mirror of
https://github.com/clearml/clearml-docs
synced 2025-02-22 20:19:37 +00:00
513 lines
29 KiB
Markdown
513 lines
29 KiB
Markdown
---
|
|
title: Tracking Tasks and Visualizing Results
|
|
---
|
|
|
|
While a task is running, and any time after it finishes, track it and visualize the results in the ClearML Web UI,
|
|
including:
|
|
|
|
* [Execution details](#execution) - Code, the container image used for [ClearML Agent](../clearml_agent.md), output destination for artifacts, and the logging level.
|
|
* [Configuration](#configuration) - Hyperparameters, user properties, and configuration objects.
|
|
* [Artifacts](#artifacts) - Input model, output model, model snapshot locations, other artifacts.
|
|
* [Info](#info) - Extended task information, such as the start, create, and last update times and dates, user creating the task, and its description.
|
|
* [Console](#console) - stdout, stderr, output to the console from libraries, and ClearML explicit reporting.
|
|
* [Scalars](#scalars) - Metric plots.
|
|
* [Plots](#plots) - Other plots and data, for example: Matplotlib, Plotly, and ClearML explicit reporting.
|
|
* [Debug samples](#debug-samples) - Images, audio, video, and HTML.
|
|
|
|
## Viewing Modes
|
|
|
|
The ClearML Web UI provides two viewing modes for task details:
|
|
|
|
* [Info panel](#info-panel)
|
|
* [Full screen details mode](#full-screen-details-view)
|
|
|
|
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" />
|
|
(**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
|
|
table / full screen**.
|
|
|
|
|
|
### Info Panel
|
|
|
|
The info panel keeps the task table in view so that [task actions](webapp_exp_table.md#task-actions)
|
|
can be performed from the table (as well as the menu in the info panel).
|
|
|
|
|
|
|
|
|
|
Click <img src="/docs/latest/icons/ico-compact-view.svg" alt="Compressed view" className="icon size-md space-sm" /> to
|
|
hide details in the task table, so only the task names and statuses are displayed
|
|
|
|
|
|
|
|
|
|
### Full Screen Details View
|
|
|
|
The full screen details view allows for easier viewing and working with task tracking and results. The task
|
|
table is not visible when the full screen details view is open. Perform task actions from the menu.
|
|
|
|
|
|
|
|
|
|
## Execution
|
|
A task's **EXECUTION** tab of lists the following:
|
|
* Source code
|
|
* Uncommitted changes
|
|
* Installed Python packages
|
|
* Container details
|
|
* Output details
|
|
|
|
In full-screen mode, the source code and output details are grouped in the **DETAILS** section.
|
|
|
|
### Source Code
|
|
|
|
The Source Code section of a task's **EXECUTION** tab includes:
|
|
* The task's repository
|
|
* Commit ID
|
|
* Script path
|
|
* Working directory
|
|
* Binary (Python executable)
|
|
|
|
|
|
|
|
|
|
### Uncommitted Changes
|
|
|
|
ClearML displays the git diff of the task in the Uncommitted Changes section.
|
|
|
|
|
|
|
|
|
|
### Python Packages
|
|
|
|
The Python Packages section lists the task's installed Python packages and their versions.
|
|
|
|
|
|
|
|
|
|
When a ClearML agent executing a task ends up using a different set of Python packages than was originally
|
|
specified, both the original specification (`original pip` or `original conda`), and the packages the agent ended up
|
|
using to set up an environment (`pip` or `conda`) are available. Select which requirements to view in the dropdown menu.
|
|
|
|
|
|
|
|
|
|
### Container
|
|
The Container section list the following information:
|
|
* Image - a pre-configured container that ClearML Agent will use to remotely execute this task (see [Building Docker containers](../clearml_agent/clearml_agent_docker.md))
|
|
* Arguments - add container arguments
|
|
* Setup shell script - a bash script to be executed inside the container before setting up the task's environment
|
|
|
|
:::important
|
|
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
|
|
Docker mode:
|
|
|
|
```bash
|
|
clearml-agent daemon --queue <execution_queue_to_pull_from> --docker [optional default docker image to use]
|
|
```
|
|
|
|
For more information, see [Docker Mode](../clearml_agent/clearml_agent_execution_env.md#docker-mode).
