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tvm-cutlass-eval's Introduction

See apache/tvm#9746

Current results

Model name Input size CUTLASS CUTLASS with activation fusion CUTLASS with activation + residual block fusion cuDNN AutoTVM TensorRT
resnet50 (8, 3, 224, 224) 3.47 3.16 2.76 4.08 4.14 2.53
efficientnet_v2 (8, 3, 224, 224) 8.18 8.05 7.87 14.0 13.2 5.25
DETR-R50 (8, 3, 800, 750) 61.06 57.19 51.6 68.4 80.5 NA
deeplabv3_mobilenet_v3_large (8, 3, 512, 512) 10.3 9.16 9.68 (?) 17.5 15.9 19.2 (?)
YOLOv5l (8, 3, 512, 512) 33.6 25.4 24.2 34.8 N/A N/A

todo

  • maskrcnn fp16 strange result with cutlass and cudnn

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