DNN-Chip Predictor: An Analytical Performance Predictor for DNN Accelerators with Various Dataflows and Hardware Architectures

Keyphrases

• Analytical Performance 100%
• Deep Neural Network 100%
• Performance Prediction 100%
• Hardware Architecture 100%
• Dataflow Architecture 100%
• Neural chips 100%
• Deep Neural Network Accelerator 100%
• Disciplinary Knowledge 14%
• Mapping Method 14%
• Latency 14%
• Experiment Results 14%
• FPGA Implementation 14%
• Result-oriented 14%
• Design Space Exploration 14%
• Energy Throughput 14%
• Fast Design 14%
• Hardware Mapping 14%
• ASIC Implementation 14%
• Chip Measurements 14%
• FPGA Acceleration 14%
• Design Space Optimization 14%
• Increased Demand 14%

Computer Science

• Hardware Architecture 100%
• Deep Neural Network 100%
• Application Specific Integrated Circuit 23%
• Field Programmable Gate Arrays 23%
• Neural Network Model 15%
• Design-Space Exploration 7%
• Computer Hardware 7%