Optimize 1x1 and Depthwise Convolution for Small Shapes#4607
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Optimize 1x1 and Depthwise Convolution for Small Shapes#4607
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For small shape + large output channel, Gemm based convolution is not efficient. In this kernel, each CU handle one channel's FMA.
For depthwise convolution, GEMM is low efficiency, use direct conv for high CU utilization.
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❌unet: ERROR - check error output/tmp/comgr-c845cb/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed]11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! /tmp/comgr-204236/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed] 11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! /tmp/comgr-90b773/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed] 11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! Error gpu::compile_ops: /src/AMDMIGraphX/src/targets/gpu/compile_ops.cpp:218: benchmark: No valid tuned compilation for gpu::pre_conv1x1 with Problem: no config provided Module: Input Shapes: float_type, {1, 2560, 8, 8}, {163840, 64, 8, 1} float_type, {1280, 2560}, {2560, 1} float_type, {1, 1280, 8, 8}, {81920, 64, 8, 1} Dump: "/tmp/migraphx/gpu::compile_ops6699169785851322.mxr" Traceback (most recent call last): File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 359, in main() File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 233, in main model.compile( RuntimeError: /src/AMDMIGraphX/src/targets/gpu/compile_ops.cpp:218: benchmark: No valid tuned compilation for gpu::pre_conv1x1 with Problem: no config provided Module: Input Shapes: float_type, {1, 2560, 8, 8}, {163840, 64, 8, 1} float_type, {1280, 2560}, {2560, 1} float_type, {1, 1280, 8, 8}, {81920, 64, 8, 1} ❌resnet50v1: ERROR - check error output/tmp/comgr-7057e0/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed]11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! /tmp/comgr-0257a5/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed] 11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /tmp/comgr-ea6a52/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed] 11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! /tmp/comgr-572349/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed] 11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /tmp/comgr-3b6ebc/input/main.cpp:11:6: error: failed to meet occupancy target given by 'amdgpu-waves-per-eu' in 'conv1x1_kernel': desired occupancy was 16, final occupancy is 8 [-Werror,-Wpass-failed] 11 | void conv1x1_kernel(const float* restrict input, | ^ 1 error generated when compiling for gfx90a. /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:177: compile: hiprtc: HIPRTC_ERROR_COMPILATION: Compilation failed. [conv1x1] EXCEPTION in compile(): /src/AMDMIGraphX/src/targets/gpu/compile_hip.cpp:272: compile_hip_src: hiprtc compilation failed! Error gpu::compile_ops: /src/AMDMIGraphX/src/targets/gpu/compile_ops.cpp:218: benchmark: No valid tuned compilation for gpu::pre_conv1x1 with Problem: no config provided Module: Input Shapes: float_type, {1, 1536, 7, 7}, {75264, 49, 7, 1} float_type, {2048, 1536}, {1536, 1} float_type, {2048}, {1} float_type, {1, 2048, 7, 7}, {100352, 49, 7, 1} Dump: "/tmp/migraphx/gpu::compile_ops6699205933362497.mxr" Traceback (most recent call last): File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 359, in main() File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 233, in main model.compile( RuntimeError: /src/AMDMIGraphX/src/targets/gpu/compile_ops.cpp:218: benchmark: No valid tuned compilation for gpu::pre_conv1x1 with Problem: no config provided Module: Input Shapes: float_type, {1, 1536, 7, 7}, {75264, 49, 7, 1} float_type, {2048, 1536}, {1536, 1} float_type, {2048}, {1} float_type, {1, 2048, 7, 7}, {100352, 49, 7, 1} ❌bert_base_cased_fp16: ERROR - check error output�[1;31m2026-02-12 03:12:20.180381232 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175583, index: 63, mask: {64, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m�[1;31m2026-02-12 03:12:20.189680770 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175619, index: 99, mask: {100, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189902067 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175587, index: 67, mask: {68, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189926052 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175595, index: 75, mask: {76, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189936842 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175621, index: 101, mask: {102, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193894327 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175589, index: 69, mask: {70, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193900188 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175602, index: 82, mask: {83, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189909340 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175611, index: 91, mask: {92, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189910613 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175613, index: 93, mask: {94, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189921593 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175586, index: 66, mask: {67, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189914219 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175612, index: 92, mask: {93, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189925561 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175584, index: 64, mask: {65, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189919519 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175614, index: 94, mask: {95, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189936141 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175592, index: 72, mask: {73, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.197675921 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175604, index: 84, mask: {85, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.197897268 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175624, index: 104, mask: {105, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189908990 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175593, index: 73, mask: {74, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189945078 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175620, index: 100, mask: {101, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.206543825 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175642, index: 122, mask: {123, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.206867925 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175628, index: 108, mask: {109, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.206888093 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175634, index: 114, mask: {115, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189956068 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175594, index: 74, mask: {75, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193895519 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175597, index: 77, mask: {78, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193897623 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175590, index: 70, mask: {71, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193897593 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175608, index: 88, mask: {89, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193899557 