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@ -30,7 +30,7 @@ and running, users can send Tasks to be executed on Google Colab's hardware.
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This environment variable makes Matplotlib work in headless mode, so it won't output graphs to the screen.
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1. Create new credentials. Go to your [**Settings**](https://app.clear.ml/settings/workspace-configuration) page > **WORKSPACE** section.
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Under **App Credentials**, click **+ Create new credentials**, and copy the information that pops up.
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Under **API Credentials**, click **+ Create new credentials**, and copy the information that pops up.
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1. Set the credentials. In the third cell, enter your own credentials:
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```python
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@ -71,40 +71,6 @@ ROI label mapping (label translation) applies to the new model. For example, app
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Define class labels for the new model and assign integers to each in order to maintain data conformity across multiple
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codebases and datasets. It is important to set enumeration values for all labels of importance.
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## Data Augmentation
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On-the-fly data augmentation is applied to SingleFrames, transforming images without creating new data. Apply data augmentation
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in steps, where each step is composed of a method, an operation, and a strength as follows:
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* **Affine** augmentation method - Transform an image's geometric shape to another position on a 2-dimensional plane.
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Use any of the following operations:
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* Rotate
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* Reflect-horiz - Flip images horizontally
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* Reflect-vert - Flip images vertically
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* Scale
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* Shear - Skew
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* No operation - Randomly select SingleFrames that are not transformed (skipped). If the experiment runs again, and
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the random seed in [iteration control](#iteration-control) is unchanged, the same SingleFrames are not augmented.
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* **Pixel** augmentation method - Transform images by modifying pixel values while retaining shape and perspective.
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Use any of the following operations:
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* Blur - Gaussian smoothing
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* Noise - ClearML Enterprise's own noise augmentation consisting of:
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* **high** noise - like snow on analog televisions with a weak TV signal
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* **low** noise - like a low resolution image magnified in localized areas on the image
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* Recolor - using an internal RGB lookup-table
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* No operation - Randomly select SingleFrames that are not transformed (skipped). If the experiment runs again, and
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the random seed in [iteration control](#iteration-control) is unchanged, the same SingleFrames are not augmented.
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* Strength - A number applied to adjust the degree of transformation. The recommended strengths are the following:
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* 0.0 - No effect
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* 0.5 - Low (weak)
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* 1.0 - Medium (recommended)
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* 2.0 - High (strong)
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## Iteration Control
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The input data **iteration control** settings determine the order, number, timing, and reproducibility of the Dataview iterating
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@ -159,11 +159,32 @@ To draw a new annotation:
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A new annotation is created.
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1. In the newly created annotation, select or type-in a label(s). Click the circle in the label name to select a
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different label color.
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1. In the newly created annotation, select or type-in the labels for this annotation.
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You can use the **Default ROI Label(s)** list to automatically set labels to all new annotations.
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:::info Annotation color
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Each annotation label is automatically assigned a color based on its value. The annotation color is automatically
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calculated based on the colors of its labels.
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Click the color circle in the label name to manually set the label's color.
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<div class="max-w-75">
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</div>
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Click the color circle in the annotation header to manually set the annotation’s color and its opacity.
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<div class="max-w-75">
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</div>
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:::
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#### Copying Frame Objects
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You can copy existing annotations, and paste them to any frame of your choice:
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1. Click the annotation or bounded area in the frame.
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@ -8,16 +8,19 @@ deleting [Dataset versions](../dataset.md#dataset-versioning).
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## Dataset Version History
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The WebApp (UI) presents your dataset version structure in list view <img src="/docs/latest/icons/ico-list-view.svg" alt="List view" className="icon size-md space-sm" />
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or tree view <img src="/docs/latest/icons/ico-tree-view.svg" alt="Tree view" className="icon size-md space-sm" />.
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The WebApp (UI) presents your dataset version structure in tree view <img src="/docs/latest/icons/ico-tree-view.svg" alt="Tree view" className="icon size-md space-sm" />
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or list view <img src="/docs/latest/icons/ico-list-view.svg" alt="List view" className="icon size-md space-sm" />.
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The tree view shows the lineage of the dataset's versions.
