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Markdown
515 lines
29 KiB
Markdown
---
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title: Tracking Tasks and Visualizing Results
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---
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While a task is running, and any time after it finishes, track it and visualize the results in the ClearML Web UI,
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including:
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* [Execution details](#execution) - Code, the container image used for [ClearML Agent](../clearml_agent.md), output destination for artifacts, and the logging level.
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* [Configuration](#configuration) - Hyperparameters, user properties, and configuration objects.
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* [Artifacts](#artifacts) - Input model, output model, model snapshot locations, other artifacts.
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* [Info](#info) - Extended task information, such as the start, create, and last update times and dates, user creating the task, and its description.
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* [Console](#console) - stdout, stderr, output to the console from libraries, and ClearML explicit reporting.
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* [Scalars](#scalars) - Metric plots.
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* [Plots](#plots) - Other plots and data, for example: Matplotlib, Plotly, and ClearML explicit reporting.
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* [Debug samples](#debug-samples) - Images, audio, video, and HTML.
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## Viewing Modes
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The ClearML Web UI provides two viewing modes for task details:
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* [Info panel](#info-panel)
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* [Full screen details mode](#full-screen-details-view)
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Both modes contain all task details. When either view is open, switch to the other mode by clicking <img src="/docs/latest/icons/ico-info-min.svg" alt="Table/Full screen view" className="icon size-md space-sm" />
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(**View in task table / full screen**), or clicking <img src="/docs/latest/icons/ico-bars-menu.svg" alt="Bars menu" className="icon size-md space-sm" /> (**menu**) > **View in tasks
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table / full screen**.
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### Info Panel
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The info panel keeps the task table in view so that [task actions](webapp_exp_table.md#task-actions)
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can be performed from the table (as well as the menu in the info panel).
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Click <img src="/docs/latest/icons/ico-compact-view.svg" alt="Compressed view" className="icon size-md space-sm" /> to
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hide details in the task table, so only the task names and statuses are displayed
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### Full Screen Details View
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The full screen details view allows for easier viewing and working with task tracking and results. The task
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table is not visible when the full screen details view is open. Perform task actions from the menu.
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## Execution
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A task's **EXECUTION** tab of lists the following:
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* Source code
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* Uncommitted changes
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* Installed Python packages
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* Container details
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* Output details
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In full-screen mode, the source code and output details are grouped in the **DETAILS** section.
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### Source Code
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The Source Code section of a task's **EXECUTION** tab includes:
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* The task's repository
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* Commit ID
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* Script path
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* Working directory
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* Binary (Python executable)
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### Uncommitted Changes
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ClearML displays the git diff of the task in the Uncommitted Changes section.
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### Python Packages
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The Python Packages section lists the task's installed Python packages and their versions.
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When a ClearML agent executing a task ends up using a different set of Python packages than was originally
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specified, both the original specification (`original pip` or `original conda`), and the packages the agent ended up
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using to set up an environment (`pip` or `conda`) are available. Select which requirements to view in the dropdown menu.
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### Container
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The Container section list the following information:
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* Image - a pre-configured container that ClearML Agent will use to remotely execute this task (see [Building Docker containers](../clearml_agent/clearml_agent_docker_exec))
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* Arguments - add container arguments
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* Setup shell script - a bash script to be executed inside the container before setting up the task's environment
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:::important
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To [rerun](webapp_exp_tuning.md) a task through the UI in the listed container, the ClearML Agent executing the task must be running in
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Docker mode:
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```bash
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clearml-agent daemon --queue <execution_queue_to_pull_from> --docker [optional default docker image to use]
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```
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For more information, see [Docker Mode](../clearml_agent/clearml_agent_execution_env.md#docker-mode).
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:::
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### Output
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The Output details include:
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* The output destination used for storing model checkpoints (snapshots) and artifacts (see also, [default_output_uri](../configs/clearml_conf.md#config_default_output_uri)
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in the configuration file, and `output_uri` in [`Task.init`](../references/sdk/task.md#taskinit) parameters).
