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Release preparation
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jkosek committed Jun 30, 2023
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# Changelog

## 0.6.0 (unreleased)
## 0.6.0
- new: Zero-copy runners for Torch, ONNX and TensorRT - omit H2D and D2H memory copy between runners execution
- new: `nav.pacakge.profile` API method to profile generated models on provided dataloader
- change: ProfilerConfig replaced with OptimizationProfile:
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- fix: Missing `model` in config when passing package generated during `nav.{framework}.optimize` directly to `nav.package.optimize` command
- Other minor fixes and improvements

- Version of external components used during testing:
- [PyTorch 2.1.0a0+4136153](https://github.com/pytorch/pytorch/commit/4136153)
- [TensorFlow 2.12.0](https://github.com/tensorflow/tensorflow/releases/tag/v2.12.0)
- [TensorRT 8.6.1](https://docs.nvidia.com/deeplearning/tensorrt/release-notes/index.html)
- [ONNX Runtime 1.13.1](https://github.com/microsoft/onnxruntime/tree/v1.13.1)
- [Polygraphy](https://github.com/NVIDIA/TensorRT/tree/master/tools/Polygraphy/): 0.47.1
- [GraphSurgeon](https://github.com/NVIDIA/TensorRT/tree/master/tools/onnx-graphsurgeon/): 0.3.26
- [tf2onnx v1.14.0](https://github.com/onnx/tensorflow-onnx/releases/tag/v1.14.0)
- Other component versions depend on the used framework containers versions.
See its [support matrix](https://docs.nvidia.com/deeplearning/frameworks/support-matrix/index.html)
for a detailed summary.

## 0.5.6
- fix: Load samples as sorted to keep valid order
- fix: Execute conversion when model already exists in path
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