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@aarushjain29 aarushjain29 commented Oct 28, 2025

Motivation

The scale values could underflow or overflow. So, to avoid those cases clamping on both sides.

Technical Details

Changelog Category

    • Added: New functionality.
    • Changed: Changes to existing functionality.
    • Removed: Functionality or support that has been removed. (Compared to a previous release)
    • Optimized: Component performance that has been optimized or improved.
    • Resolved Issues: Known issues from a previous version that have been resolved.
    • Not Applicable: This PR is not to be included in the changelog.

@aarushjain29 aarushjain29 requested a review from causten as a code owner October 28, 2025 17:59
@aarushjain29 aarushjain29 self-assigned this Oct 28, 2025
auto zero_point =
m.add_literal(migraphx::literal{migraphx::shape{precision}, {param.second}});
auto scale = m.add_literal(literal({s.type()}, {1.0f / param.first}));

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  1. If something needs to be fixed, then please do it at the loci of those scale related calculations. I don't see scale being calculated here; It is kind of illogical that we calculate scale in one place and then fix it in another.
  2. Please always print a warning, when the scale is being manipulated, if at all. It is important to catch that early, at the point of calculation, rather than scratch our heads when verification might fail, and we don't even know why!
  3. One can live with an overflow or an underflow of the computed quantized values. But to deal with a bad scale is simply not knowing what is going on (which is actually not the onus of this PR).
  4. Why aren't we throwing an exception when the scale is unhealthy? And just bailing out.

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If something needs to be fixed, then please do it at the loci of those scale related calculations. I don't see scale being calculated here; It is kind of illogical that we calculate scale in one place and then fix it in another.

We calculate the scale here. This is where we do 1/param.first and quantize it.

Please always print a warning, when the scale is being manipulated, if at all. It is important to catch that early, at the point of calculation, rather than scratch our heads when verification might fail, and we don't even know why!

We already have flags to trace the quant params. Plus our quantizer only does scalar quantization and doesnt leave room for clipping so it isnt usually the best for accuracy. We usually use it for perf optimizations only.

One can live with an overflow or an underflow of the computed quantized values. But to deal with a bad scale is simply not knowing what is going on (which is actually not the onus of this PR).

The model wont run at all with 0 or inf scales, so we need this fix.

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  • param.first the scale. Is it being calculated here, as a param? I am referring to its calculation, or derivation.

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@lakhinderwalia lakhinderwalia Oct 28, 2025

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The model wont run at all with 0 or inf scales, so we need this fix.

Where do you find a need for this?

  • The model shouldn't compile or run with inf scale. What exactly does it mean to run that way!
  • The model if run with a scale of 0, should use it only for dequantizelinear, if at all. Nobody can quantize anything with such a scale value of zero.

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The model shouldn't compile or run with inf scale. What exactly does it mean to run that way!

Yea it should run, it just means there is a very large scale because the input numbers are very large.

The model if run with a scale of 0, should use it only for dequantizelinear, if at all. Nobody can quantize anything with such a scale value of zero.

It will be used for both since the scale applies to both Q and DQ. And even if used for dequantizelinear, it will produce completely wrong results since the result of quantized operators will always be zero. Whereas if we round up to epsilon by clamping, then we can get much more accurate results.

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Contrived data : all at 0, or a test data all at inf; and a contrived assumption about test accuracy.

@aarushjain29 aarushjain29 requested a review from pfultz2 October 28, 2025 19:39
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codecov bot commented Oct 28, 2025

Codecov Report

❌ Patch coverage is 90.00000% with 1 line in your changes missing coverage. Please review.

Files with missing lines Patch % Lines
src/include/migraphx/shape.hpp 0.00% 1 Missing ⚠️
Additional details and impacted files
@@             Coverage Diff             @@
##           develop    #4410      +/-   ##
===========================================
- Coverage    92.17%   92.17%   -0.00%     
===========================================
  Files          560      560              
  Lines        26608    26617       +9     
===========================================
+ Hits         24525    24533       +8     
- Misses        2083     2084       +1     
Files with missing lines Coverage Δ
src/quantize_8bits.cpp 100.00% <100.00%> (ø)
src/include/migraphx/shape.hpp 86.96% <0.00%> (-1.93%) ⬇️
🚀 New features to boost your workflow:
  • ❄️ Test Analytics: Detect flaky tests, report on failures, and find test suite problems.

