mirror of
https://github.com/clearml/clearml-docs
synced 2025-06-26 18:17:44 +00:00
@@ -5,7 +5,7 @@ title: Tracking Experiments and Visualizing Results
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While an experiment 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-details) - Code, the base Docker image used for **ClearML Agent**, output destination for artifacts, and the logging level.
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* [Execution details](#execution-details) - Code, the base Docker 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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* [General information](#general-information) - Information about the experiment, for example: the experiment start, create, and last update times and dates, user creating the experiment, and its description.
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@@ -22,7 +22,7 @@ The **ClearML Web UI** provides two viewing modes for experiment details:
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* Full screen details mode.
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Both modes contain all experiment details. When either view is open, switch to the other mode by clicking <img src="/docs/latest/icons/ico-info-min.svg" className="icon size-md space-sm" />
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Both modes contain all experiment 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 experiments table / full screen**), or clicking <img src="/docs/latest/icons/ico-bars-menu.svg" alt="Bars menu" className="icon size-sm space-sm" /> (**menu**) > **View in experiments
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table / full screen**.
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@@ -36,7 +36,7 @@ can be performed from the table (as well as the menu in the info panel).
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -50,7 +50,7 @@ table is not visible when the full screen details view is open. Perform experime
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -88,7 +88,7 @@ The output details include:
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -100,7 +100,7 @@ The output details include:
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -111,7 +111,7 @@ The output details include:
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -137,7 +137,7 @@ The **Args** section shows automatically logged `argparse` arguments, and all ol
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -151,7 +151,7 @@ If the `CLEARML_LOG_ENVIRONMENT` variable was set, the **Environment** section w
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -166,7 +166,7 @@ with a `name` argument provided.
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -179,7 +179,7 @@ The **TF_DEFINE** sections shows automatic TensorFlow logging.
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -195,7 +195,7 @@ except experiments whose status is *Published* (read-only).
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -216,7 +216,7 @@ In older versions of **ClearML Server**, the Task model configuration appeared i
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<summary className="cml-expansion-panel-summary">View a screenshot - Configuration objects </summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -226,14 +226,11 @@ In older versions of **ClearML Server**, the Task model configuration appeared i
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<summary className="cml-expansion-panel-summary">View a screenshot - Custom configuration object</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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## Artifacts
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Artifacts tracked in an experiment appear in the **ARTIFACTS** tab, and include models and other artifacts.
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@@ -259,7 +256,7 @@ including design, label enumeration, and general information, go to the **MODELS
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -284,7 +281,7 @@ Artifacts which are uploaded and dynamically tracked by **ClearML** appear in th
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -297,7 +294,7 @@ Other artifacts, which are uploaded but not dynamically tracked after the upload
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -319,7 +316,7 @@ General experiment details appear in the **INFO** tab. This includes information
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -341,7 +338,7 @@ is downloadable. To view the end of the log, click **Jump to end**.
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -359,25 +356,26 @@ are on the left side of the window. The tools include:
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* **Group by** - select one of the following:
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* **Metric** - all variants for a metric on the same plot
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<details className="cml-expansion-panel screenshot">
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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<details className="cml-expansion-panel screenshot">
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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</div>
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</details>
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<br/>
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* **None** - Group by metric and variant (individual metric-variant plots).
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* **None** - Group by metric-variant combination (individual metric-variant plots).
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<details className="cml-expansion-panel screenshot">
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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<details className="cml-expansion-panel screenshot">
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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</div>
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</details>
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* Show / hide plots - Click **HIDE ALL**, and then click <img src="/docs/latest/icons/ico-show.svg" alt="Eye Show All" className="icon size-md space-sm" />
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on those you want to see.
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@@ -387,50 +385,53 @@ are on the left side of the window. The tools include:
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* **WALL** - local clock time
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* Curve smoothing (scalars, only) - In **Smoothing** **>** Move the slider or type a smoothing factor between **0** and **0.999**.
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See additional [plot controls](#plot-controls) below.
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#### Plot controls
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Each plot supports plot controls allowing you better analyze the results. The table below lists the plot controls which may be available for any plot. Hover over a plot, and the controls appear.
