PocketFlow is an automatic model compression framework developed by Tencent AI Lab that optimizes deep learning models for inference efficiency on resource-constrained mobile devices. It automates hyper-parameter selection for compression techniques, allowing developers to specify desired compression ratios and automatically generate optimized models with minimal performance degradation. The framework supports computer vision, speech recognition, and natural language translation models.