@causten causten requested a review from Copilot October 28, 2025 23:18
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Pull Request Overview

This PR adds clamping logic to prevent numerical overflow/underflow when computing inverted scales during 8-bit quantization. The changes ensure that inverted scale values remain within the valid representable range for the target data type.

  • Adds bounds checking for inverted scale values using epsilon and max values from the target type
  • Introduces a new epsilon() method to the shape::as struct template to support the clamping logic

Reviewed Changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 1 comment.

File Description
src/quantize_8bits.cpp Implements clamping of inverted scale values between epsilon and max of the target type to prevent overflow/underflow
src/include/migraphx/shape.hpp Adds epsilon() method to shape::as struct to provide epsilon values for different numeric types

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Test Batch Rate new
5bb41d
Rate old
8f03eb
Diff Compare
torchvision-resnet50 64 3,147.33 3,144.93 0.08%
torchvision-resnet50_fp16 64 6,550.83 6,550.67 0.00%
torchvision-densenet121 32 2,408.21 2,408.46 -0.01%
torchvision-densenet121_fp16 32 4,048.37 4,040.21 0.20%
torchvision-inceptionv3 32 1,654.17 1,654.19 -0.00%
torchvision-inceptionv3_fp16 32 2,506.30 2,506.01 0.01%
cadene-inceptionv4 16 793.99 793.42 0.07%
cadene-resnext64x4 16 795.63 795.83 -0.03%
slim-mobilenet 64 8,134.77 8,133.89 0.01%
slim-nasnetalarge 64 219.50 219.48 0.01%
slim-resnet50v2 64 3,267.22 3,266.17 0.03%
bert-mrpc-onnx 8 1,146.87 1,147.83 -0.08%
bert-mrpc-tf 1 470.68 472.47 -0.38%
pytorch-examples-wlang-gru 1 333.62 333.82 -0.06%
pytorch-examples-wlang-lstm 1 459.79 456.86 0.64%
torchvision-resnet50_1 1 751.77 753.25 -0.20%
cadene-dpn92_1 1 419.36 422.83 -0.82%
cadene-resnext101_1 1 350.92 355.61 -1.32%
onnx-taau-downsample 1 314.77 314.81 -0.01%
dlrm-criteoterabyte 1 32.08 31.79 0.93%
dlrm-criteoterabyte_fp16 1 51.30 51.24 0.12%
agentmodel 1 10,306.31 10,195.46 1.09%
unet_fp16 2 59.31 59.53 -0.36%
resnet50v1_fp16 1 967.53 979.23 -1.19%
resnet50v1_int8 1 940.85 948.83 -0.84%
bert_base_cased_fp16 64 1,114.52 1,114.31 0.02%
bert_large_uncased_fp16 32 346.17 346.18 -0.00%
bert_large_fp16 1 198.14 197.88 0.13%
distilgpt2_fp16 16 2,116.21 2,117.21 -0.05%
yolov5s 1 562.78 561.14 0.29%
tinyllama 1 44.04 44.03 0.03%
vicuna-fastchat 1 45.42 45.31 0.22%
whisper-tiny-encoder 1 411.27 411.18 0.02%
whisper-tiny-decoder 1 404.41 404.34 0.02%
llama2_7b 1 19.13 19.13 -0.00%
qwen1.5-7b 1 23.51 23.51 -0.01%
phi3-3.8b 1 26.65 26.66 -0.02%
mask-rcnn 1 12.13 12.26 -1.02%
llama3-8b 1 21.75 21.73 0.10%
whisper-large-encoder 1 10.22 10.22 -0.02%
whisper-large-decoder 1 101.32 101.38 -0.06%
mistral-7b 1 23.75 23.73 0.10%
FLUX.1-schnell 1 716.41 720.89 -0.62%
nan nan nan nan nan%

This build is not recommended to merge 🔴

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     ✅ bert-mrpc-onnx: PASSED: MIGraphX meets tolerance

