AMDMIGraphX
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ROCmSoftwarePlatform
Enable MIGRAPHX_MLIR_TUNING_CFG generation when defined
if(solution.is_null() or not tuning_cfg_path.empty())
get_module_tuned();
The above code change allows rocMLIR team to run with a config even if solution is null (has been requested in the past), if the config file is specified
MIGRAPHX_ENABLE_MLIR=1 MIGRAPHX_MLIR_TUNING_CFG=../unet.cfg /code/AMDMIGraphX/build/bin/migra
phx-driver compile /models/resnet50_v1.onnx
Codecov Report
:white_check_mark: All modified and coverable lines are covered by tests.
Additional details and impacted files
@@ Coverage Diff @@
## develop #3616 +/- ##
========================================
Coverage 92.04% 92.04%
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Files 531 531
Lines 24527 24527
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Hits 22574 22574
Misses 1953 1953
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| Test | Batch | Rate new 64c5a0 |
Rate old a4acf4 |
Diff | Compare |
|---|---|---|---|---|---|
| torchvision-resnet50 | 64 | 3,255.72 | 3,239.15 | 0.51% | :white_check_mark: |
| torchvision-resnet50_fp16 | 64 | 6,908.00 | 6,884.81 | 0.34% | :white_check_mark: |
| torchvision-densenet121 | 32 | 2,448.13 | 2,442.67 | 0.22% | :white_check_mark: |
| torchvision-densenet121_fp16 | 32 | 4,193.21 | 4,170.35 | 0.55% | :white_check_mark: |
| torchvision-inceptionv3 | 32 | 1,479.69 | 1,619.07 | -8.61% | :red_circle: |
| torchvision-inceptionv3_fp16 | 32 | 2,725.14 | 2,709.73 | 0.57% | :white_check_mark: |
| cadene-inceptionv4 | 16 | 760.67 | 756.52 | 0.55% | :white_check_mark: |
| cadene-resnext64x4 | 16 | 814.26 | 814.33 | -0.01% | :white_check_mark: |
| slim-mobilenet | 64 | 7,475.16 | 7,438.70 | 0.49% | :white_check_mark: |
| slim-nasnetalarge | 64 | 209.58 | 208.61 | 0.47% | :white_check_mark: |
| slim-resnet50v2 | 64 | 3,348.21 | 3,335.63 | 0.38% | :white_check_mark: |
| bert-mrpc-onnx | 8 | 1,148.15 | 1,142.79 | 0.47% | :white_check_mark: |
| bert-mrpc-tf | 1 | 460.16 | 460.73 | -0.12% | :white_check_mark: |
| pytorch-examples-wlang-gru | 1 | 345.18 | 356.22 | -3.10% | :red_circle: |
| pytorch-examples-wlang-lstm | 1 | 472.83 | 484.39 | -2.39% | :white_check_mark: |
| torchvision-resnet50_1 | 1 | 797.57 | 799.61 | -0.26% | :white_check_mark: |
| cadene-dpn92_1 | 1 | 414.73 | 419.54 | -1.15% | :white_check_mark: |
| cadene-resnext101_1 | 1 | 393.46 | 392.72 | 0.19% | :white_check_mark: |
| onnx-taau-downsample | 1 | 396.06 | 395.32 | 0.19% | :white_check_mark: |
| dlrm-criteoterabyte | 1 | 33.39 | 32.22 | 3.64% | :high_brightness: |
| dlrm-criteoterabyte_fp16 | 1 | 51.33 | 51.29 | 0.07% | :white_check_mark: |
| agentmodel | 1 | 10,355.47 | 10,056.98 | 2.97% | :white_check_mark: |
| unet_fp16 | 2 | 59.63 | 59.42 | 0.35% | :white_check_mark: |
| resnet50v1_fp16 | 1 | 998.10 | 1,041.91 | -4.20% | :red_circle: |
| resnet50v1_int8 | 1 | 1,055.46 | 1,064.30 | -0.83% | :white_check_mark: |
| bert_base_cased_fp16 | 64 | 1,175.74 | 1,170.58 | 0.44% | :white_check_mark: |
| bert_large_uncased_fp16 | 32 | 351.95 | 356.45 | -1.26% | :white_check_mark: |
| bert_large_fp16 | 1 | 190.99 | 199.92 | -4.46% | :red_circle: |
| distilgpt2_fp16 | 16 | 2,236.78 | 2,231.69 | 0.23% | :white_check_mark: |
| yolov5s | 1 | 540.55 | 546.59 | -1.11% | :white_check_mark: |
| tinyllama | 1 | 43.86 | 43.68 | 0.41% | :white_check_mark: |
| vicuna-fastchat | 1 | 45.16 | 44.86 | 0.66% | :white_check_mark: |
| whisper-tiny-encoder | 1 | 419.46 | 418.09 | 0.33% | :white_check_mark: |
| whisper-tiny-decoder | 1 | 411.83 | 402.71 | 2.26% | :white_check_mark: |
| llama2_7b | 1 | 19.12 | 19.06 | 0.32% | :white_check_mark: |
| qwen1.5-7b | 1 | 22.89 | 23.44 | -2.34% | :white_check_mark: |
| phi3-3.8b | 1 | 26.63 | 26.55 | 0.32% | :white_check_mark: |
| mask-rcnn | 1 | 12.85 | 12.86 | -0.14% | :white_check_mark: |
| llama3-8b | 1 | 21.74 | 21.65 | 0.39% | :white_check_mark: |
| whisper-large-encoder | 1 | 10.22 | 10.18 | 0.42% | :white_check_mark: |
| whisper-large-decoder | 1 | 101.32 | 101.16 | 0.15% | :white_check_mark: |
| mistral-7b | 1 | 23.77 | 23.69 | 0.33% | :white_check_mark: |
| FLUX.1-schnell | 1 | 768.11 | 775.66 | -0.97% | :white_check_mark: |
| nan | nan | nan | nan | nan% | :x: |
This build is not recommended to merge :red_circle:
:x:bert-mrpc-tf: ERROR - check error output
2025-06-17 05:25:02.110042: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: SSE3 SSE4.1 SSE4.2 AVX AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
I0000 00:00:1750155907.841888 180246 gpu_device.cc:2022] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 62973 MB memory: -> device: 0, name: AMD Instinct MI250X/MI250, pci bus id: 0000:b3:00.0
WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