|
|
:::
|
|
|
|
|
|
|
|
|
|
### Output
|
|
The Output details include:
|
|
* The output destination used for storing model checkpoints (snapshots) and artifacts (see also, [default_output_uri](../configs/clearml_conf.md#config_default_output_uri)
|
|
in the configuration file, and `output_uri` in [`Task.init`](../references/sdk/task.md#taskinit) parameters).
|
|
|
|
|
|
|
|
|
|
## Configuration
|
|
|
|
All parameters and configuration objects appear in the **CONFIGURATION** tab.
|
|
|
|
|
|
### Hyperparameters
|
|
|
|
Hyperparameters are grouped by their type and appear in **CONFIGURATION** **>** **HYPERPARAMETERS**. Once a task
|
|
is run and stored in ClearML Server, any of these hyperparameters can be [modified](webapp_exp_tuning.md#modifying-tasks).
|
|
|
|
#### Command Line Arguments
|
|
|
|
The **Args** group shows automatically logged argument parser parameters (e.g. `argparse`, `click`, `hydra`).
|
|
Hover over <img src="/docs/latest/icons/ico-description.svg" alt="Description" className="icon size-md space-sm" /> (menu) on a
|
|
parameter's line, and the type, description, and default value appear, if they were provided.
|
|
|
|
|
|
|
|
|
|
#### Environment Variables
|
|
|
|
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)
|
|
field of the `clearml.conf` file, the **Environment** group displays the listed environment variables (see [this FAQ](../faq.md#track-env-vars)).
|
|
|
|
:::note
|
|
The `CLEARML_LOG_ENVIRONMENT` variable always overrides the `clearml.conf` file.
|
|
:::
|
|
|
|
|
|
|
|
|
|
#### Custom Parameter Groups
|
|
|
|
Custom parameter groups show parameter dictionaries if the parameters were connected to the Task, using
|
|
[`Task.connect()`](../references/sdk/task.md#connect) with a `name` argument provided. `General` is the default section
|
|
if a name is not provided.
|
|
|
|
|
|
|
|
|
|
#### TensorFlow Definitions
|
|
|
|
The **TF_DEFINE** parameter group shows automatic TensorFlow logging.
|
|
|
|
|
|
|
|
|
|
### User Properties
|
|
|
|
User properties allow to store any descriptive information in a key-value pair format. They are editable in any task,
|
|
except *Published* ones (read-only).
|
|
|
|
|
|
|
|
|
|
### Configuration Objects
|
|
|
|
ClearML tracks a task's model configuration objects, which appear in **Configuration Objects** **>** **General**.
|
|
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)).
|
|
|
|
|
|
|
|
|
|
ClearML supports providing a name for a Task model configuration object (see the `name`
|
|
parameter in [`Task.connect_configuration`](../references/sdk/task.md#connect_configuration)).
|
|
|
|
|
|
|
|
|
|
## Artifacts
|
|
|
|
Task artifacts, including models, appear in the **ARTIFACTS** tab.
|
|
|
|
Each non-model artifact entry displays:
|
|
* File path
|
|
* File size
|
|
* Hash
|
|
* Metadata (if set)
|
|
|
|
Artifact location is displayed in the `FILE PATH` field. To access model and other artifact files:
|
|
* **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" />)
|
|
to obtain the file path to facilitate local storage access since web applications are prohibited from accessing the local disk for security reasons.
|
|
* **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" />)
|
|
to retrieve the file.
|
|
|
|
|
|
|
|
|
|
### Models
|
|
|
|
The task's input and output models appear in the **ARTIFACTS** tab. Each model entry shows:
|
|
* Model name
|
|
* ID
|
|
* Configuration.
|
|
|
|
Input models also display their creating task, which on-click navigates you to the task's page.
|
|
|
|
|
|
|
|
|
|
To view more model details, including design, label enumeration, and general information, click the model name
|
|
to navigate to its page in the **MODELS** tab (see [Model Details](webapp_model_viewing.md)).
|
|
|
|
|
|
## Info
|
|
|
|
The **INFO** tab shows extended task information:
|
|
* [Latest task events log](#latest-events-log)
|
|
* [Task description](#description)
|
|
* [Task details](#task-details)
|
|
|
|
### Latest Events Log
|
|
|
|
:::important Enterprise Feature
|
|
This feature is available under the ClearML Enterprise plan.
