Getting Started with cmf-gui¶

The cmf-gui provides an intuitive, browser-based interface for exploring ML pipeline metadata, visualizing lineage relationships, and monitoring experiment progress. Built with React and D3.js, it offers interactive dashboards for artifacts, executions, and pipeline lineage.

Artifacts and Executions Pages¶

The web interface provides dedicated pages for browsing and analyzing pipeline artifacts and executions.

Artifacts Page¶

The Artifacts page allows users to explore all datasets, models, and metrics tracked by CMF:

graph TB
    subgraph "Artifacts Page Features"
        FILTER["Filter Panel<br/>• Type (Dataset/Model/Metrics)<br/>• Pipeline Name<br/>• Custom Properties"]
        TABLE["Artifacts Table<br/>• Name and Path<br/>• Type and Framework<br/>• Creation Time<br/>• Associated Pipeline"]
        DETAILS["Artifact Details<br/>• Properties and Metadata<br/>• Version History"]
        SEARCH["Search and Sort<br/>• Full-text Search<br/>• Column Sorting<br/>• Pagination<br/>"]
    end

    FILTER --> TABLE
    TABLE --> DETAILS
    TABLE --> SEARCH

Key Features¶

Feature	Description	Usage
Type Filtering	Filter by artifact type	Select Dataset, Model, or Metrics
Pipeline Filtering	Filter by pipeline name	Choose from available pipelines
Search	Full-text search across metadata	Search names, properties, descriptions
Sorting	Sort by any column	Click column headers to sort
Details View	Detailed artifact information	Click artifact name for details

Artifact Details¶

Each artifact provides comprehensive information:

Basic Information: Name, type, creation time
Pipeline Context: Associated pipeline, stage, and execution
Custom Properties: User-defined metadata and labels
Version History: All versions of the artifact with diffs

Executions Page¶

The Executions page provides insights into pipeline runs and their performance:

graph TB
    subgraph "Executions Page Features"
        EXEC_FILTER["Execution Filters<br/>• Pipeline Name<br/>• Execution Type<br/>"]
        EXEC_TABLE["Executions Table<br/>• Execution ID and Name<br/>• Pipeline and Stage<br/>"]
        EXEC_DETAILS["Execution Details<br/>• Properties<br/>• Git Commit Information<br/>• Environment Details<br/>• Custom Properties"]
        EXEC_SEARCH["Search and Sort<br/>• Full-text Search<br/>• Column Sorting<br/>• Pagination<br/>"]
    end

    EXEC_FILTER --> EXEC_TABLE
    EXEC_TABLE --> EXEC_DETAILS
    EXEC_TABLE --> EXEC_SEARCH

Execution Information¶

Each execution entry displays:

Execution Metadata: ID, name, type
Pipeline Context: Pipeline name, stage, context information
Git Information: Commit hash, branch, repository URL
Parameters: Execution parameters and configuration