[TensorRT EP] Weightless API integration #20412
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onnxruntime/core/providers/tensorrt/tensorrt_execution_provider.cc
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This PR includes the weight-stripped engine feature (thanks @moraxu for the #20214) which is the major feature for TRT 10 integration. Two TRT EP options are added: - `trt_weight_stripped_engine_enable`: Enable weight-stripped engine build and refit. - `trt_onnx_model_folder_path`: In the quick load case using embedded engine model / EPContext mode, the original onnx filename is in the node's attribute, and this option specifies the directory of that onnx file if needed. Normal weight-stripped engine workflow:  Weight-stripped engine and quick load workflow:  see the doc [here ](https://onnxruntime.ai/docs/execution-providers/TensorRT-ExecutionProvider.html#tensorrt-ep-caches)for more information about EPContext model. --------- Co-authored-by: yf711 <yifanl@microsoft.com> Co-authored-by: Ye Wang <52801275+wangyems@users.noreply.github.com> Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com> Co-authored-by: pengwa <pengwa@microsoft.com> Co-authored-by: wejoncy <wejoncy@163.com> Co-authored-by: Yi Zhang <zhanyi@microsoft.com> Co-authored-by: Yi Zhang <your@email.com> Co-authored-by: Pranav Sharma <prs@microsoft.com> Co-authored-by: Adam Pocock <adam.pocock@oracle.com> Co-authored-by: cao lei <jslhcl@gmail.com> Co-authored-by: Adrian Lizarraga <adlizarraga@microsoft.com> Co-authored-by: inisis <46103969+inisis@users.noreply.github.com> Co-authored-by: Jeff Bloomfield <38966965+jeffbloo@users.noreply.github.com> Co-authored-by: mo-ja <60505697+mo-ja@users.noreply.github.com> Co-authored-by: kunal-vaishnavi <115581922+kunal-vaishnavi@users.noreply.github.com> Co-authored-by: Sumit Agarwal <sumitagarwal330@gmail.com> Co-authored-by: Atanas Dimitrov <70822030+neNasko1@users.noreply.github.com> Co-authored-by: Justin Chu <justinchuby@users.noreply.github.com> Co-authored-by: Yufeng Li <liyufeng1987@gmail.com> Co-authored-by: Dhruv Matani <dhruvbird@gmail.com> Co-authored-by: Dhruv Matani <dhruv.matani@grammarly.com> Co-authored-by: wangshuai09 <391746016@qq.com> Co-authored-by: Xiaoyu <85524621+xiaoyu-work@users.noreply.github.com> Co-authored-by: Xu Xing <xing.xu@intel.com> Co-authored-by: Dmitri Smirnov <yuslepukhin@users.noreply.github.com> Co-authored-by: Rachel Guo <35738743+YUNQIUGUO@users.noreply.github.com> Co-authored-by: Sai Kishan Pampana <sai.kishan.pampana@intel.com> Co-authored-by: rachguo <rachguo@rachguos-Mini.attlocal.net> Co-authored-by: Jian Chen <cjian@microsoft.com> Co-authored-by: Shubham Bhokare <32080845+shubhambhokare1@users.noreply.github.com> Co-authored-by: Yulong Wang <7679871+fs-eire@users.noreply.github.com> Co-authored-by: Andrew Fantino <15876180+afantino951@users.noreply.github.com> Co-authored-by: Thomas Boby <thomas@boby.uk> Co-authored-by: Tianlei Wu <tlwu@microsoft.com> Co-authored-by: Scott McKay <skottmckay@gmail.com> Co-authored-by: Michal Guzek <mguzek@nvidia.com> Co-authored-by: George Wu <jywu@microsoft.com>
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This PR includes the weight-stripped engine feature (thanks @moraxu for the #20214) which is the major feature for TRT 10 integration.
Two TRT EP options are added:
trt_weight_stripped_engine_enable: Enable weight-stripped engine build and refit.trt_onnx_model_folder_path: In the quick load case using embedded engine model / EPContext mode, the original onnx filename is in the node's attribute, and this option specifies the directory of that onnx file if needed.Normal weight-stripped engine workflow:
Weight-stripped engine and quick load workflow:
see the doc here for more information about EPContext model.