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Release TensorRT OSS v10.4.0 · NVIDIA/TensorRT · GitHub
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TensorRT OSS v10.4.0
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10.4.0 GA - 2024-09-11
Key Features and Updates:
-
Demo changes
- Added Stable Cascade pipeline.
- Enabled INT8 and FP8 quantization for Stable Diffusion v1.5, v2.0 and v2.1 pipelines.
- Enabled FP8 quantization for Stable Diffusion XL pipeline.
-
Sample changes
- Add a new python sample
aliased_io_plugin
which demonstrates how in-place updates to plugin inputs can be achieved through I/O aliasing.
- Add a new python sample
-
Plugin changes
- Migrated IPluginV2-descendent versions (a) of the following plugins to newer versions (b) which implement IPluginV3 (a->b):
- scatterElementsPlugin (1->2)
- skipLayerNormPlugin (1->5, 2->6, 3->7, 4->8)
- embLayerNormPlugin (2->4, 3->5)
- bertQKVToContextPlugin (1->4, 2->5, 3->6)
- Note
- The newer versions preserve the corresponding attributes and I/O of the corresponding older plugin version.
- The older plugin versions are deprecated and will be removed in a future release.
- Migrated IPluginV2-descendent versions (a) of the following plugins to newer versions (b) which implement IPluginV3 (a->b):
-
Quickstart guide
- Updated deploy_to_triton guide and removed legacy APIs.
- Removed legacy TF-TRT code as the project is no longer supported.
- Removed quantization_tutorial as pytorch_quantization has been deprecated. Check out https://github.com/NVIDIA/TensorRT-Model-Optimizer for the latest quantization support. Check Stable Diffusion XL (Base/Turbo) and Stable Diffusion 1.5 Quantization with Model Optimizer for integration with TensorRT.
-
Parser changes
- Added support for tensor
axes
forPad
operations. - Added support for
BlackmanWindow
,HammingWindow
, andHannWindow
operations. - Improved error handling in
IParserRefitter
. - Fixed kernel shape inference in multi-input convolutions.
- Added support for tensor
-
Updated tooling
- polygraphy-extension-trtexec v0.0.9
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