Update 0.0.2

[jaydu1]

No description provided.

[Copilot]

Pull request overview

This PR updates the FDFI package from version 0.0.1 to 0.0.2, implementing a comprehensive diagnostics system for disentangled explainers (OT, EOT, and Flow). The changes introduce shared diagnostic metrics (latent independence via distance correlation and distribution fidelity via MMD), improve default confidence interval behavior with mixture-based methods, and enhance the FlowExplainer with configurable ODE solver tolerances.

Changes:

• Added shared diagnostics infrastructure with qualitative labels (GOOD/MODERATE/POOR) for all disentangled explainers
• Changed conf_int() defaults to use mixture-based variance floor and margin methods
• Implemented new utility functions compute_latent_independence and compute_mmd with optimized performance
• Enhanced FlowExplainer with configurable solver tolerances and training seed control
• Added comprehensive test coverage for new features
• Updated all documentation and synchronized version to 0.0.2

Reviewed changes

Copilot reviewed 22 out of 24 changed files in this pull request and generated no comments.

Show a summary per file

File	Description
pyproject.toml	Version bump to 0.0.2
fdfi/init.py	Dynamic version resolution from pyproject.toml
fdfi/utils.py	New diagnostics utilities: compute_latent_independence and compute_mmd
fdfi/explainers.py	Shared diagnostics API in base Explainer class, OT/EOT/Flow implementations, mixture defaults for conf_int
fdfi/models.py	Configurable ODE solver parameters for FlowMatchingModel
tests/test_utils.py	Comprehensive tests for new diagnostic functions
tests/test_explainers.py	Tests for diagnostics in OT/EOT/Flow explainers, new EOT decoder tests
docs/*	Documentation updates for diagnostics and new features
CHANGELOG.md	Detailed changelog for 0.0.2 release

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