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Experiment Tracking Frameworks Tree Visualization

Displays comparison tree of Python experiment tracking frameworks (MLflow, Weights & Biases, Neptune, etc.) and their PAIML Rust replacements.

Core principle: Python experiment tracking is replaced by sovereign Rust alternatives. No Python runtime dependencies permitted in production.

Structs

ExperimentTree

Experiment tracking tree structure

FrameworkCategory

A category of components

FrameworkComponent

A component within a framework

IntegrationMapping

Integration mapping between Python and Rust

Enums

ExperimentFramework

Experiment tracking framework being compared

IntegrationType

Integration type - all are replacements (Python eliminated)

Functions

build_dvc_tree

Build DVC tree

build_integration_mappings

Build all integration mappings

build_mlflow_tree

Build MLflow tree

build_neptune_tree

Build Neptune tree

build_wandb_tree

Build Weights & Biases tree

format_all_frameworks

Format all frameworks

format_framework_tree

Format a single framework tree as ASCII

format_integration_mappings

Format integration mappings

format_json

Format as JSON