`. They appear in the experiment's **CONFIGURATION**
tab under **HYPER PARAMETERS** **>** **Args**.
tab under **HYPERPARAMETERS** **>** **Args**.
![Configuration tab](../../../img/examples_megengine_mnist_config.png)

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@ -42,7 +42,7 @@ configuration_dict = {
}
configuration_dict = task.connect(configuration_dict) # enabling configuration override by clearml
```
Parameter dictionaries appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **General**.
Parameter dictionaries appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **General**.
![image](../../../../../img/examples_audio_classification_UrbanSound8K_01.png)

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@ -22,7 +22,7 @@ The optimizer Task, `Hyperparameter Optimization`, and the experiments appear in
### Hyperparameters
The `HyperParameterOptimizer`'s configuration, which is provided when the object instantiated, are stored under the
optimizer task's **CONFIGURATION** **>** **HYPER PARAMETERS**.
optimizer task's **CONFIGURATION** **>** **HYPERPARAMETERS**.
```python
optimizer = HyperParameterOptimizer(
@ -101,7 +101,7 @@ Use the ClearML Web UI [experiment comparison](../../../../../webapp/webapp_exp_
### Side by Side Hyperparameter Value Comparison
In the experiment comparison window, **HYPER PARAMETERS** tab, select **Values** in the list (the right of **+ Add Experiment**), and hyperparameter differences appear with a different background color.
In the experiment comparison window, **HYPERPARAMETERS** tab, select **Values** in the list (the right of **+ Add Experiment**), and hyperparameter differences appear with a different background color.
![Hyperparameter comparison](../../../../../img/examples_hyperparameter_search_06.png)

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@ -35,7 +35,7 @@ a call to the [Task.connect](../../../../../references/sdk/task.md#connect) meth
configuration_dict = {'number_of_epochs': 3, 'batch_size': 4, 'dropout': 0.25, 'base_lr': 0.001}
configuration_dict = task.connect(configuration_dict) # enabling configuration override by clearml
Parameter dictionaries appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **General**.
Parameter dictionaries appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **General**.
![image](../../../../../img/examples_image_classification_CIFAR10_01.png)

