Commit used by the 21.10 TensorRT NGC container.

Changelog

Added

• Benchmark script for demoBERT-Megatron
• Dynamic Input Shape support for EfficientNMS plugin
• Support empty dimensions in ONNX
• INT32 and dynamic clips through elementwise in ONNX parser

Changed

• Bump TensorRT version to 8.0.3.4
• Use static shape for only single batch single sequence input in demo/BERT
• Revert to using native FC layer in demo/BERT and FCPlugin only on older GPUs.
• Update demo/Tacotron2 for TensorRT 8.0
• Updates to TensorRT developer tools
  • Polygraphy v0.33.0
    • Added various examples, a CLI User Guide and how-to guides.
    • Added experimental support for DLA.
    • Added a data to-input tool that can combine inputs/outputs created by --save-inputs/--save-outputs.
    • Added a PluginRefRunner which provides CPU reference implementations for TensorRT plugins
    • Made several performance improvements in the Polygraphy CUDA wrapper.
    • Removed the to-json tool which was used to convert Pickled data generated by Polygraphy 0.26.1 and older to JSON.
  • Bugfixes and documentation updates in pytorch-quantization toolkit.
• Bumped up package versions: tensorflow-gpu 2.5.1, pillow 8.3.2
• ONNX parser enhancements and bugfixes
  • Update ONNX submodule to v1.8.0
  • Update convDeconvMultiInput function to properly handle deconvs
  • Update RNN documentation
  • Update QDQ axis assertion
  • Fix bidirectional activation alpha and beta values
  • Fix opset10 Resize
  • Fix shape tensor unsqueeze
  • Mark BOOL tiles as unsupported
  • Remove unnecessary shape tensor checks

Removed

• N/A