|
|
:::
|
|
|
|
The Enterprise Server also displays a detailed history of task activity:
|
|
* Task action (e.g. status changes, project move, etc.)
|
|
* Action time
|
|
* Acting user
|
|
* Action source (i.e. ClearML Agent, SDK, or UI)
|
|
* Action source version
|
|
|
|
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" />.
|
|
|
|
|
|
|
|
|
|
:::note Limited persistency
|
|
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.
|
|
:::
|
|
|
|
### Description
|
|
Add descriptive text to the task in the **Description** section. To modify the description, hover over the
|
|
description box and click **Edit**.
|
|
|
|
### Task Details
|
|
The **Task Details** section lists information describing the task:
|
|
|
|
* The parent task
|
|
* Project name
|
|
* Creation, start, and last update dates and times
|
|
* User who created the task
|
|
* Task state (status)
|
|
* Whether the task is archived
|
|
* Runtime properties - Information about the machine running the task:
|
|
* Operating system
|
|
* CUDA driver version
|
|
* Number of CPU cores
|
|
* Number of GPUs
|
|
* CPU / GPU type
|
|
* Memory size
|
|
* Host name
|
|
* Processor
|
|
* Python version
|
|
* Task Progress
|
|
|
|
|
|
|
|
|
|
## Task Results
|
|
|
|
:::tip Embedding ClearML Visualization
|
|
You can embed task plots and debug samples into ClearML [Reports](webapp_reports.md). These visualizations are
|
|
updated live as the task(s) updates. The Enterprise Plan and Hosted Service support embedding resources in external
|
|
tools (e.g. Notion). See [Plot Controls](#plot-controls).
|
|
:::
|
|
|
|
### Console
|
|
|
|
The complete task log containing everything printed to stdout and stderr appears in the **CONSOLE** tab. The full log
|
|
is downloadable. To view the end of the log, click **Jump to end**.
|
|
|
|
|
|
|
|
|
|
|
|
### Scalars
|
|
|
|
All scalars that ClearML automatically logs, as well as those explicitly reported in code, appear in
|
|
**SCALARS**.
|
|
|
|
Scalar series can be displayed in [graph view](#graph-view) (default) or in [metric values view](#metric-values-view):
|
|
|
|
#### Graph View
|
|
Scalar graph view (<img src="/docs/latest/icons/ico-charts-view.svg" alt="Graph view" className="icon size-md space-sm" />)
|
|
shows scalar series plotted as a time series line chart. By default, a single plot is shown for each scalar metric,
|
|
with all variants overlaid within.
|
|
|
|
The series are sub-sampled for
|
|
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" />.
|
|
|
|
:::info Full Screen Refresh
|
|
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" />
|
|
to update the graph.
|
|
:::
|
|
|
|
Single value scalars (see [`Logger.report_single_value`](../references/sdk/logger.md#report_single_value)) are shown in
|
|
a `Summary` table.
|
|
|
|
|
|
|
|
|
|
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
|
|
are on the left side of the window. The tools include:
|
|
|
|
<a id="group_by"/>
|
|
|
|
* **Group by** - Select one of the following:
|
|
* **Metric** - Displays all variants for a metric on the same plot. For example, if you have a "Test" metric with
|
|
"loss" and "accuracy" variants, both variants will appear on the same plot that is titled "Test".
|
|
|
|
|
|
|
|
|
|
* **None** - Displays individual plots for each metric-variant combination, grouped into sections by metric. For
|
|
example, a "Test" metric with "loss" and "accuracy" variants will have a separate plot for each variant under the
|
|
"Test" group.
|
|
|
|
|
|
|
|
|
|
* Horizontal axis - Select the x-axis units:
|
|
* Iterations
|
|
* Time from start - Time since task began
|
|
* Wall time - Local clock time
|
|
* Curve smoothing - Choose which smoothing algorithm to use from the dropdown menu: Exponential moving average, Gaussian,
|
|
or Running Average. Use the slider to configure the smoothing factor or specify a value manually.
|
|
* Show / hide plots - Click <img src="/docs/latest/icons/ico-show.svg" alt="Eye Show" className="icon size-md space-sm" /> to control which
|
|
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" />
|
|
on each plot you want to view.
