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### Description The existing CUDA profiler is neither session-aware, nor thread-safe. This PR ensures both. ### Motivation and Context [PR 13549](https://github.com/microsoft/onnxruntime/pull/13549) brought thread-safety and session-awareness to the ROCm profiler. This PR brings the same goodness to the CUDA profiler as well. Sample outputs of a profiling run from the StableDiffusion model (this model was chosen because it requires orchestration of multiple sessions, and verifies that the profilers are now indeed session-aware) on both CUDA and ROCm EPs are attached, along with a script that checks that the trace files generated by the profile are well-formed. Update 11/29: Updated the profile outputs. The older profile outputs exhibited an issue where some timestamps were wildly out of range, leading to problems visualizing the traces. The bug has been fixed and the profile outputs have been updated, along with an update to the check script to ensure that timestamps are monotonically increasing. [sd_profile_outputs_cuda.tar.gz](https://github.com/microsoft/onnxruntime/files/10118088/sd_profile_outputs_cuda.tar.gz) [sd_profile_outputs_rocm.tar.gz](https://github.com/microsoft/onnxruntime/files/10118089/sd_profile_outputs_rocm.tar.gz) [check_profile_output_well_formedness.zip](https://github.com/microsoft/onnxruntime/files/10118090/check_profile_output_well_formedness.zip) Co-authored-by: Abhishek Udupa <abhishek.udupa@microsoft.com> |
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