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torchvision/efficientnet_b7

ModelOpt (INT8) · TensorRT
efficientnet_b7 architecture graph
efficientnet_b7 architecture graph
  • torchvision
  • INT8
  • L4
Labels
  • Image
  • Classification
Build
Embedl-optimized
Precision
INT8
Runtime
TensorRT 11.2.1 with Embedl optimizations
Run efficientnet_b7 on L4

efficientnet_b7 is an image classifier from torchvision. It labels an image with one of the 1,000 ImageNet classes.

Methodology

  • Latency: trtexec on the NVIDIA L4 with TensorRT 11.2.1: batch 1, median and p99 over the timed iterations.
  • Accuracy: the ImageNet validation set, 50,000 images, on the NVIDIA L4.
  • Build: ModelOpt INT8 quantization, calibrated on ImageNetCalibDataset (512 samples), compiled with TensorRT 11.2.1 on the NVIDIA L4.