Metrics Dashboard
Last updated
Last updated
Tensorleap provides real-time and historical metrics monitoring.
The metrics defined in the Integration Script are stored during model Evaluation / Training for each sample, batch, and epoch. In addition, each sample is monitored and stored with its metadata.
All stored metrics and metadata can be presented aggregatively in a custom Dashlet.
A Dashboard is a panel that layouts various metric charts, also called Dashlets.
Dashboards in Tensorleap are presented via the Dashboard panel, which is shown when you click the tab at the top.
To add a new Dashboard, click at the top bar.
The dashboard displays visualizations of the currently selected model(s). To select models, click to open the Versions panel on the left, expand the version, and select the model(s).
The dashboard will automatically update and show data for the selected models. At the top bar, you can see tags with the selected models. From there, you can also toggle to filter models.
The different Dashlet types, and their properties, are described below.
| Property | Description |
|---|---|
| The Dashlet's title |
| Points to the metric that is correlated with the bars' height |
| Mathematical operation for aggregating the presented data: Average, Min, Max, Mid |
Data Distribution |
|
X-Axis | The data property the X-Axis represents |
Display only last epoch | Show results filtered to the latest epoch |
Split series by subset | Separate the |
| Property | Description |
|---|---|
| The Dashlet's title |
| Points to the metric that is correlated with the y-axis |
| Mathematical operation for aggregating the presented data: Average, Min, Max, Mid |
Data Distribution |
|
X-Axis | The data property the X-Axis represents |
Display only last epoch | Show results filtered to the latest epoch |
Split series by subset | Separate the |
| Property | Description |
|---|---|
| The Dashlet's title |
| Points to the metric that is correlated with the bars' height |
| Mathematical operation for aggregating the presented data: Average, Min, Max, Mid |
Data Distribution |
|
X-Axis | The data property the X-Axis represents |
Display only last epoch | Show results filtered to the latest epoch |
Split series by subset | Separate the |
| Property | Description |
|---|---|
| The Dashlet's title |
| Add columns with selected metrics |
| Add columns with selected metadata |
Display only last epoch | Show results filtered to the latest epoch |
Split series by subset | Separate the |
| Property | Description |
|---|---|
| The Dashlet's title |
Color |
|
X-Axis |
|
Y-Axis |
|
Display only last epoch | Show results filtered to the latest epoch |
Split series by subset | Separate the |
| Property | Description |
|---|---|
| The Dashlet's title |
|
|
| Add a slices with a selected metric |
| Add a slices with a selected metadata |
Display only last epoch | Show results filtered to the latest epoch |
Split series by subset | Separate the |
| Property | Description |
|---|---|
| The Dashlet's title |
X-Axis | The data property the X-Axis represents |
Data Distribution |
|
Interval | The interval on which to aggregate results |
| Property | Description |
|---|---|
| The Dashlet's title |
X-Axis | The data property the X-Axis represents |
Data Distribution |
|
Interval | The interval on which to aggregate results |
| Property | Description |
|---|---|
| The Dashlet's title |
| Property | Description |
|---|---|
| The Dashlet's title |
A Dashlet is an interactive visualization that updates in real-time, displaying aggregated metrics against various parameters. To add a new Dashlet click and choose the chart type on the left.
