Comparison with PyTorch

Latency

Latency Per Batch

ResNet Latency BS=1 ResNet Latency BS=2 ResNet Latency BS=4 ResNet Latency BS=8 ResNet Latency BS=16 ResNet Latency BS=32 ResNet Latency BS=64 ResNet Latency BS=128 ResNet Latency BS=256

Throughput

Throughput Per Batch

ResNet Throughput BS=1 ResNet Throughput BS=2 ResNet Throughput BS=4 ResNet Throughput BS=8 ResNet Throughput BS=16 ResNet Throughput BS=32 ResNet Throughput BS=64 ResNet Throughput BS=128 ResNet Throughput BS=256

Throughput Per Batch

ResNet Throughput per BS

Comparison

Latency Per Batch

ResNet Latency BS=1 ResNet Latency BS=2 ResNet Latency BS=4 ResNet Latency BS=8 ResNet Latency BS=16 ResNet Latency BS=32 ResNet Latency BS=64 ResNet Latency BS=128 ResNet Latency BS=256

Throughput Per Batch

ResNet Throughput BS=1 ResNet Throughput BS=2 ResNet Throughput BS=4 ResNet Throughput BS=8 ResNet Throughput BS=16 ResNet Throughput BS=32 ResNet Throughput BS=64 ResNet Throughput BS=128 ResNet Throughput BS=256