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## Configuration
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All parameters and configuration objects appear in the **CONFIGURATION** tab.
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### Hyperparameters
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Hyperparameters are grouped by their type and appear in **CONFIGURATION** **>** **HYPERPARAMETERS**. Once a task
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is run and stored in ClearML Server, any of these hyperparameters can be [modified](webapp_exp_tuning.md#modifying-tasks).
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#### Command Line Arguments
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The **Args** group shows automatically logged argument parser parameters (e.g. `argparse`, `click`, `hydra`).
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Hover over <img src="/docs/latest/icons/ico-description.svg" alt="Description" className="icon size-md space-sm" /> (menu) on a
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parameter's line, and the type, description, and default value appear, if they were provided.
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#### Environment Variables
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If environment variables were listed in the `CLEARML_LOG_ENVIRONMENT` environment variable or the [`sdk.development.log_os_environments`](../configs/clearml_conf.md#log_env_var)
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field of the `clearml.conf` file, the **Environment** group displays the listed environment variables (see [this FAQ](../faq.md#track-env-vars)).
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:::note
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The `CLEARML_LOG_ENVIRONMENT` variable always overrides the `clearml.conf` file.
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:::
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#### Custom Parameter Groups
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Custom parameter groups show parameter dictionaries if the parameters were connected to the Task, using
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[`Task.connect()`](../references/sdk/task.md#connect) with a `name` argument provided. `General` is the default section
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if a name is not provided.
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#### TensorFlow Definitions
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The **TF_DEFINE** parameter group shows automatic TensorFlow logging.
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### User Properties
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User properties allow to store any descriptive information in a key-value pair format. They are editable in any task,
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except *Published* ones (read-only).
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### Configuration Objects
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ClearML tracks a task's model configuration objects, which appear in **Configuration Objects** **>** **General**.
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These objects include those that are automatically tracked, and those connected to a Task in code (see [`Task.connect_configuration`](../references/sdk/task.md#connect_configuration)).
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ClearML supports providing a name for a Task model configuration object (see the `name`
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parameter in [`Task.connect_configuration`](../references/sdk/task.md#connect_configuration)).
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## Artifacts
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Task artifacts, including models, appear in the **ARTIFACTS** tab.
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Each non-model artifact entry displays:
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* File path
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* File size
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* Hash
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* Metadata (if set)
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Artifact location is displayed in the `FILE PATH` field. To access model and other artifact files:
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* **Local Files**: Use the 'copy to clipboard' action (<img src="/docs/latest/icons/ico-copy-to-clipboard.svg" alt="Clipboard" className="icon size-md space-sm" />)
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to obtain the file path to facilitate local storage access since web applications are prohibited from accessing the local disk for security reasons.
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* **Remote Files** (e.g. network-hosted artifacts with `https://`, `s3://`, etc. URIs): Use the download action (<img src="/docs/latest/icons/ico-download-json.svg" alt="Download" className="icon size-md space-sm" />)
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to retrieve the file.
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### Models
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The task's input and output models appear in the **ARTIFACTS** tab. Each model entry shows:
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* Model name
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* ID
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* Configuration.
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Input models also display their creating task, which on-click navigates you to the task's page.
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To view more model details, including design, label enumeration, and general information, click the model name
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to navigate to its page in the **MODELS** tab (see [Model Details](webapp_model_viewing.md)).
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## Info
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The **INFO** tab shows extended task information:
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* [Latest task events log](#latest-events-log)
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* [Task description](#description)
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* [Task details](#task-details)
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### Latest Events Log
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:::important Enterprise Feature
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This feature is available under the ClearML Enterprise plan.
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:::
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The Enterprise Server also displays a detailed history of task activity:
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* Task action (e.g. status changes, project move, etc.)
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* Action time
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* Acting user
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* Action source (i.e. ClearML Agent, SDK, or UI)
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* Action source version
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To download the task history as a CSV file, hover over the log and click <img src="/docs/latest/icons/ico-download.svg" alt="Download" className="icon size-md space-sm" />.