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The list view lists the dataset's versions chronologically by last update time.
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The tree view shows the lineage of the dataset's versions.
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Click <img src="/docs/latest/icons/ico-sort.svg" alt="Sort order" className="icon size-md space-sm" /> to order the
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dataset versions in ascending or descending order based on their last update time.
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Use the search bar to find specific versions. You can query by version name, version description, or version ID. The search returns
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all versions that match the query.
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@ -78,7 +78,7 @@ Access these actions with the context menu in any of the following ways:
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| ClearML Action | Description |
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|---|---|
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| Details | View Dataview details, including input datasets, label mapping, augmentation operations, and iteration control. Can also be accessed by double-clicking a Dataview in the Dataviews table. |
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| Details | View Dataview details, including input datasets, label mapping, and iteration control. Can also be accessed by double-clicking a Dataview in the Dataviews table. |
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| Archive | Move Dataview to the Dataview's archive. |
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| Restore | Action available in the archive. Restore a Dataview to the active Dataviews table. |
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| Delete | Action available in the archive. Permanently delete a Dataview. |
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@ -12,7 +12,6 @@ enables modifying [Dataviews](webapp_dataviews.md), including:
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* [Frame filtering](#filtering-frames)
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* [Label mapping](#mapping-labels-label-translation)
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* [Class label enumeration](#label-enumeration)
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* [Data augmentation](#data-augmentation)
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* [Input frame iteration controls](#iteration-controls)
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## Selecting Dataviews
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@ -22,7 +21,7 @@ enables modifying [Dataviews](webapp_dataviews.md), including:
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* Create a new Dataview
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* Click **+** and then follow the instructions below to select Hyper-Dataset versions, filter frames, map labels (label translation),
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and set label enumeration, data augmentation, and iteration controls.
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and set label enumeration and iteration controls.
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* Select a different Dataview already associated with the experiment.
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@ -118,22 +117,6 @@ Modify the label enumeration assigned to output models.
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1. Click **SAVE**.
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## Data Augmentation
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Modify the on-the-fly data augmentation applied to frame input from the select Hyper-Dataset versions and filtered by the frame filters. Data augmentation is applied in steps, where each step applies a method, operation, and strength.
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For more detailed information, see [Data Augmentation](../dataviews.md#data-augmentation).
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**To modify data augmentation**
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1. In the **AUGMENTATION** section, click **EDIT**.
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* Add (**+**) or edit an augmentation step - Select a **METHOD**, **OPERATION**, and **STRENGTH**.
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* Remove (<img src="/docs/latest/icons/ico-trash.svg" alt="Trash" className="icon size-md space-sm" />) an augmentation step.
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1. Click **SAVE**.
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## Iteration Controls
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Modify the frame iteration performed by the Dataview to control the order, number, timing, and reproducibility of frames
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@ -14,7 +14,6 @@ In an experiment's page, go to the **DATAVIEWS** tab to view all the experiment'
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* Input data [selection](#input) and [filtering](#filtering)
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* ROI [mapping](#mapping) (label translation)
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* [Label enumeration](#label-enumeration)
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* On-the-fly [data augmentation](#augmentation)
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* [Iteration controls](#iteration-control)
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@ -52,13 +51,6 @@ For detailed information, see [Mapping ROI labels](../dataviews.md#mapping-roi-l
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Assign label enumeration in the **LABELS ENUMERATION** area.
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### Augmentation
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On-the-fly data augmentation applied to SingleFrames, which does not create new data. Apply data Augmentation in steps,
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where each step is composed of a method, an operation, and a strength.
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For detailed information, see [Data augmentation](../dataviews.md#data-augmentation).
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### Iteration Control
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The input data iteration control settings determine the order, number, timing, and reproducibility of the Dataview iterating
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@ -25,5 +25,5 @@ The Settings page consists of the following sections:
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* [Resource Configuration](webapp_settings_resource_configs.md) (ClearML Enterprise Server) - Define the available resources and the way in which they
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will be allocated to different workloads
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* [Billing & Usage](webapp_settings_usage_billing.md) (ClearML Hosted Service) - View current billing details and usage information
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* [Storage Credentials](webapp_settings_storage_credentials.md) (ClearML Enterprise Server) - Configure storage provider access credentials to
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* [Storage Cleanup](webapp_settings_storage_credentials.md) (ClearML Enterprise Server) - Configure storage provider access credentials to
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enable ClearML to delete artifacts stored in cloud storage when tasks and models are deleted
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@ -63,7 +63,7 @@ to switch to.