|
|
|
|
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" />,
|
|
which will copy to clipboard the embed code to put in your Reports. 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" />
|
|
on the group section header (available when plots are [grouped by](#group_by) `None`).
|
|
|
|
|
|
|
|
|
|
In contrast to static screenshots, embedded resources
|
|
are retrieved when the report is displayed allowing your reports to show the latest up-to-date data.
|
|
|
|
See additional [plot controls](#plot-controls) below.
|
|
|
|
#### Metric Values View
|
|
|
|
The metric values view (<img src="/docs/latest/icons/ico-table-view.svg" alt="Table view" className="icon size-md space-sm" />)
|
|
shows a table summary of your metrics with a row per metric/variant:
|
|
|
|
* First - The metric/variant series' initial value
|
|
* Last - The metric/variant series' last value
|
|
* Min - The metric/variant series' minimum value
|
|
* Max - The metric/variant series' maximum value
|
|
* Mean - The metric/variant series' mean value
|
|
|
|
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.
|
|
|
|
|
|
|
|
|
|
Choose which metrics to view using one of the following out the options:
|
|
* Use the quick filter bar (<img src="/docs/latest/icons/ico-search.svg" alt="Magnifying glass" className="icon size-md space-sm" />)
|
|
to only show metrics/variants whose name fit a partial-string match
|
|
* Use the filter menu (<img src="/docs/latest/icons/ico-filter-off.svg" alt="Filter" className="icon size-md" />) to
|
|
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" />).
|
|
Click **Hide/Show all**, to quickly hide/show all metrics.
|
|
|
|
|
|
### Plots
|
|
Non-time-series plots appear in **PLOTS**. These include data generated by libraries, visualization tools, and
|
|
explicitly reported using the ClearML Logger. These may include 2D and 3D plots, tables (Pandas and CSV files), and
|
|
Plotly plots. Individual plots can be shown / hidden or filtered by title.
|
|
|
|
|
|
|
|
|
|
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" />
|
|
on the group section header.
|
|
|
|
For each metric/variant combination, the latest reported plot is displayed.
|
|
|
|
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" />),
|
|
older iterations are available through the iteration slider (or using the up/down arrow keyboard shortcut). Go to the
|
|
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" />
|
|
buttons (or using the left/right arrow keyboard shortcut).
|
|
|
|
|
|
|
|
|
|
|
|
#### Plot Controls
|
|
|
|
The table below lists the plot controls which may be available for any plot (in the **SCALARS** and **PLOTS** tabs).
|
|
These controls allow you to better analyze the results. Hover over a plot, and the controls appear.
|
|
|
|
|Icon|Description|
|
|
|---|---|
|
|
| <img src="/docs/latest/icons/ico-download-pic.svg" alt="Download PNG icon" className="icon size-sm space-sm" /> | Download plots as PNG files. |
|
|
| <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. |
|
|
| <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. |
|
|
| <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. |
|
|
| <img src="/docs/latest/icons/ico-zoom.svg" alt="Zoom icon" className="icon size-sm space-sm" /> | Zoom into a section of a plot. Zoom in - Click <img src="/docs/latest/icons/ico-zoom.svg" alt="Zoom icon" className="icon size-sm space-sm" /> and drag over a section of the plot. Reset to original scale - Click <img src="/docs/latest/icons/ico-reset-autoscale.svg" alt="Reset autoscale icon" className="icon size-sm space-sm" />. |
|
|
| <img src="/docs/latest/icons/ico-zoom-in-square.svg" alt="Zoom-in icon" className="icon size-sm space-sm" /> | Zoom in. |
|
|
| <img src="/docs/latest/icons/ico-zoom-out-square.svg" alt="Zoom-out icon" className="icon size-sm space-sm" /> | Zoom out. |
|
|
| <img src="/docs/latest/icons/ico-reset-autoscale.svg" alt="Reset autoscale icon" className="icon size-sm space-sm" /> | Reset to autoscale after zooming (<img src="/docs/latest/icons/ico-zoom.svg" alt="Zoom icon" className="icon size-sm space-sm" />, <img src="/docs/latest/icons/ico-zoom-in-square.svg" alt="Zoom-in icon" className="icon size-sm space-sm" />, or <img src="/docs/latest/icons/ico-zoom-out-square.svg" alt="Zoom-out icon" className="icon size-sm space-sm" />). |