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:::note Limited persistency
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ClearML maintains a system-wide, large but strict limit for task history items. Once the limit is reached, the oldest entries are purged to make room for fresh entries.
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:::
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### Description
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Add descriptive text to the task in the **Description** section. To modify the description, hover over the
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description box and click **Edit**.
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### Task Details
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The **Task Details** section lists information describing the task:
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* The parent task
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* Project name
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* Creation, start, and last update dates and times
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* User who created the task
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* Task state (status)
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* Whether the task is archived
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* Runtime properties - Information about the machine running the task:
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* Operating system
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* CUDA driver version
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* Number of CPU cores
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* Number of GPUs
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* CPU / GPU type
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* Memory size
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* Host name
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* Processor
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* Python version
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* Task Progress
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## Task Results
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:::tip Embedding ClearML Visualization
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You can embed task plots and debug samples into ClearML [Reports](webapp_reports.md). These visualizations are
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updated live as the task(s) updates. The Enterprise Plan and Hosted Service support embedding resources in external
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tools (e.g. Notion). See [Plot Controls](#plot-controls).
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:::
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### Console
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The complete task log containing everything printed to stdout and stderr appears in the **CONSOLE** tab. The full log
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is downloadable. To view the end of the log, click **Jump to end**.
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### Scalars
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All scalars that ClearML automatically logs, as well as those explicitly reported in code, appear in
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**SCALARS**.
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Scalar series can be displayed in [graph view](#graph-view) (default) or in [metric values view](#metric-values-view):
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#### Graph View
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Scalar graph view (<img src="/docs/latest/icons/ico-charts-view.svg" alt="Graph view" className="icon size-md space-sm" />)
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shows scalar series plotted as a time series line chart. By default, a single plot is shown for each scalar metric,
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with all variants overlaid within.
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The series are sub-sampled for
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display efficiency. For high resolution, view a series in full screen mode by hovering over the graph and clicking <img src="/docs/latest/icons/ico-maximize.svg" alt="Maximize plot icon" className="icon size-md space-sm" />.
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:::info Full Screen Refresh
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Scalar graphs in full screen mode do not auto-refresh. Click <img src="/docs/latest/icons/ico-reset.svg" alt="Refresh" className="icon size-md space-sm medium-zoom-image" />
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to update the graph.
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:::
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Single value scalars (see [`Logger.report_single_value`](../references/sdk/logger.md#report_single_value)) are shown in
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a `Summary` table.
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#### Scalar Plot Tools
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Use the scalar tools to improve analysis of scalar metrics. In the info panel, click <img src="/docs/latest/icons/ico-settings.svg" alt="Settings gear" className="icon size-md space-sm" /> to use the tools. In the full screen details view, the tools
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are on the left side of the window. The tools include:
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<a id="group_by"/>
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* **Group by** - Select one of the following:
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* **Metric** - Displays all variants for a metric on the same plot. For example, if you have a "Test" metric with
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"loss" and "accuracy" variants, both variants will appear on the same plot that is titled "Test".
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* **None** - Displays individual plots for each metric-variant combination, grouped into sections by metric. For
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example, a "Test" metric with "loss" and "accuracy" variants will have a separate plot for each variant under the
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"Test" group.
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* Horizontal axis - Select the x-axis units:
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* Iterations
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* Time from start - Time since task began
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* Wall time - Local clock time
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* Curve smoothing - Choose which smoothing algorithm to use from the dropdown menu: Exponential moving average, Gaussian,
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or Running Average. Use the slider to configure the smoothing factor or specify a value manually.
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* Show / hide plots - Click <img src="/docs/latest/icons/ico-show.svg" alt="Eye Show" className="icon size-md space-sm" /> to control which
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plots to display. For example, to display specific plots, click **HIDE ALL**, and then click <img src="/docs/latest/icons/ico-show.svg" alt="Eye Show" className="icon size-md space-sm" />
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on each plot you want to view.
