An Analysis of Collocation on GPUs for Deep Learning Training

Keyphrases

• Training Model 100%
• Collocation 100%
• Deep Learning Training 100%
• Multi-Process Service 100%
• Single User 50%
• Significant Benefit 50%
• Multiple Models 50%
• Multiple Streams 50%
• Memory Footprint 50%
• NVIDIA GPU 50%
• GPU Utilization 50%
• Interference-free 50%
• Multiple Processes 50%
• Flexible Forming 50%
• Dynamic Workload 50%
• Mixed Workload 50%
• Collocation Method 50%

Computer Science

• Graphics Processing Unit 100%
• Deep Learning Method 100%
• Training Model 22%
• Service Process 22%
• Multiple Stream 11%
• Memory Footprint 11%
• Memory Resource 11%
• Compute Resource 11%
• Multiple Process 11%
• Dynamic Workload 11%
• Mixed Workload 11%