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Generative modeling has evolved through several milestones before reaching diffusion-based approaches. Understanding variational autoencoders, generative adversarial networks, and their limitations clarifies why denoising diffusion probabilistic models (DDPMs) emerged. Variational Autoencoders VAEs...

Dependencies and Setup Install the required Python package: pip install spacy Dataset Preparation Clone the HumanML3D dataset repository from GitHub. Move the HumanML3D directory into you're project's dataset folder. Extract the texts.zip archive into a texts subdirectory within the dataset folder....