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### ClearML App Credentials
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### ClearML API Credentials
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Generate ClearML credentials, made up of an access and secret key pair, and insert them into your [configuration file](../../configs/clearml_conf.md)
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or Jupyter Notebook to grant the ClearML SDK and the ClearML Agent API access to the server.
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@ -74,7 +74,7 @@ You can create credentials for any workspace that you are a member of.
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1. In **WORKSPACE**, expand the desired workspace's panel (self-deployed ClearML Server users have one workspace)
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1. In **App Credentials**, click **+ Create new credentials**
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1. In **API Credentials**, click **+ Create new credentials**
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1. In the dialog that pops up, you can input a label for the new credentials
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@ -114,7 +114,7 @@ Generate tokens providing API access to the AI Application Gateway endpoints:
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### Changing Your Workspace Name
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To change the name of your own workspace, click **Edit workspace name** <img src="/docs/latest/icons/ico-edit.svg" alt="Edit Pencil" className="icon size-md" />
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(under App credentials) **>** modify the name **>** click <img src="/docs/latest/icons/ico-save.svg" alt="Check Mark" className="icon size-md" />.
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(under API credentials) **>** modify the name **>** click <img src="/docs/latest/icons/ico-save.svg" alt="Check Mark" className="icon size-md" />.
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### Adding Users to Your Workspace
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---
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title: Storage Credentials
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title: Storage Cleanup
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---
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To enable ClearML to delete task artifacts stored in cloud storage when a task is deleted, configure access credentials for your storage provider:
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@ -7,8 +7,8 @@ To enable ClearML to delete task artifacts stored in cloud storage when a task i
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* [AWS S3 Storage](#aws-s3-storage)
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* [Azure](#azure)
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## Google Cloud Storage
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Set up credentials for Google Cloud buckets:
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* If the user's invitation is pending, the date the user was added
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* [User groups](#user-groups) (ClearML Enterprise feature)
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Use the search bar <img src="/docs/latest/icons/ico-search.svg" alt="Magnifying glass" className="icon size-md space-md" />
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to find a specific user by their name, email, or user ID.
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@ -68,6 +71,9 @@ Each row of the table includes:
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* Credentials - Number of credentials currently available to the account
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* Last active time
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Use the search bar <img src="/docs/latest/icons/ico-search.svg" alt="Magnifying glass" className="icon size-md space-md" />
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to find a specific service account by its name or ID.
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Hover over a service account in the table to **Edit** or **Delete** it.
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@ -163,6 +169,8 @@ The system includes three pre-configured groups that can't be removed:
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* `Queue admins` - Can create / delete / rename queues
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The user group table lists all the active user groups. Each row includes a group's name, description, member list, and ID.
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Use the search bar <img src="/docs/latest/icons/ico-search.svg" alt="Magnifying glass" className="icon size-md space-md" />
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to find a specific user group by its name, description, or ID.
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@ -37,7 +37,7 @@ Click the profile menu button <img src="/docs/latest/icons/ico-me.svg" alt="Prof
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in the top right corner of the web UI screen to access the following:
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* **Settings** - Navigate to ClearML's user [Settings](settings/webapp_settings_profile.md) page:
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* Set [WebApp preferences](settings/webapp_settings_profile.md)
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* Manage [workspace API credentials](settings/webapp_settings_profile.md#clearml-credentials)
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* Manage [workspace API credentials](settings/webapp_settings_profile.md#clearml-api-credentials)
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* Configure [cloud storage access credentials](settings/webapp_settings_profile.md#browser-cloud-storage-access) for the ClearML Web UI
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* ClearML Hosted service specific options
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* Manage [users and workspaces](settings/webapp_settings_users.md)
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