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@ -26,7 +26,7 @@ configuration_dict = {
configuration_dict = task.connect(configuration_dict)
```
Command line options appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **Args**.
Command line options appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **Args**.
![image](../../../../../img/text_classification_AG_NEWS_01.png)

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@ -48,7 +48,7 @@ the experiment's **SCALARS** tab.
## Hyperparameters
ClearML automatically logs command line options defined with abseil flags. They appear in **CONFIGURATION** **>**
**HYPER PARAMETERS** **>** **TF_DEFINE**.
**HYPERPARAMETERS** **>** **TF_DEFINE**.
![image](../../../img/examples_pytorch_abseil_params.png)

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@ -58,11 +58,11 @@ param = {'worker_{}_stuff'.format(dist.get_rank()): 'some stuff ' + str(randint(
Task.current_task().connect(param)
```
Command line options appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **Args**.
Command line options appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **Args**.
![image](../../../img/examples_pytorch_distributed_example_01.png)
Parameter dictionaries appear in the **General** section of **HYPER PARAMETERS**.
Parameter dictionaries appear in the **General** section of **HYPERPARAMETERS**.
```python
param = {'worker_{}_stuff'.format(dist.get_rank()): 'some stuff ' + str(randint(0, 100))}

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@ -40,7 +40,7 @@ in the experiment's page **>** **SCALARS**.
## Hyperparameters
ClearML automatically logs command line options defined with `argparse`. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **Args**.
ClearML automatically logs command line options defined with `argparse`. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **Args**.
![image](../../../img/examples_pytorch_mnist_01.png)

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@ -28,7 +28,7 @@ ClearML automatically tracks images and text output to TensorFlow. They appear i
## Hyperparameters
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **TF_DEFINE**.
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **TF_DEFINE**.
![image](../../../img/examples_pytorch_tensorboard_01.png)

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@ -23,7 +23,7 @@ appear in the experiment's page in the [web UI](../../../webapp/webapp_overview.
## Hyperparameters
ClearML automatically logs command line options defined with `argparse`. They appear in **CONFIGURATION** **>**
**HYPER PARAMETERS** **>** **Args**.
**HYPERPARAMETERS** **>** **Args**.
![image](../../../img/examples_pytorch_tensorboardx_01.png)

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@ -15,6 +15,6 @@ The debug sample images appear according to metric, in the experiment's **DEBUG
## Hyperparameters
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **TF_DEFINE**.
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **TF_DEFINE**.
![image](../../../img/examples_tensorboard_toy_pytorch_00.png)

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@ -22,7 +22,7 @@ plots are automatically captured by ClearML.
## Hyperparameters
ClearML automatically logs command line options defined with argparse and TensorFlow Definitions, which appear in
**CONFIGURATIONS > HYPER PARAMETERS > Args** and **TF_DEFINE** respectively.
**CONFIGURATIONS > HYPERPARAMETERS > Args** and **TF_DEFINE** respectively.
![PyTorch Lightning parameters](../../../img/examples_pytorch_lightning_params.png)

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@ -21,7 +21,7 @@ The loss and accuracy metric scalar plots appear in the experiment's page in the
## Hyperparameters
ClearML automatically logs command line options defined with `argparse`. They appear in **CONFIGURATION** **>**
**HYPER PARAMETERS** **>** **Args**.
**HYPERPARAMETERS** **>** **Args**.
![image](../../../img/examples_pytorch_tensorboardx_01.png)

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@ -65,7 +65,7 @@ The model configuration is stored with the model.
### Hyperparameters
ClearML automatically logs the TensorFlow Definitions, which appear in **CONFIGURATION** **>** **HYPER PARAMETERS**.
ClearML automatically logs the TensorFlow Definitions, which appear in **CONFIGURATION** **>** **HYPERPARAMETERS**.
![image](../../../img/integration_keras_tuner_01.png)

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@ -27,7 +27,7 @@ In the **ClearML Web UI**, the PR Curve summaries appear in the experiment's pag
## Hyperparameters
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **TF_DEFINE**.
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **TF_DEFINE**.
![image](../../../img/examples_tensorboard_pr_curve_04.png)

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@ -30,7 +30,7 @@ ClearML automatically tracks images and text output to TensorFlow. They appear i
## Hyperparameters
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS** **>**
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS** **>**
**TF_DEFINE**.
![image](../../../img/examples_tensorboard_toy_01.png)

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@ -17,7 +17,7 @@ The loss and accuracy metric scalar plots appear in the experiment's page in the
## Hyperparameters
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPER PARAMETERS**
ClearML automatically logs TensorFlow Definitions. They appear in **CONFIGURATION** **>** **HYPERPARAMETERS**
**>** **TF_DEFINE**.
![image](../../../img/examples_tensorflow_mnist_01.png)

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@ -7,7 +7,7 @@ script demonstrates:
* ClearML's automatic logging of `argparse` command line options and TensorFlow Definitions
* Logging user-defined hyperparameters with a parameter dictionary and connecting the dictionary to a Task.
Hyperparameters appear in the **web UI** in the experiment's page, under **CONFIGURATION** **>** **HYPER PARAMETERS**.
Hyperparameters appear in the **web UI** in the experiment's page, under **CONFIGURATION** **>** **HYPERPARAMETERS**.
Each type is in its own subsection. Parameters from older experiments are grouped together with the ``argparse`` command
line options (in the **Args** subsection).
@ -28,7 +28,7 @@ parser.add_argument('--argparser_str_value', help='string value', default='a str
args = parser.parse_args()
```
Command line options appears in **HYPER PARAMETERS** **>** **Args**.
Command line options appears in **HYPERPARAMETERS** **>** **Args**.
![image](../../img/examples_reporting_hyper_param_01.png)
@ -48,7 +48,7 @@ flags.DEFINE_string('echo5', '5', 'Text to echo.', module_name='test')
```
TensorFlow Definitions appear in **HYPER PARAMETERS** **>** **TF_DEFINE**.
TensorFlow Definitions appear in **HYPEPARAMETERS** **>** **TF_DEFINE**.
![image](../../img/examples_reporting_hyper_param_03.png)
@ -77,7 +77,7 @@ parameters['float'] = '9.9'
```
Parameters from dictionaries connected to Tasks appear in **HYPER PARAMETERS** **>** **General**.
Parameters from dictionaries connected to Tasks appear in **HYPERPARAMETERS** **>** **General**.
![image](../../img/examples_reporting_hyper_param_02.png)