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175607, index: 87, mask: {88, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193900539 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175610, index: 90, mask: {91, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193905248 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175625, index: 105, mask: {106, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193903745 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175605, index: 85, mask: {86, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193902643 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175601, index: 81, mask: {82, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189908388 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175585, index: 65, mask: {66, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193915226 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175609, index: 89, mask: {90, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193917350 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175626, index: 106, mask: {107, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193922039 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175623, index: 103, mask: {104, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193919845 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175596, index: 76, mask: {77, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193921017 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175616, index: 96, mask: {97, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193921037 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175598, index: 78, mask: {79, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193924073 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175606, index: 86, mask: {87, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193926407 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175599, index: 79, mask: {80, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193929593 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175622, index: 102, mask: {103, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193926357 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175615, index: 95, mask: {96, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.193926387 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175603, index: 83, mask: {84, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.207486981 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175646, index: 126, mask: {127, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189907527 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175591, index: 71, mask: {72, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189939377 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175618, index: 98, mask: {99, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189936752 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175617, index: 97, mask: {98, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.207587190 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175632, index: 112, mask: {113, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.207598722 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175639, index: 119, mask: {120, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.207875854 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175631, index: 111, mask: {112, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.207974480 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175638, index: 118, mask: {119, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208006480 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175645, index: 125, mask: {126, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208369314 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175627, index: 107, mask: {108, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208765841 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175629, index: 109, mask: {110, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.207448639 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175633, index: 113, mask: {114, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.197895695 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175600, index: 80, mask: {81, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.207521847 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175640, index: 120, mask: {121, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208403869 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175630, index: 110, mask: {111, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208427443 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175637, index: 117, mask: {118, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208458992 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175644, index: 124, mask: {125, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208780678 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175636, index: 116, mask: {117, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.208818820 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175643, index: 123, mask: {124, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.206913080 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175641, index: 121, mask: {122, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.206932116 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175635, index: 115, mask: {116, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:20.189907637 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 175588, index: 68, mask: {69, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:12:21.525246193 [E:onnxruntime:, inference_session.cc:2544 operator()] Exception during initialization: /onnxruntime_src/onnxruntime/core/graph/graph_utils.cc:29 int onnxruntime::graph_utils::GetIndexFromName(const onnxruntime::Node&, const std::string&, bool) itr != node_args.end() was false. Attempting to get index by a name which does not exist:InsertedPrecisionFreeCast_onnx::Pow_1623for node: Mul_53/SimplifiedLayerNormFusion/ �[m Traceback (most recent call last): File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 359, in main() File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 278, in main sess = ort.InferenceSession(model_name, File "/usr/local/lib/python3.10/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py", line 485, in init self._create_inference_session(providers, provider_options, disabled_optimizers) File "/usr/local/lib/python3.10/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py", line 584, in _create_inference_session sess.initialize_session(providers, provider_options, disabled_optimizers) onnxruntime.capi.onnxruntime_pybind11_state.RuntimeException: [ONNXRuntimeError] : 6 : RUNTIME_EXCEPTION : Exception during initialization: /onnxruntime_src/onnxruntime/core/graph/graph_utils.cc:29 int onnxruntime::graph_utils::GetIndexFromName(const onnxruntime::Node&, const std::string&, bool) itr != node_args.end() was false. Attempting to get index by a name which does not exist:InsertedPrecisionFreeCast_onnx::Pow_1623for node: Mul_53/SimplifiedLayerNormFusion/ ❌bert_large_uncased_fp16: ERROR - check error output�[1;31m2026-02-12 03:13:05.205517812 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182567, index: 63, mask: {64, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m�[1;31m2026-02-12 03:13:05.213900913 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182573, index: 69, mask: {70, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.217898804 