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|Icon|Description|
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|---|---|
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| <img src="/docs/latest/icons/ico-download-png.svg" className="icon size-md space-sm" /> | Download plots as PNG files. |
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| <img src="/docs/latest/icons/ico-pan.svg" className="icon size-md space-sm" /> | Pan around plot. Click <img src="/docs/latest/icons/ico-pan.svg" className="icon size-md space-sm" />, click the plot, and then drag. |
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| <img src="/docs/latest/icons/ico-dotted-box.svg" className="icon size-md space-sm" /> | To examine an area, draw a dotted box around it. Click <img src="/docs/latest/icons/ico-dotted-box.svg" className="icon size-md space-sm" /> and then drag. |
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| <img src="/docs/latest/icons/ico-dotted-lasso.svg" className="icon size-md space-sm" /> | To examine an area, draw a dotted lasso around it. Click <img src="/docs/latest/icons/ico-dotted-lasso.svg" className="icon size-md space-sm" /> and then drag. |
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| <img src="/docs/latest/icons/ico-zoom.svg" className="icon size-md space-sm" /> | Zoom into a section of a plot. Zoom in - Click <img src="/docs/latest/icons/ico-zoom.svg" className="icon size-md space-sm" /> and drag over a section of the plot. Reset to original scale - Click <img src="/docs/latest/icons/ico-reset-autoscale.svg" className="icon size-md space-sm" /> . |
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| <img src="/docs/latest/icons/ico-zoom-in-square.svg" className="icon size-md space-sm" /> | Zoom in. |
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| <img src="/docs/latest/icons/ico-zoom-out-square.svg" className="icon size-md space-sm" /> | Zoom out. |
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| <img src="/docs/latest/icons/ico-reset-autoscale.svg" className="icon size-md space-sm" /> | Reset to autoscale after zooming ( <img src="/docs/latest/icons/ico-zoom.svg" className="icon size-md space-sm" />, <img src="/docs/latest/icons/ico-zoom-in-square.svg" className="icon size-md space-sm" />, or <img src="/docs/latest/icons/ico-zoom-out-square.svg" className="icon size-md space-sm" />). |
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| <img src="/docs/latest/icons/ico-reset-axes.svg" className="icon size-md space-sm" /> | Reset axes after a zoom. |
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| <img src="/docs/latest/icons/ico-spike-lines.svg" className="icon size-md space-sm" /> | Show / hide spike lines. |
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| <img src="/docs/latest/icons/ico-show-closest.svg" className="icon size-md space-sm" /> | Show the closest data point on hover, including horizontal and vertical axes values. Click <img src="/docs/latest/icons/ico-show-closest.svg" className="icon size-md space-sm" /> and then hover over a series on the plot. |
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| <img src="/docs/latest/icons/ico-compare-data.svg" className="icon size-md space-sm" /> | Compare data on hover. Click <img src="/docs/latest/icons/ico-compare-data.svg" className="icon size-md space-sm" /> and then hover over the plot. |
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| <img src="/docs/latest/icons/ico-logarithmic-view.svg" className="icon size-md space-sm" /> | Switch to logarithmic view. |
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| <img src="/docs/latest/icons/ico-ico-graph-legend.svg" className="icon size-md space-sm" /> | Hide / show the legend. |
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| <img src="/docs/latest/icons/ico-download-json.svg" className="icon size-md space-sm" /> | To get metric data for further analysis, download plot data to JSON file. |
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### Other plots
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Other plots include data reported by libraries, visualization tools, and **ClearML** explicit reporting. These may include
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2D and 3D plots, tables (Pandas and CSV files), and Plotly plots. Other plots appear in **RESULTS** **>** **PLOTS**.
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### Plots
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Non-time-series plots appear in **RESULTS** **>** **PLOTS**. These include data reported by libraries, visualization
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tools, and **ClearML** explicit reporting. These may include 2D and 3D plots, tables (Pandas and CSV files), and Plotly plots.
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Individual plots can be shown / hidden or filtered by title.
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<details className="cml-expansion-panel screenshot">
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<summary className="cml-expansion-panel-summary">View a screenshot</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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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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|---|---|
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| <img src="/docs/latest/icons/ico-download-png.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" /> | Show the closest data point on hover, including horizontal and vertical axes values. Click <img src="/docs/latest/icons/ico-show-closest.svg" alt="Show closest icon" className="icon size-sm space-sm" /> and then hover over a series on the plot. |
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| <img src="/docs/latest/icons/ico-compare-data.svg" alt="Compare data icon" className="icon size-sm space-sm" /> | Compare data on hover. Click <img src="/docs/latest/icons/ico-compare-data.svg" alt="Compare data icon" className="icon size-sm space-sm" /> and then hover over the plot. |
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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-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-download-json.svg" alt="Download JSON icon" className="icon size-sm space-sm" /> | To get metric data for further analysis, download plot data to JSON 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. |
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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" />| 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" />| 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-homepage.svg" alt="reset axes icon" className="icon size-sm" />| Reset axes to default position. |
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### Debug samples
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||||
@@ -448,7 +449,7 @@ View debug samples by metric at any iteration. The most recent iteration appears
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<summary className="cml-expansion-panel-summary">View a screenshot - Debug samples</summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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||||
@@ -459,7 +460,7 @@ View debug samples by metric at any iteration. The most recent iteration appears
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<summary className="cml-expansion-panel-summary">View a screenshot - Viewer </summary>
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<div className="cml-expansion-panel-content">
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</div>
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</details>
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@@ -485,8 +486,6 @@ View debug samples by metric at any iteration. The most recent iteration appears
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* For images, locate a position on the sample - Hover over the sample and the X, Y coordinates appear in the legend below the sample.
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## Tagging experiments
|
||||
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Tags are user-defined, color-coded labels that can be added to experiments (and models), allowing to easily identify and
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||||
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||||
Reference in New Issue
Block a user