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@ -153,10 +153,10 @@ Make sure a `clearml-agent` is assigned to that queue.
The values configured through the wizard are stored in the tasks hyperparameters and configuration objects by using the
[`Task.connect`](../../references/sdk/task.md#connect) and [`Task.set_configuration_object`](../../references/sdk/task.md#set_configuration_object)
methods respectively. They can be viewed in the WebApp, in the tasks **CONFIGURATION** page under **HYPER PARAMETERS** and **CONFIGURATION OBJECTS > General**.
methods respectively. They can be viewed in the WebApp, in the tasks **CONFIGURATION** page under **HYPERPARAMETERS** and **CONFIGURATION OBJECTS > General**.
ClearML automatically logs command line arguments defined with argparse. View them in the experiments **CONFIGURATION**
page under **HYPER PARAMETERS > General**.
page under **HYPERPARAMETERS > General**.
![Autoscaler configuration](../../img/examples_aws_autoscaler_config.png)

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@ -53,7 +53,7 @@ an `APIClient` object that establishes a session with the ClearML Server, and ac
## Configuration
The experiments hyperparameters are explicitly logged to ClearML using the [`Task.connect`](../../references/sdk/task.md#connect)
method. View them in the WebApp, in the experiments **CONFIGURATION** page under **HYPER PARAMETERS > General**.
method. View them in the WebApp, in the experiments **CONFIGURATION** page under **HYPERPARAMETERS > General**.
The task can be reused. Clone the task, edit its parameters, and enqueue the task to run in ClearML Agent [services mode](../../clearml_agent.md#services-mode).

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@ -80,7 +80,7 @@ The script supports the following additional command line options:
## Configuration
ClearML automatically logs command line options defined with argparse. They appear in the experiments **CONFIGURATION**
page under **HYPER PARAMETERS > Args**.
page under **HYPERPARAMETERS > Args**.
![Monitoring configuration](../../img/examples_slack_config.png)

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@ -79,7 +79,7 @@ recent), minimum, and / or maximum values.
1. Click settings.
1. For metrics, click **+ METRIC**, expand a metric category, and then select the metric checkboxes of those to show in
the leaderboard, and select the metric values (min / max / last).
1. For hyperparameters, click **+ HYPER PARAMETERS**, and then select the hyperparameter checkboxes of those to show in the leaderboard.
1. For hyperparameters, click **+ HYPERPARAMETERS**, and then select the hyperparameter checkboxes of those to show in the leaderboard.
## Step 5: Enable Auto Refresh

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@ -32,7 +32,7 @@ Clone the experiment to create an editable copy for tuning.
To demonstrate tuning, change two hyperparameter values.
1. In the info panel, **CONFIGURATION** **>** **HYPER PARAMETERS** **>** **Args** **>** Hover and click **EDIT**.
1. In the info panel, **CONFIGURATION** **>** **HYPERPARAMETERS** **>** **Args** **>** Hover and click **EDIT**.
1. Change the value of `batch_size` from `64` to `32`.
@ -104,12 +104,12 @@ To compare the original and tuned experiments:
* **DETAILS** - The **ARTIFACTS** section, including input and output models with their network designs, and other artifacts;
the **EXECUTION** section execution, including source code control, installed Python packages and versions,
uncommitted changes, and the Docker image name which, in this case, is empty.
* **HYPER PARAMETERS** - The hyperparameters and their values.
* **HYPERPARAMETERS** - The hyperparameters and their values.
* **SCALARS** - Scalar metrics with the option to view them as charts or values.
* **PLOTS** - Plots of any data with the option to view them as charts or values.
* **DEBUG SAMPLES** - Media including images, audio, and video uploaded by your experiment shown as thumbnails.
1. Examine the differences.
1. Compare the hyperparameters. In the **HYPER PARAMETERS** tab, expand **ARGS**. The hyperparameters `batch_size`
1. Compare the hyperparameters. In the **HYPERPARAMETERS** tab, expand **ARGS**. The hyperparameters `batch_size`
and `lr` are shown with a different background color. The values are different.
1. Compare the metrics. In the **SCALARS** tab, to the right of **Add Experiment**, select the plot or value comparison:
* **Graph** - The scalar metrics plots show `pytorch mnist train` and `Clone of pytorch mnist train`.

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@ -100,7 +100,7 @@ title: Version 0.13
**Features and Bug Fixes**
* Add parallel coordinates hyperparameter comparison, available under **Compare Experiments** **>** **HYPER PARAMETERS**
* Add parallel coordinates hyperparameter comparison, available under **Compare Experiments** **>** **HYPERPARAMETERS**
**>** **Parallel Coordinates** (in the drop-down) ([GitHub Issue #53](https://github.com/allegroai/trains/issues/53)).
* Add encoding of experiment table view settings in URL to allow sharing, using browser URL copy / paste.
* Add loguru (ANSI color) support ([GitHub Issue #29](https://github.com/allegroai/trains/issues/29)).