❌bert-mrpc-tf: ERROR - check error outputTraceback (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 295, in main
import tensorflow as tf
File "/usr/local/lib/python3.10/dist-packages/tensorflow/init.py", line 40, in
from tensorflow.python import pywrap_tensorflow as _pywrap_tensorflow # pylint: disable=unused-import
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/pywrap_tensorflow.py", line 34, in
self_check.preload_check()
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/platform/self_check.py", line 63, in preload_check
from tensorflow.python.platform import _pywrap_cpu_feature_guard
ImportError: libamdhip64.so.6: cannot open shared object file: No such file or directory


     ✅ pytorch-examples-wlang-gru: PASSED: MIGraphX meets tolerance

     ✅ pytorch-examples-wlang-lstm: PASSED: MIGraphX meets tolerance

     ✅ dlrm-criteoterabyte: PASSED: MIGraphX meets tolerance

     ✅ agentmodel: PASSED: MIGraphX meets tolerance

     ✅ unet: PASSED: MIGraphX meets tolerance

     ✅ resnet50v1: PASSED: MIGraphX meets tolerance

❌bert_base_cased_fp16: ERROR - check error output�[1;31m2025-10-28 18:17:25.618162852 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185289, index: 0, mask: {1, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618227745 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185291, index: 2, mask: {3, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618189092 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185290, index: 1, mask: {2, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618254535 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185292, index: 3, mask: {4, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618722256 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185305, index: 16, mask: {17, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618350276 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185294, index: 5, mask: {6, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618384600 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185296, index: 7, mask: {8, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618387756 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185295, index: 6, mask: {7, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618954945 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185311, index: 22, mask: {23, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618990832 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185312, index: 23, mask: {24, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619041137 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185313, index: 24, mask: {25, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618494888 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185299, index: 10, mask: {11, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618541336 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185300, index: 11, mask: {12, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619083547 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185314, index: 25, mask: {26, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618615956 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185302, index: 13, mask: {14, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618687761 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185304, index: 15, mask: {16, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618308677 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185293, index: 4, mask: {5, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618759336 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185306, index: 17, mask: {18, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619281400 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185319, index: 30, mask: {31, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618837123 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185308, index: 19, mask: {20, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618877990 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185309, index: 20, mask: {21, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618905502 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185310, index: 21, mask: {22, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619424610 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185323, index: 34, mask: {35, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618458179 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185298, index: 9, mask: {10, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619463303 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185324, index: 35, mask: {36, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619500202 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185325, index: 36, mask: {37, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619549986 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185326, index: 37, mask: {38, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618652836 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185303, index: 14, mask: {15, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619129183 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185315, index: 26, mask: {27, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619635778 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185328, index: 39, mask: {40, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619715187 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185330, index: 41, mask: {42, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619737670 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185331, index: 42, mask: {43, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618797839 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185307, index: 18, mask: {19, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619310435 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185320, index: 31, mask: {32, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619346943 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185321, index: 32, mask: {33, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619894545 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185335, index: 46, mask: {47, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618421049 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185297, index: 8, mask: {9, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619975518 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185337, index: 48, mask: {49, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.618576522 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185301, index: 12, mask: {13, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619591855 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185327, index: 38, mask: {39, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619157547 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185316, index: 27, mask: {28, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620235838 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185344, index: 55, mask: {56, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619198173 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185317, index: 28, mask: {29, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620307954 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185346, index: 57, mask: {58, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619239451 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185318, index: 29, mask: {30, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619820927 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185333, index: 44, mask: {45, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619861132 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185334, index: 45, mask: {46, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619390095 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185322, index: 33, mask: {34, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620456845 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185350, index: 61, mask: {62, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620033307 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185338, index: 49, mask: {50, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620054847 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185339, index: 50, mask: {51, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620095484 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185340, index: 51, mask: {52, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620126392 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185341, index: 52, mask: {53, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620162460 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185342, index: 53, mask: {54, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620197997 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185343, index: 54, mask: {55, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619661636 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185329, index: 40, mask: {41, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620274902 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185345, index: 56, mask: {57, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619780350 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185332, index: 43, mask: {44, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620367066 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185347, index: 58, mask: {59, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620384018 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185348, index: 59, mask: {60, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620423823 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185349, index: 60, mask: {61, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.619931345 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185336, index: 47, mask: {48, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:25.620498964 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 185351, index: 62, mask: {63, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:17:27.271243784 [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;31m2025-10-28 18:18:08.367630667 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192275, index: 0, mask: {1, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367655874 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192276, index: 1, mask: {2, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367660583 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192277, index: 2, mask: {3, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367712131 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192278, index: 3, mask: {4, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367759029 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192279, index: 4, mask: {5, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368191283 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192291, index: 16, mask: {17, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367816137 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192281, index: 6, mask: {7, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368270312 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192293, index: 18, mask: {19, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367866802 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192283, index: 8, mask: {9, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368357667 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192295, index: 20, mask: {21, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367905775 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192284, index: 9, mask: {10, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367998119 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192286, index: 11, mask: {12, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368034789 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192287, index: 12, mask: {13, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368087458 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192288, index: 13, mask: {14, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368124508 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192289, index: 14, mask: {15, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368154123 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192290, index: 15, mask: {16, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368716723 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192305, index: 30, mask: {31, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368233102 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192292, index: 17, mask: {18, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368810460 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192307, index: 32, mask: {33, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368835958 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192308, index: 33, mask: {34, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368877236 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192309, index: 34, mask: {35, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367961611 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192285, index: 10, mask: {11, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368430133 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192297, index: 22, mask: {23, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368979178 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192312, index: 37, mask: {38, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368467143 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192298, index: 23, mask: {24, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368506868 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192299, index: 24, mask: {25, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368554568 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192300, index: 25, mask: {26, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368579585 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192301, index: 26, mask: {27, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368617497 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192302, index: 27, mask: {28, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369186970 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192317, index: 42, mask: {43, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368690574 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192303, index: 28, mask: {29, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367802160 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192280, index: 5, mask: {6, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369292248 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192320, index: 45, mask: {46, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.367832557 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192282, index: 7, mask: {8, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369375405 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192322, index: 47, mask: {48, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368325366 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192294, index: 19, mask: {20, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369422042 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192323, index: 48, mask: {49, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368909046 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192310, index: 35, mask: {36, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369494729 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192325, index: 50, mask: {51, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368945685 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192311, index: 36, mask: {37, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369030755 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192313, index: 38, mask: {39, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369570612 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192327, index: 52, mask: {53, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369153036 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192316, index: 41, mask: {42, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369222336 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192318, index: 43, mask: {44, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369634603 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192329, index: 54, mask: {55, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369255449 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192319, index: 44, mask: {45, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369749800 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192332, index: 57, mask: {58, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369794995 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192333, index: 58, mask: {59, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369834319 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192334, index: 59, mask: {60, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369878222 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192335, index: 60, mask: {61, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369917656 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192336, index: 61, mask: {62, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369953013 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192337, index: 62, mask: {63, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368777007 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192306, index: 31, mask: {32, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369326723 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192321, index: 46, mask: {47, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368385119 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192296, index: 21, mask: {22, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369462970 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192324, index: 49, mask: {50, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369523454 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192326, index: 51, mask: {52, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369070700 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192314, index: 39, mask: {40, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369110856 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192315, index: 40, mask: {41, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369601190 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192328, index: 53, mask: {54, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.368704601 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192304, index: 29, mask: {30, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369672965 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192330, index: 55, mask: {56, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:08.369709394 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 192331, index: 56, mask: {57, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:18:12.873756655 [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/