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To embed scalar plots in your [Reports](webapp_reports.md), hover over a plot and click Embed <img src="/docs/latest/icons/ico-plotly-embed-code.svg" alt="Embed code" className="icon size-md space-sm" />,
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which will copy to clipboard the embed code to put in your Reports. To quickly get the embed codes for all plots of a
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specific metric, click Embed <img src="/docs/latest/icons/ico-plotly-embed-code.svg" alt="Embed code" className="icon size-md space-sm" />
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on the group section header (available when plots are [grouped by](#group_by) `None`).
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In contrast to static screenshots, embedded resources
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are retrieved when the report is displayed allowing your reports to show the latest up-to-date data.
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See additional [plot controls](#plot-controls) below.
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#### Metric Values View
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The metric values view (<img src="/docs/latest/icons/ico-table-view.svg" alt="Table view" className="icon size-md space-sm" />)
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shows a table summary of your metrics with a row per metric/variant:
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* First - The metric/variant series' initial value
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* Last - The metric/variant series' last value
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* Min - The metric/variant series' minimum value
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* Max - The metric/variant series' maximum value
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* Mean - The metric/variant series' mean value
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If all the values of a specific metric/variant are the same, the row will display a <img src="/docs/latest/icons/ico-equal-outline.svg" alt="Same values" className="icon size-md space-sm" /> sign.
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Choose which metrics to view using one of the following out the options:
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* Use the quick filter bar (<img src="/docs/latest/icons/ico-search.svg" alt="Magnifying glass" className="icon size-md space-sm" />)
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to only show metrics/variants whose name fit a partial-string match
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* Use the filter menu (<img src="/docs/latest/icons/ico-filter-off.svg" alt="Filter" className="icon size-md" />) to
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select which metrics to view by clicking their show/hide button (<img src="/docs/latest/icons/ico-show.svg" alt="Eye Show" className="icon size-md space-sm" />).
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Click **Hide/Show all**, to quickly hide/show all metrics.
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### Plots
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Non-time-series plots appear in **PLOTS**. These include data generated by libraries, visualization tools, and
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explicitly reported using the ClearML Logger. These may include 2D and 3D plots, tables (Pandas and CSV files), and
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Plotly plots. Individual plots can be shown / hidden or filtered by title.
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Plots are grouped into sections by metric. To quickly get the embed codes for all plots of a specific metric, click Embed <img src="/docs/latest/icons/ico-plotly-embed-code.svg" alt="Embed code" className="icon size-md space-sm" />
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on the group section header.
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For each metric/variant combination, the latest reported plot is displayed.
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When viewing a plot in full screen (<img src="/docs/latest/icons/ico-maximize.svg" alt="Maximize plot icon" className="icon size-md space-sm" />),
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older iterations are available through the iteration slider (or using the up/down arrow keyboard shortcut). Go to the
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previous/next plot in the current iteration using the <img src="/docs/latest/icons/ico-previous.svg" alt="Previous" className="icon size-md space-sm" /> / <img src="/docs/latest/icons/ico-next.svg" alt="Next" className="icon size-md space-sm" />
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buttons (or using the left/right arrow keyboard shortcut).
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#### Plot Controls
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The table below lists the plot controls which may be available for any plot (in the **SCALARS** and **PLOTS** tabs).
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These controls allow you to better analyze the results. Hover over a plot, and the controls appear.
