DocsNative Charts
Experiment TrackingVisualizationsNative Charts

Overview

Polyaxon dashboard provides several visualizations and charts based on events logged by the tracking API.

Single runs

Open a run's Dashboards page to view its logged events. Use Add Widget in a section to choose a visualization.

run-dashboards

  • Line charts run-dashboards-lines

run-dashboards-lines

  • Bar charts

run-dashboards-lines

  • Stats charts

run-dashboards-lines

  • Histogram charts
  • Curve charts: PR curves, AUC/ROC curves, custom curves (<x, y> arrays)

Log PR curves with tracking.log_pr_curve and ROC curves with tracking.log_roc_auc_curve. The native widgets display their average precision and AUC annotations in the legend.

run-dashboards-pr-curve

run-dashboards-roc-curve

Multi-run

In a project's run list, enable Events from Layout to compare metrics and curves across the filtered runs. Use Add Widget to choose a chart:

runs-comparison-new

runs-comparison-many

  • Line charts

runs-comparison-lines

Validation accuracy, learning rate, and validation loss histories across four runs

  • Bar charts

Bar charts comparing final validation loss and accuracy across four runs

  • Stats charts

runs-comparison-stats

  • Curve charts: PR curves, AUC/ROC curves, custom curves (<x, y> arrays)

runs-comparison-pr-curves

runs-comparison-roc-curves

  • Scatter charts

runs-comparison-scatter

  • Parallel coordinates
  • Contour plots

runs-comparison-multi

Media rendering

Polyaxon can render several media types, you can log several versions of the same media with step index:

  • images
  • text
  • html
  • audio
  • video
  • dataframe