     ✅ bert_large: PASSED: MIGraphX meets tolerance

     ✅ yolov5s: PASSED: MIGraphX meets tolerance

     ✅ tinyllama: PASSED: MIGraphX meets tolerance

     ✅ vicuna-fastchat: PASSED: MIGraphX meets tolerance

     ✅ whisper-tiny-encoder: PASSED: MIGraphX meets tolerance

     ✅ whisper-tiny-decoder: PASSED: MIGraphX meets tolerance

❌distilgpt2_fp16: ERROR - check error output�[1;31m2025-10-28 18:21:17.884939778 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208279, index: 0, mask: {1, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.884946851 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208280, index: 1, mask: {2, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885220286 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208288, index: 9, mask: {10, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885013697 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208282, index: 3, mask: {4, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885303303 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208290, index: 11, mask: {12, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885100901 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208284, index: 5, mask: {6, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885145916 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208286, index: 7, mask: {8, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885142289 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208285, index: 6, mask: {7, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885188817 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208287, index: 8, mask: {9, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.884991415 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208281, index: 2, mask: {3, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885579543 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208297, index: 18, mask: {19, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885610171 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208298, index: 19, mask: {20, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885043022 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208283, index: 4, mask: {5, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885345803 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208291, index: 12, mask: {13, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885382151 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208292, index: 13, mask: {14, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885457814 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208294, index: 15, mask: {16, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885504953 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208295, index: 16, mask: {17, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885829725 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208303, index: 24, mask: {25, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885265041 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208289, index: 10, mask: {11, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885672388 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208299, index: 20, mask: {21, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885704278 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208300, index: 21, mask: {22, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886003552 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208308, index: 29, mask: {30, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885771825 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208302, index: 23, mask: {24, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885794578 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208293, index: 14, mask: {15, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885531142 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208296, index: 17, mask: {18, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886167090 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208312, index: 33, mask: {34, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886192067 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208313, index: 34, mask: {35, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885926597 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208306, index: 27, mask: {28, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886261107 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208315, index: 36, mask: {37, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885752279 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208301, index: 22, mask: {23, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886307685 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208316, index: 37, mask: {38, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886083663 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208310, index: 31, mask: {32, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886113078 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208311, index: 32, mask: {33, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886409988 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208319, index: 40, mask: {41, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885966683 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208307, index: 28, mask: {29, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886490560 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208321, index: 42, mask: {43, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886049859 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208309, index: 30, mask: {31, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886346789 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208317, index: 38, mask: {39, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886376234 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208318, index: 39, mask: {40, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885852397 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208304, index: 25, mask: {26, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.885890178 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208305, index: 26, mask: {27, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886789082 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208325, index: 46, mask: {47, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886460904 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208320, index: 41, mask: {42, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886823808 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208326, index: 47, mask: {48, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886874694 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208327, index: 48, mask: {49, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886752283 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208323, index: 44, mask: {45, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886224238 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208314, index: 35, mask: {36, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886533170 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208322, index: 43, mask: {44, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886907966 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208328, index: 49, mask: {50, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887127189 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208334, index: 55, mask: {56, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887149271 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208335, index: 56, mask: {57, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887009267 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208331, index: 52, mask: {53, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887195518 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208336, index: 57, mask: {58, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887042961 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208332, index: 53, mask: {54, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887245903 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208337, index: 58, mask: {59, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886951989 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208329, index: 50, mask: {51, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886982727 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208330, index: 51, mask: {52, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887373263 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208341, index: 62, mask: {63, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887275489 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208338, index: 59, mask: {60, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887079700 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208333, index: 54, mask: {55, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887327677 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208339, index: 60, mask: {61, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.887338207 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208340, index: 61, mask: {62, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:17.886762151 [E:onnxruntime:Default, env.cc:226 ThreadMain] pthread_setaffinity_np failed for thread: 208324, index: 45, mask: {46, }, error code: 22 error msg: Invalid argument. Specify the number of threads explicitly so the affinity is not set.�[m
�[1;31m2025-10-28 18:21:18.861791534 [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/


     ✅ llama2_7b: PASSED: MIGraphX meets tolerance

     ✅ qwen1.5-7b: PASSED: MIGraphX meets tolerance

     ✅ phi3-3.8b: PASSED: MIGraphX meets tolerance

🔴mask-rcnn: FAILED: MIGraphX is not within tolerance - check verbose output


     ✅ llama3-8b: PASSED: MIGraphX meets tolerance

     ✅ whisper-large-decoder: PASSED: MIGraphX meets tolerance

     ✅ mistral-7b: PASSED: MIGraphX meets tolerance

     ✅ FLUX.1-schnell: PASSED: MIGraphX meets tolerance

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