Implementation:Interpretml Interpret AutoVisualizeProvider

Field	Value
Sources	InterpretML
Domains	Visualization, Infrastructure
Last Updated	2026-02-07 12:00 GMT

Overview

AutoVisualizeProvider is a concrete tool for auto-detecting the execution environment and selecting visualization providers provided by the InterpretML library.

Description

The AutoVisualizeProvider class lazily initializes on first use, running environment detection to determine whether to use InlineProvider (for notebooks/cloud) or DashProvider (for local). It delegates all render() calls to the selected provider.

Usage

This class is instantiated automatically by the interpret package. Users rarely need to interact with it directly unless customizing the visualization provider.

Code Reference

Source Location

Repository: interpretml/interpret
File: python/interpret-core/interpret/provider/_visualize.py
Lines: 21--67

Signature

class AutoVisualizeProvider(VisualizeProvider):
    def __init__(self, app_runner=None, **kwargs):

Import

from interpret.provider import AutoVisualizeProvider

I/O Contract

Inputs

Name	Type	Required	Description
`app_runner`	Optional[AppRunner]	No	Optional app runner for serving visualizations
`**kwargs`	keyword arguments	No	Passed to the concrete provider upon initialization

Outputs

Name	Type	Description
AutoVisualizeProvider instance	AutoVisualizeProvider	Provider instance that auto-detects environment and delegates rendering

Usage Examples

Default Auto-Detection

from interpret import set_visualize_provider
from interpret.provider import AutoVisualizeProvider

# Default behavior (auto-detection) - usually no action needed
# To customize:
provider = AutoVisualizeProvider()
set_visualize_provider(provider)

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