Abstract Tensor shape mismatch is a common source of bugs in deep learning programs. We propose new type-based approach to detect tensor mismatches. One the main features our best-effort inference. As inference problem undecidable general, we allow static type/shape be performed only manner. If cannot guarantee absence inconsistencies, dynamic checks are inserted into program. Another feature g...

The homeostasis of the vertebrate body depends on anabolic and catabolic activities that are closely linked inside outside cell. Lipid metabolism plays an essential role in these metabolic activities. Although a large amount evidence shows normal lipid guarantees conventional physiological organs abnormal important occurrence deterioration cardiovascular-related diseases, such as obesity, ather...