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182571, index: 67, mask: {68, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.213909710 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182568, index: 64, mask: {65, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.213909900 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182576, index: 72, mask: {73, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.213926121 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182578, index: 74, mask: {75, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.225895908 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182577, index: 73, mask: {74, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.213932853 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182569, index: 65, mask: {66, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.213927634 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182575, index: 71, mask: {72, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.217899005 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182572, index: 68, mask: {69, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.217899085 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182570, index: 66, mask: {67, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.213906544 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182574, index: 70, mask: {71, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.231834335 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182592, index: 88, mask: {89, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.231859262 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182599, index: 95, mask: {96, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.231874971 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182606, index: 102, mask: {103, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.231885742 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182613, index: 109, mask: {110, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.231900940 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182620, index: 116, mask: {117, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.231911721 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182627, index: 123, mask: {124, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232042417 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182585, index: 81, mask: {82, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232073145 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182598, index: 94, mask: {95, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232052806 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182591, index: 87, mask: {88, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232116857 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182611, index: 107, mask: {108, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232132086 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182618, index: 114, mask: {115, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232161531 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182625, index: 121, mask: {122, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232253043 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182583, index: 79, mask: {80, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232273171 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182597, index: 93, mask: {94, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232284593 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182604, index: 100, mask: {101, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232258013 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182590, index: 86, mask: {87, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232309229 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182612, index: 108, mask: {109, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232390623 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182626, index: 122, mask: {123, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232559150 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182617, index: 113, mask: {114, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232600919 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182589, index: 85, mask: {86, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232624954 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182596, index: 92, mask: {93, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232780537 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182630, index: 126, mask: {127, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232674808 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182624, index: 120, mask: {121, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232707139 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182610, index: 106, mask: {107, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232729050 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182616, index: 112, mask: {113, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232741323 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182582, index: 78, mask: {79, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232760369 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182623, index: 119, mask: {120, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232896275 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182609, index: 105, mask: {106, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232960416 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182581, index: 77, mask: {78, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233367122 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182580, index: 76, mask: {77, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232806566 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182588, index: 84, mask: {85, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232807959 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182595, index: 91, mask: {92, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232844538 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182602, index: 98, mask: {99, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233391147 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182587, index: 83, mask: {84, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233409522 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182594, index: 90, mask: {91, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233639716 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182608, index: 104, mask: {105, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233666406 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182615, index: 111, mask: {112, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233669382 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182601, index: 97, mask: {98, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233695972 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182622, index: 118, mask: {119, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233701412 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182629, index: 125, mask: {126, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233739113 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182579, index: 75, mask: {76, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233739143 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182621, index: 117, mask: {118, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233755203 