EdgeTran: Device-Aware Co-Search of Transformers for Efficient Inference on Mobile Edge Platforms

Keyphrases

• Device-independent 100%
• Transformer 100%
• Mobile Edge 100%
• Edge Platform 100%
• Efficient Inference 100%
• Transformer Model 100%
• Co-search 100%
• Edge Devices 75%
• Performance Measures 50%
• Hardware Performance 50%
• Power Draw 50%
• Transformer Architecture 50%
• Low Latency 25%
• Energy Consumption 25%
• Accuracy Improvement 25%
• Latency 25%
• Low Energy 25%
• Challenging Problems 25%
• Hardware Efficiency 25%
• Design Space 25%
• Accuracy Performance 25%
• Search Methods 25%
• Profilers 25%
• Block Level 25%
• Automated Design 25%
• Energy Peak 25%
• Peak Power 25%
• Post-processing Techniques 25%
• Consumption Power 25%
• Low Peak Power 25%
• Low-compute 25%
• Efficient Transformer 25%
• Edge Deployment 25%
• Large Power Transformer 25%

Computer Science

• Performance Measure 100%
• Hardware Performance 100%
• Energy Consumption 50%
• Search Technique 50%
• Bidirectional Encoder Representations From Transformers 50%
• Postprocessing Step 50%
• Computer Hardware 50%
• Graphics Processing Unit 50%