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|Icon|Description|
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| <img src="/docs/latest/icons/ico-download-pic.svg" alt="Download PNG icon" className="icon size-sm space-sm" /> | Download plots as PNG files. |
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| <img src="/docs/latest/icons/ico-pan.svg" alt="Pan icon" className="icon size-sm space-sm" /> | Pan around plot. Click <img src="/docs/latest/icons/ico-pan.svg" alt="Pan icon" className="icon size-sm space-sm" />, click the plot, and then drag. |
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| <img src="/docs/latest/icons/ico-dotted-box.svg" alt="Dotted box icon" className="icon size-sm space-sm" /> | To examine an area, draw a dotted box around it. Click <img src="/docs/latest/icons/ico-dotted-box.svg" alt="Dotted box icon" className="icon size-sm space-sm" /> and then drag. |
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| <img src="/docs/latest/icons/ico-dotted-lasso.svg" alt="Dotted lasso icon" className="icon size-sm space-sm" /> | To examine an area, draw a dotted lasso around it. Click <img src="/docs/latest/icons/ico-dotted-lasso.svg" alt="Dotted lasso icon" className="icon size-sm space-sm" /> and then drag. |
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| <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" />. |
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| <img src="/docs/latest/icons/ico-zoom-in-square.svg" alt="Zoom-in icon" className="icon size-sm space-sm" /> | Zoom in. |
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| <img src="/docs/latest/icons/ico-zoom-out-square.svg" alt="Zoom-out icon" className="icon size-sm space-sm" /> | Zoom out. |
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| <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" />). |
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| <img src="/docs/latest/icons/ico-reset-axes.svg" alt="Reset axes icon" className="icon size-sm space-sm" /> | Reset axes after a zoom. |
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| <img src="/docs/latest/icons/ico-spike-lines.svg" alt="Spike lines icon" className="icon size-sm space-sm" /> | Show / hide spike lines. |
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| <img src="/docs/latest/icons/ico-show-closest.svg" alt="Show closest icon" className="icon size-sm space-sm" /> <br/> <img src="/docs/latest/icons/ico-compare-data.svg" alt="Compare data icon" className="icon size-sm space-sm" /> <br/> <img src="/docs/latest/icons/ico-x-unified.svg" alt="X-united mode" className="icon size-sm space-sm" />| Set data hover mode:<ul><li><img src="/docs/latest/icons/ico-show-closest.svg" alt="Show closest icon" className="icon size-sm space-sm" /> Closest - Show the (X, Y) data point closest to the cursor, including horizontal and vertical axes values</li><li> <img src="/docs/latest/icons/ico-compare-data.svg" alt="Compare data icon" className="icon size-sm space-sm" /> X - Show labels for points with the same x value as the cursor </li><li> <img src="/docs/latest/icons/ico-x-unified.svg" alt="X-united mode" className="icon size-sm space-sm"/> X unified - Show a single label for the points with the same x value as the cursor</li></ul> |
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| <img src="/docs/latest/icons/ico-logarithmic-view.svg" alt="Logarithmic view icon" className="icon size-sm space-sm" /> | Switch to logarithmic view. |
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| <img src="/docs/latest/icons/ico-graph-legend.svg" alt="Graph legend icon" className="icon size-sm space-sm" /> | Hide / show the legend. |
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| <img src="/docs/latest/icons/ico-reset_1.svg" alt="Plot layout setting" className="icon size-sm space-sm" />| Switch between original and auto-fitted plot dimensions. The original layout is the plot's user-defined dimensions. |
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| <img src="/docs/latest/icons/ico-download-json-plot.svg" alt="Download JSON icon" className="icon size-sm space-sm" /> | Download plot data as a JSON file. |
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| <img src="/docs/latest/icons/ico-download-csv.svg" alt="Download CSV icon" className="icon size-sm space-sm" /> | Download **table** plot data as a CSV file. |
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| <img src="/docs/latest/icons/ico-maximize.svg" alt="Maximize plot icon" className="icon size-sm space-sm" /> | Expand plot to entire window. When used with scalar graphs, full screen mode displays plots with all data points, as opposed to an averaged plot |
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| <img src="/docs/latest/icons/ico-reset.svg" alt="Refresh" className="icon size-sm space-sm" /> | Refresh scalar graphs in full screen mode to update it. |
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| <img src="/docs/latest/icons/ico-plotly-embed-code.svg" alt="Embed code" className="icon size-sm space-sm" /> | Copy to clipboard the resource embed code. This opens the following options: <ul><li>**Embed in External tool** (available in the ClearML Enterprise plan and Hosted Service) - Copy code to add to external tools (e.g. Notion). </li><li>**Embed in ClearML report** - Copy code to add to a [report](webapp_reports.md)</li></ul> In contrast to static screenshots, embedded resources are retrieved when the tool/report is displayed allowing your tools/reports to show the latest up-to-date data. |
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#### 3D Plot Controls
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|Icon|Description|