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182586, index: 82, mask: {83, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233782465 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182593, index: 89, mask: {90, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233799677 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182600, index: 96, mask: {97, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233828101 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182607, index: 103, mask: {104, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233849310 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182614, index: 110, mask: {111, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233870751 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182628, index: 124, mask: {125, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232316944 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182619, index: 115, mask: {116, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.233895427 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182584, index: 80, mask: {81, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232081771 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182605, index: 101, mask: {102, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:05.232648038 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 182603, index: 99, mask: {100, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:13:09.524751225 [E:onnxruntime:, inference_session.cc:2544 operator()] Exception during initialization: /onnxruntime_src/onnxruntime/core/graph/graph_utils.cc:29 int onnxruntime::graph_utils::GetIndexFromName(const onnxruntime::Node&, const std::string&, bool) itr != node_args.end() was false. Attempting to get index by a name which does not exist:InsertedPrecisionFreeCast_onnx::Pow_3183for node: Mul_53/SimplifiedLayerNormFusion/ �[m Traceback (most recent call last): File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 359, in main() File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 278, in main sess = ort.InferenceSession(model_name, File "/usr/local/lib/python3.10/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py", line 485, in init self._create_inference_session(providers, provider_options, disabled_optimizers) File "/usr/local/lib/python3.10/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py", line 584, in _create_inference_session sess.initialize_session(providers, provider_options, disabled_optimizers) onnxruntime.capi.onnxruntime_pybind11_state.RuntimeException: [ONNXRuntimeError] : 6 : RUNTIME_EXCEPTION : Exception during initialization: /onnxruntime_src/onnxruntime/core/graph/graph_utils.cc:29 int onnxruntime::graph_utils::GetIndexFromName(const onnxruntime::Node&, const std::string&, bool) itr != node_args.end() was false. Attempting to get index by a name which does not exist:InsertedPrecisionFreeCast_onnx::Pow_3183for node: Mul_53/SimplifiedLayerNormFusion/ ❌distilgpt2_fp16: ERROR - check error output�[1;31m2026-02-12 03:16:28.037916552 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198552, index: 63, mask: {64, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m�[1;31m2026-02-12 03:16:28.049919222 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198591, index: 102, mask: {103, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049943097 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198584, index: 95, mask: {96, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.051578538 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198600, index: 111, mask: {112, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.052643634 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198586, index: 97, mask: {98, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.056248865 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198559, index: 70, mask: {71, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049924051 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198598, index: 109, mask: {110, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049927278 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198577, index: 88, mask: {89, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049924603 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198569, index: 80, mask: {81, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.056513273 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198612, index: 123, mask: {124, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049927137 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198602, index: 113, mask: {114, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049927107 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198588, index: 99, mask: {100, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049933038 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198583, index: 94, mask: {95, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049937136 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198590, index: 101, mask: {102, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049939380 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198567, index: 78, mask: {79, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049939240 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198572, index: 83, mask: {84, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049940653 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198570, index: 81, mask: {82, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049939761 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198589, index: 100, mask: {101, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049940212 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198575, index: 86, mask: {87, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049946233 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198582, index: 93, mask: {94, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049948548 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198604, index: 115, mask: {116, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049945061 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198565, index: 76, mask: {77, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049945101 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198599, index: 110, mask: {111, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049945081 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198585, index: 96, mask: {97, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049951433 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198568, index: 79, mask: {80, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049957825 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198576, index: 87, mask: {88, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049959819 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198596, index: 107, mask: {108, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049960771 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198611, index: 122, mask: {123, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049962704 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198613, index: 124, mask: {125, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049963776 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198593, index: 104, mask: {105, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049964888 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198578, index: 89, mask: {90, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049967794 