DLOOPT: An Optimization Assistant on AutoTVM for Deep Learning Operators

Mathematics

• Learning 99%
• Optimization 82%
• Operator 51%
• Hardware 35%
• Neural Networks 34%
• Tuning 25%
• Compiler 19%
• Tensor 17%
• Configuration 17%
• Model 14%
• Auto-tuning 13%
• Domain-specific Languages 12%
• Language 10%
• Open Source 9%
• Accelerate 7%
• Tiling 7%
• Optimise 7%
• Syntax 7%
• Sufficient 5%
• Evaluation 5%
• Strategy 5%
• Module 4%
• Design 4%
• Range of data 4%
• Framework 4%

Engineering & Materials Science

• Mathematical operators 100%
• Deep learning 97%
• Tuning 21%
• Tensors 20%
• Neural networks 16%
• Computer hardware 15%
• Deep neural networks 6%
• Set theory 4%