Catalyst is a PyTorch framework designed to accelerate deep learning research and development. It provides utilities for experiment tracking, reproducibility, distributed training, and hyperparameter tuning. The library supports multiple domains including computer vision, natural language processing, reinforcement learning, metric learning, and recommender systems.