Automatic Operator Generation for Open AI Frameworks - MindSpore and AKG

Automatic Operator Generation for Open AI Frameworks - MindSpore and AKG

Explore the automatic AI/DL fused operator generation solution AKG (Auto Kernel Generator) for the open-source framework MindSpore in this 28-minute conference talk. Delve into the challenges of translating AI programs to efficient implementations on complex parallel hardware. Learn how AKG leverages polyhedral abstraction to enable automatic parallelization and optimization, addressing scenarios where existing libraries may miss global optimization opportunities or fail to cover new operator designs. Discover the software's architecture, capabilities, and roadmap, as well as the current top challenges in the field of automatic operator generation for open AI frameworks.