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## Usage
These commands demonstrate a few useful use cases for `clearml-task`.
### Executing Code from a Remote Repository
### Executing Code from a Remote Repository
```bash
clearml-task --project examples --name remote_test --repo https://github.com/clearml/events.git --branch master --script /webinar-0620/keras_mnist.py --args batch_size=64 epochs=1 --queue default

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Deploy the NVIDIA GPU Operator in order to use Nvidia GPUs in ClearML.
See the [GPU Operator Basic Deployment guide](extra_configs/gpu_operator.md)
See the [GPU Operator Basic Deployment guide](extra_configs/gpu_operator.md).
### Fractional GPU Support

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View and edit SingleFrames in the Dataset page. After selecting a Hyper-Dataset version, the **Version Browser** shows a sample
of frames and enables viewing SingleFrames and FramesGroups, and editing SingleFrames, in the [frame viewer](#frame-viewer).
Before opening the frame viewer, you can filter the frames by applying [simple](webapp_datasets_versioning.md#simple-frame-filtering) or [advanced](webapp_datasets_versioning.md#advanced-frame-filtering)
filtering logic.
Before opening the frame viewer, you can apply [frame filters](webapp_datasets_versioning.md#frame-filtering).
![Dataset page](../../img/hyperdatasets/dataset_versions.png#light-mode-only)
![Dataset page](../../img/hyperdatasets/dataset_versions_dark.png#dark-mode-only)
@ -88,7 +87,7 @@ Use frame viewer controls to navigate between frames in a Hyper-Dataset Version,
**To view / edit a frame in the frame editor**
1. Locate your frame by applying a [simple frame filter](webapp_datasets_versioning.md#simple-frame-filtering) or [advanced frame filter](webapp_datasets_versioning.md#advanced-frame-filtering), and clicking **LOAD MORE**, if required.
1. Locate your frame by applying [filters](webapp_datasets_versioning.md#frame-filtering).
1. Click the frame thumbnail. The frame editor appears.
1. Do any of the following:
* View frame details, including:

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## Statistics
The **Statistics** tab allows exploring frame and ROI property distribution across a Hyper-Dataset version:
1. Query the frames to include in the statistics calculations under **Filter by label**. Use [simple](#simple-frame-filtering)
or [advanced](#advanced-frame-filtering) frame filters. If no filter is applied, all frames in the dataset version will
be included in the calculation.
1. Query the frames to include in the statistics calculations under **Filter by label**. Use [frame filters](#frame-filtering).
If no filter is applied, all frames in the dataset version will be included in the calculation.
1. Select the property whose distribution should be calculated
* Select the property **Type**:
* **ROI** - Frame ROI properties (e.g. ROI label, ID, confidence, etc.). This will calculate the distribution of

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* Fix UI scalar plots data does not refresh
* Fix UI dataset Preview tab does not display dataset contents
* Fix dataset list sometimes disappears in UI Annotation creation modal
* Fix Failed to fetch history' error displayed unnecessarily in UI Orchestration Dashboard
* Fix 'Failed to fetch history' error displayed unnecessarily in UI Orchestration Dashboard
* Add error message when launching multiple UI autoscaler instances with the same worker prefixes
### Enterprise Server 3.23.1

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![Autoscaler instance launch form](../../img/app_aws_autoscaler_wizard.png)
### Configuration Vault
### Configuration Vault
:::important Enterprise Feature
The Configuration Vault is available under the ClearML Enterprise plan.

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![Full screen view](../img/webapp_tracking_33.png#light-mode-only)
![Full screen view](../img/webapp_tracking_33_dark.png#dark-mode-only)
## Execution
## Execution
A task's **EXECUTION** tab of lists the following:
* Source code
* Uncommitted changes