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Artifacts¤

The Artifacts page provides a comprehensive interface for exploring all types of artifacts (datasets, models, metrics, step metrics) tracked by CMF across your ML pipelines. This page enables users to search, filter, and analyze artifacts with detailed metadata and version history.

Artifacts represent the data entities in your ML pipeline:

  • Datasets: Training data, test data, validation sets, feature matrices
  • Models: Trained ML models, model checkpoints, exported models
  • Metrics: Performance metrics, evaluation results, quality measures

CMF Artifacts Page

Page Features¤

1. Filter Panel¤

The filter panel allows you to narrow down artifacts based on multiple criteria:

Filter Type Description Options
Artifact Type Filter by artifact category Dataset, Model, Metrics
Custom Properties Filter by user-defined metadata Based on tracked properties

Usage:

  1. Select a pipeline from the dropdown to view its artifacts
  2. Choose artifact type (Dataset/Model/Metrics) from tabs
  3. Use search box for full-text search across artifact names and properties

2. Artifacts Table¤

The main table displays artifacts with the following columns:

Column Description
Name Artifact name and identifier
Type Artifact type (Dataset/Model/Metrics)
URI Artifact location/path
Pipeline Associated pipeline name
Created At Timestamp of creation
Custom Properties User-defined metadata

Interactions:

  • Click on artifact name: Opens detailed view with full metadata
  • Click column headers: Sort by that column (ascending/descending)
  • Pagination controls: Navigate through large artifact lists

Using the Artifacts Page¤

Example 1: Find All Models from a Pipeline¤

  1. Navigate to Artifacts page from the sidebar
  2. Select your pipeline from the Pipeline dropdown
  3. Click on the Model tab to filter by model artifacts
  4. Review the list of all models created by that pipeline
  5. Click on a model name to view training parameters and metrics

Example 2: Track Metrics Over Time¤

  1. Select Metrics artifact type tab
  2. Sort by Created column to view chronologically
  3. Click on metrics artifacts to view values
  4. Compare metrics across different model versions