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@ -258,7 +258,7 @@ Arguments order changed in `Logger.report_line_plot()`, `Logger.report_plotly()`
* Improve experiment table columns
* Add filter by user
* Add filters time columns
* Add filters for custom columns (metrics and hyper parameters)
* Add filters for custom columns (metrics and hyperparameters)
* Add secondary nested sorting
* Add worker<->queue clickable reference in workers and queues tables
* Add presenting all metric debug samples concurrently
@ -270,7 +270,7 @@ Arguments order changed in `Logger.report_line_plot()`, `Logger.report_plotly()`
* Fix UI storage credentials input missing for HTML artifacts
* Fix sorting custom metric columns sort treats empty fields as zeroes
* Fix UI experiments table redundant rendering on auto refresh
* Fix missing URL encoding for hyper parameters key names
* Fix missing URL encoding for hyperparameters key names
* Fix UI experiment section edit opens outside viewable screen
* Fix UI missing default selection of artifacts in full screen view
* Fix UI variant name not shown in plots

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@ -64,7 +64,7 @@ The Values mode is a side-by-side comparison that shows hyperparameter value dif
**To view a side by side values comparison:**
1. Click the **HYPER PARAMETERS** tab.
1. Click the **HYPERPARAMETERS** tab.
1. In the dropdown menu (on the upper left, next to **+ Add Experiments**), choose **Values**.
1. To show only differences, move the **Hide Identical Fields** slider to on.
1. Locate differences by either:
@ -82,7 +82,7 @@ In the Parallel Coordinates mode, compare a metric to any combination of hyperpa
**To compare by metric:**
1. Click the **HYPER PARAMETERS** tab.
1. Click the **HYPERPARAMETERS** tab.
1. In the dropdown menu (on the upper left, next to **+ Add Experiments**), choose **Parallel Coordinates**.
1. In **Performance Metric**, expand a metric or monitored resource, and then click a variant.
1. Select the metric values to use. Choose one of the following:

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@ -50,7 +50,7 @@ Customize the table using any of the following:
* Changing table columns
* Show / hide columns - Click <img src="/docs/latest/icons/ico-settings.svg" alt="Setting Gear" className="icon size-md" />
**>** mark or clear the checkboxes of columns to show or hide.
* Add custom columns - Click **+ METRICS** or **+ HYPER PARAMETERS** to add metric / hyperparameter columns to the
* Add custom columns - Click **+ METRICS** or **+ HYPERPARAMETERS** to add metric / hyperparameter columns to the
main column list. Added columns are by default displayed in the table. You can remove the custom columns from the
main column list or the column addition windows.
* [Filter columns](#filtering-columns)
@ -95,7 +95,7 @@ experiments in the table.
#### To Add Hyperparameters:
* Click <img src="/docs/latest/icons/ico-settings.svg" alt="Setting Gear" className="icon size-md" /> **>** **+ HYPER PARAMETERS** **>** Expand a section **>** Select the
* Click <img src="/docs/latest/icons/ico-settings.svg" alt="Setting Gear" className="icon size-md" /> **>** **+ HYPERPARAMETERS** **>** Expand a section **>** Select the
hyperparameter checkboxes.
:::note Float Values Display

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@ -113,7 +113,7 @@ All parameters and configuration objects appear in the **CONFIGURATION** tab.
### Hyperparameters
Hyperparameters are grouped by their type and appear in **CONFIGURATION** **>** **HYPER PARAMETERS**.
Hyperparameters are grouped by their type and appear in **CONFIGURATION** **>** **HYPERPARAMETERS**.
#### Command Line Arguments

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@ -133,7 +133,7 @@ Add, change, or delete hyperparameters, which are organized in the **ClearML Web
**To add, change, or delete hyperparameters:**
* In the **CONFIGURATION** tab **>** **HYPER PARAMETERS** > **General** **>** hover **>** **EDIT** **>** add, change,
* In the **CONFIGURATION** tab **>** **HYPERPARAMETERS** > **General** **>** hover **>** **EDIT** **>** add, change,
or delete keys and /or values **>** **SAVE**.