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Metrics Dashboard

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.

Dashboard

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.

Selected Models

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.
Models Selection for the Dashboard

Dashlet

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.
The different Dashlet types, and their properties, are described below.

Bar

Bar Dashlet
Property
Description
Name
The Dashlet's title
Bar Size
Points to the metric that is correlated with the bars' height
Aggregation
Mathematical operation for aggregating the presented data: Average, Min, Max, Mid
Data Distribution
  • Continuous
  • Distinct
    • Order-By: Metric / Alphabetical
    • Order: Ascending / Descending
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 thetraining / validation / test subsets

Line

Line Dashlet
Property
Description
Name
The Dashlet's title
Y-Axis
Points to the metric that is correlated with the y-axis
Aggregation
Mathematical operation for aggregating the presented data: Average, Min, Max, Mid
Data Distribution
  • Continuous
  • Distinct
    • Order-By: Metric / Alphabetical
    • Order: Ascending / Descending
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 thetraining / validation / test subsets

Area

Area Dashlet
Property
Description
Name
The Dashlet's title
Y-Axis
Points to the metric that is correlated with the bars' height
Aggregation
Mathematical operation for aggregating the presented data: Average, Min, Max, Mid
Data Distribution
  • Continuous
  • Distinct
    • Order-By: Metric / Alphabetical
    • Order: Ascending / Descending
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 thetraining / validation / test subsets

Table

Table Dashlet
Property
Description
Name
The Dashlet's title
Metric
Add columns with selected metrics
Metadata
Add columns with selected metadata
Display only last epoch
Show results filtered to the latest epoch
Split series by subset
Separate thetraining / validation / test subsets

​

HeatMap

HeatMap Dashlet
Property
Description
Name
The Dashlet's title
Color
  • Field: selected field to be represented by the heat-map's color
  • Aggregation: mathematical operation for aggregating the presented data: Average, Min, Max, Mid
X-Axis
​
  • Field: selected field to be represented by the x-axis
  • Distribution
    • Continuous
    • Distinct
      • Order-By: Metric / Alphabetical
      • Order: Ascending / Descending
Y-Axis
  • Field: selected field to be represented by the y-axis
  • Distribution
    • Continuous
    • Distinct
      • Order-By: Metric / Alphabetical
      • Order: Ascending / Descending
Display only last epoch
Show results filtered to the latest epoch
Split series by subset
Separate the training / validation / test subsets y

Donut

Donut Dashlet
Property
Description
Name
The Dashlet's title
Slice by Size
  • Count - slice represents the count
  • UniquCount - slice represents the unique count
  • Sum - slice represents the sum
Metric
Add a slices with a selected metric
Metadata
Add a slices with a selected metadata
Display only last epoch
Show results filtered to the latest epoch
Split series by subset
Separate thetraining / validation / test subsets

Confusion Matrix

F1

F1 metric Dashlet
Property
Description
Name
The Dashlet's title
X-Axis
The data property the X-Axis represents
Data Distribution
  • Continuous
  • Distinct
    • Order-By: Metric / Alphabetical
    • Order: Ascending / Descending
Interval
The interval on which to aggregate results

Balanced Accuracy

Balanced Accuracy Dashlet
Property
Description
Name
The Dashlet's title
X-Axis
The data property the X-Axis represents
Data Distribution
  • Continuous
  • Distinct
    • Order-By: Metric / Alphabetical
    • Order: Ascending / Descending
Interval
The interval on which to aggregate results

PR Curve

PR Curve Dashlet
Property
Description
Name
The Dashlet's title

ROC Curve

ROC Curve Dashlet
Property
Description
Name
The Dashlet's title

PR Curve

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Last modified 11mo ago