|
|
| <img src="/docs/latest/icons/ico-reset-axes.svg" alt="Reset axes icon" className="icon size-sm space-sm" /> | Reset axes after a zoom. |
|
|
| <img src="/docs/latest/icons/ico-spike-lines.svg" alt="Spike lines icon" className="icon size-sm space-sm" /> | Show / hide spike lines. |
|
|
| <img src="/docs/latest/icons/ico-show-closest.svg" alt="Show closest icon" className="icon size-sm space-sm" /> <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> |
|
|
| <img src="/docs/latest/icons/ico-logarithmic-view.svg" alt="Logarithmic view icon" className="icon size-sm space-sm" /> | Switch to logarithmic view. |
|
|
| <img src="/docs/latest/icons/ico-graph-legend.svg" alt="Graph legend icon" className="icon size-sm space-sm" /> | Hide / show the legend. |
|
|
| <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. |
|
|
| <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. |
|
|
| <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. |
|
|
| <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 |
|
|
| <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. |
|
|
| <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. |
|
|
|
|
|
|
|
|
#### 3D Plot Controls
|
|
|Icon|Description|
|
|
|---|---|
|
|
| <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. |
|
|
| <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 |
|
|
| <img src="/docs/latest/icons/ico-reset-axes.svg" alt="reset axes icon" className="icon size-sm space-sm" />| Reset axes to default position. |
|
|
|
|
|
|
### Debug Samples
|
|
|
|
Task outputs such as images, audio, and videos appear in **DEBUG SAMPLES**. These include data generated by
|
|
libraries and visualization tools, and explicitly reported using the [ClearML Logger](../fundamentals/logger.md).
|
|
|
|
You can view debug samples by metric in the reported iterations. Filter the samples by metric by selecting a metric from the
|
|
dropdown menu above the samples. The most recent iteration appears first.
|
|
|
|
|
|
|
|
|
|
For each metric, the latest reported debug sample is displayed.
|
|
|
|
Click a sample to view it in full screen. If the sample is video or audio, the full screen mode includes a player.
|
|
|
|
When viewing a sample in full screen, older iterations are available through the iteration slider (or using the up/down
|
|
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" />
|
|
buttons (or using the left/right arrow keyboard shortcut).
|
|
|
|
|
|
|
|
|
|
|
|
## Tagging Tasks
|
|
|
|
<div class="vid" >
|
|
<iframe style={{position: 'absolute', top: '0', left: '0', bottom: '0', right: '0', width: '100%', height: '100%'}}
|
|
src="https://www.youtube.com/embed/uqik38jlBsQ?si=joU-KOPpUNLbn6Ws"
|
|
title="YouTube video player"
|
|
frameborder="0"
|
|
allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; fullscreen"
|
|
allowfullscreen>
|
|
</iframe>
|
|
</div>
|
|
|
|
<br/>
|
|
|
|
Tags are user-defined, color-coded labels that can be added to tasks (and pipelines, datasets, and models),
|
|
allowing to easily identify and group tasks. Tags can help in organizing, querying, and automating tasks.
|
|
For example, tag tasks by the machine type used to execute them, label versions, team names, or any other
|
|
category.
|
|
|
|
You can use tags to filter the tasks in your task table (see [Filtering Columns](webapp_exp_table.md#filtering-columns))
|
|
or when querying tasks in your code (see [Tag Filters](../clearml_sdk/task_sdk.md#tag-filters)). You can trigger
|
|
task execution according to their tags (see [TriggerScheduler](../references/sdk/trigger.md)) or automatically
|
|
deploy models according to their tags (see [ClearML Serving](../clearml_serving/clearml_serving_tutorial.md#automatic-model-deployment)).
|
|
|
|
**To add tags:**
|
|
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)
|
|
1. Do one of the following:
|
|
* Add a new tag - Type the new tag name **>** **(Create New)**.
|
|
* Add an existing tag - Click a tag.
|
|
* Customize a tag's colors - Click **Tag Colors** **>** Click the tag icon **>** **Background** or **Foreground** **>** Pick a color **>** **OK** **>** **CLOSE**.
|
|
|
|
**To remove a tag** - Hover over the tag and click **X**.
|
|
|
|
|
|
|
|
|
|
## Locating the Task ID
|
|
|
|
The task ID appears in the task page's header.
|