I0000 00:00:1750155908.758926 180246 mlir_graph_optimization_pass.cc:401] MLIR V1 optimization pass is not enabled
2025-06-17 05:25:18.824404: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
2025-06-17 05:25:18.824473: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
2025-06-17 05:25:18.824772: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
2025-06-17 05:25:18.824820: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
2025-06-17 05:25:18.824871: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
2025-06-17 05:25:18.824925: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
2025-06-17 05:25:18.824977: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
2025-06-17 05:25:18.825031: E external/local_xla/xla/service/gpu/llvm_gpu_backend/gpu_backend_lib.cc:250] bitcode module is required by this HLO module but was not found at ./opencl.bc
error: Failure when generating HSACO
error: Failure when generating HSACO
error: Failure when generating HSACO
error: Failure when generating HSACO
error: Failure when generating HSACO
error: Failure when generating HSACO
error: Failure when generating HSACO
error: Failure when generating HSACO
2025-06-17 05:25:18.826048: E tensorflow/compiler/mlir/tools/kernel_gen/tf_framework_c_interface.cc:228] INTERNAL: Generating device code failed.
2025-06-17 05:25:18.827281: W tensorflow/core/framework/op_kernel.cc:1829] UNKNOWN: JIT compilation failed.
2025-06-17 05:25:18.827300: I tensorflow/core/framework/local_rendezvous.cc:405] Local rendezvous is aborting with status: UNKNOWN: JIT compilation failed.
[[{{node import/bert/embeddings/LayerNorm/moments/SquaredDifference}}]]
2025-06-17 05:25:18.827311: I tensorflow/core/framework/local_rendezvous.cc:405] Local rendezvous is aborting with status: UNKNOWN: JIT compilation failed.
[[{{node import/bert/embeddings/LayerNorm/moments/SquaredDifference}}]]
[[import/loss/output/_21]]
2025-06-17 05:25:18.827325: I tensorflow/core/framework/local_rendezvous.cc:424] Local rendezvous recv item cancelled. Key hash: 11217777527359497193
Traceback (most recent call last):
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/client/session.py", line 1407, in _do_call
return fn(*args)
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/client/session.py", line 1390, in _run_fn
return self._call_tf_sessionrun(options, feed_dict, fetch_list,
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/client/session.py", line 1483, in _call_tf_sessionrun
return tf_session.TF_SessionRun_wrapper(self._session, options, feed_dict,
tensorflow.python.framework.errors_impl.UnknownError: 2 root error(s) found.
(0) UNKNOWN: JIT compilation failed.
[[{{node import/bert/embeddings/LayerNorm/moments/SquaredDifference}}]]
[[import/loss/output/_21]]
(1) UNKNOWN: JIT compilation failed.
[[{{node import/bert/embeddings/LayerNorm/moments/SquaredDifference}}]]
0 successful operations.
0 derived errors ignored.
During handling of the above exception, another exception occurred:
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 335, in main
y_out = sess.run(y, feed_dict=tf_dict)
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/client/session.py", line 977, in run
result = self._run(None, fetches, feed_dict, options_ptr,
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/client/session.py", line 1220, in _run
results = self._do_run(handle, final_targets, final_fetches,
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/client/session.py", line 1400, in _do_run
return self._do_call(_run_fn, feeds, fetches, targets, options,
File "/usr/local/lib/python3.10/dist-packages/tensorflow/python/client/session.py", line 1426, in _do_call
raise type(e)(node_def, op, message) # pylint: disable=no-value-for-parameter
tensorflow.python.framework.errors_impl.UnknownError: Graph execution error:
Detected at node 'import/bert/embeddings/LayerNorm/moments/SquaredDifference' defined at (most recent call last):
Node: 'import/bert/embeddings/LayerNorm/moments/SquaredDifference'
Detected at node 'import/bert/embeddings/LayerNorm/moments/SquaredDifference' defined at (most recent call last):
Node: 'import/bert/embeddings/LayerNorm/moments/SquaredDifference'
2 root error(s) found.
(0) UNKNOWN: JIT compilation failed.
[[{{node import/bert/embeddings/LayerNorm/moments/SquaredDifference}}]]
[[import/loss/output/_21]]
(1) UNKNOWN: JIT compilation failed.
[[{{node import/bert/embeddings/LayerNorm/moments/SquaredDifference}}]]
0 successful operations.
0 derived errors ignored.
Original stack trace for 'import/bert/embeddings/LayerNorm/moments/SquaredDifference'::red_circle:unet: FAILED: MIGraphX is not within tolerance - check verbose output
:red_circle:bert_large_uncased_fp16: FAILED: MIGraphX is not within tolerance - check verbose output
:red_circle:mask-rcnn: FAILED: MIGraphX is not within tolerance - check verbose output