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198592, index: 103, mask: {104, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049966772 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198554, index: 65, mask: {66, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049962123 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198555, index: 66, mask: {67, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049966712 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198558, index: 69, mask: {70, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049965690 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198557, index: 68, mask: {69, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.057061997 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198603, index: 114, mask: {115, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049966181 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198601, index: 112, mask: {113, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049965179 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198573, index: 84, mask: {85, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049967654 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198587, index: 98, mask: {99, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049976771 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198556, index: 67, mask: {68, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049979386 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198615, index: 126, mask: {127, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049973074 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198563, index: 74, mask: {75, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049985026 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198566, index: 77, mask: {78, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049988333 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198580, index: 91, mask: {92, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.057346042 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198574, index: 85, mask: {86, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.057360499 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198581, index: 92, mask: {93, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049997650 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198553, index: 64, mask: {65, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.057444628 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198609, index: 120, mask: {121, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.057835133 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198571, index: 82, mask: {83, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.058129418 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198579, index: 90, mask: {91, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.058188749 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198607, index: 118, mask: {119, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049993773 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198561, index: 72, mask: {73, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049999664 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198562, index: 73, mask: {74, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.050001137 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198608, index: 119, mask: {120, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049991589 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198560, index: 71, mask: {72, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049919202 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198605, index: 116, mask: {117, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049927157 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198595, index: 106, mask: {107, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.056834138 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198597, index: 108, mask: {109, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049967463 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198594, index: 105, mask: {106, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.057095360 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198610, index: 121, mask: {122, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.057907189 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198614, index: 125, mask: {126, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.058020262 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198606, index: 117, mask: {118, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.049994494 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 198564, index: 75, mask: {76, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m �[1;31m2026-02-12 03:16:28.780980307 [E:onnxruntime:, inference_session.cc:2544 operator()] Exception during initialization: /onnxruntime_src/onnxruntime/core/graph/graph_utils.cc:29 int onnxruntime::graph_utils::GetIndexFromName(const onnxruntime::Node&, const std::string&, bool) itr != node_args.end() was false. Attempting to get index by a name which does not exist:InsertedPrecisionFreeCast_onnx::Pow_1551for node: Mul_33/SimplifiedLayerNormFusion/ �[m Traceback (most recent call last): File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 359, in main() File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 278, in main sess = ort.InferenceSession(model_name, File "/usr/local/lib/python3.10/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py", line 485, in init self._create_inference_session(providers, provider_options, disabled_optimizers) File "/usr/local/lib/python3.10/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py", line 584, in _create_inference_session sess.initialize_session(providers, provider_options, disabled_optimizers) onnxruntime.capi.onnxruntime_pybind11_state.RuntimeException: [ONNXRuntimeError] : 6 : RUNTIME_EXCEPTION : Exception during initialization: /onnxruntime_src/onnxruntime/core/graph/graph_utils.cc:29 int onnxruntime::graph_utils::GetIndexFromName(const onnxruntime::Node&, const std::string&, bool) itr != node_args.end() was false. Attempting to get index by a name which does not exist:InsertedPrecisionFreeCast_onnx::Pow_1551for node: Mul_33/SimplifiedLayerNormFusion/ |
Collaborator
|
It seems it would be better to rewrite 1x1 conv to a gemm so it can use hipblaslt(we already do that here) and rewrite 1x1 depthwise to a elementwise multiply which would enables it to do more fusions. |
Author
|
We tried enabling MIGRAPHX_ENABLE_REWRITE_DOT. However, the performance for 1x1 convolution is not good. For depthwise convolution, we encountered 3x3, 5x5, and other kernel sizes. |
Collaborator
Are you saying your gemm performs better than hipblaslt from some sizes?
I see, I thought it was for 1x1 depthwise. I have #4647 that implements depthwise with tuning and fusions, so it now always performs better than rocmlir for fp32:
From #4647 (comment) |
Author
Yes. Our testing platform is STX Halo...maybe that's a reson.
For depthwise conv, his one is better than rocMLIR, but worse than the code in the PR on STX Halo. |
Author
|
Some of the models we tested: |
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Motivation
This PR enhances the performance of 1x1 convolutions and depthwise convolutions.
Current rocMLIR kernels exhibit suboptimal performance for specific pointwise and depthwise convolution configurations.
Technical Details
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CHANGELOG.mdentry for any option other thanNot Applicable