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|---|---|
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| <img src="/docs/latest/icons/ico-orbital-rotation.svg" alt="Orbital rotation mode icon" className="icon size-sm space-sm" />| Switch to orbital rotation mode - rotate the plot around its middle point. |
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| <img src="/docs/latest/icons/ico-turntable-rotation.svg" alt="Turntable rotation mode icon" className="icon size-sm space-sm" />| Switch to turntable rotation mode - rotate the plot around its middle point while constraining one axis |
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| <img src="/docs/latest/icons/ico-reset-axes.svg" alt="reset axes icon" className="icon size-sm space-sm" />| Reset axes to default position. |
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### Debug Samples
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Task outputs such as images, audio, and videos appear in **DEBUG SAMPLES**. These include data generated by
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libraries and visualization tools, and explicitly reported using the [ClearML Logger](../fundamentals/logger.md).
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You can view debug samples by metric in the reported iterations. Filter the samples by metric by selecting a metric from the
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dropdown menu above the samples. The most recent iteration appears first.
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For each metric, the latest reported debug sample is displayed.
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Click a sample to view it in full screen. If the sample is video or audio, the full screen mode includes a player.
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When viewing a sample in full screen, older iterations are available through the iteration slider (or using the up/down
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arrow keyboard shortcut). Go to the previous/next sample in the current iteration using the <img src="/docs/latest/icons/ico-previous.svg" alt="Previous" className="icon size-md space-sm" /> / <img src="/docs/latest/icons/ico-next.svg" alt="Next" className="icon size-md space-sm" />
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buttons (or using the left/right arrow keyboard shortcut).
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## Tagging Tasks
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<div class="vid" >
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<iframe style={{position: 'absolute', top: '0', left: '0', bottom: '0', right: '0', width: '100%', height: '100%'}}
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src="https://www.youtube.com/embed/uqik38jlBsQ?si=joU-KOPpUNLbn6Ws"
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title="YouTube video player"
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frameborder="0"
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allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; fullscreen"
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allowfullscreen>
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</iframe>
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</div>
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<br/>
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Tags are user-defined, color-coded labels that can be added to tasks (and pipelines, datasets, and models),
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allowing to easily identify and group tasks. Tags can help in organizing, querying, and automating tasks.
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For example, tag tasks by the machine type used to execute them, label versions, team names, or any other
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category.
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You can use tags to filter the tasks in your task table (see [Filtering Columns](webapp_exp_table.md#filtering-columns))
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or when querying tasks in your code (see [Tag Filters](../clearml_sdk/task_sdk.md#tag-filters)). You can trigger
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task execution according to their tags (see [TriggerScheduler](../references/sdk/trigger.md)) or automatically
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deploy models according to their tags (see [ClearML Serving](../clearml_serving/clearml_serving_tutorial.md#automatic-model-deployment)).
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**To add tags:**
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1. Click the task **>** Hover over the tag area **>** **+ADD TAG** or <img src="/docs/latest/icons/ico-bars-menu.svg" alt="Bars menu" className="icon size-md space-sm" /> (menu)
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1. Do one of the following:
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* Add a new tag - Type the new tag name **>** **(Create New)**.
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* Add an existing tag - Click a tag.
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* Customize a tag's colors - Click **Tag Colors** **>** Click the tag icon **>** **Background** or **Foreground** **>** Pick a color **>** **OK** **>** **CLOSE**.
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**To remove a tag** - Hover over the tag and click **X**.
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## Locating the Task ID
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The task ID appears in the task page's header.
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