Multi Beta Vae Suite

Module: benchmarks.suites.multi_beta_vae_suite

Source: benchmarks/suites/multi_beta_vae_suite.py

Overview

Multi-β VAE controllable generation benchmark suite.

This module provides a comprehensive benchmark suite for evaluating multi-β VAE controllable generation models, targeting the Week 9-12 objectives:

• MIG Score >0.3 (Mutual Information Gap for disentanglement)
• FID Score <50 on CelebA (Fréchet Inception Distance)
• Reconstruction Quality: LPIPS <0.2, SSIM >0.8
• Training Efficiency: <8h per epoch on CelebA subset

Classes

MultiBetaVAEBenchmark

class MultiBetaVAEBenchmark

MultiBetaVAEBenchmarkSuite

class MultiBetaVAEBenchmarkSuite

Functions

init

def __init__()

init

def __init__()

run

def run()

run_all

def run_all()

Module Statistics

• Classes: 2
• Functions: 4
• Imports: 10