AMDMIGraphX
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ROCmSoftwarePlatform
Enable BF16 Types for DLM Models in Examples
Codecov Report
All modified and coverable lines are covered by tests :white_check_mark:
Additional details and impacted files
@@ Coverage Diff @@
## develop #3851 +/- ##
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Coverage 92.18% 92.18%
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Files 528 528
Lines 24307 24307
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Hits 22405 22405
Misses 1902 1902
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| Test | Batch | Rate new 035a83 |
Rate old 0194f5 |
Diff | Compare |
|---|---|---|---|---|---|
| torchvision-resnet50 | 64 | 3,256.68 | 3,256.25 | 0.01% | :white_check_mark: |
| torchvision-resnet50_fp16 | 64 | 6,925.56 | 6,942.21 | -0.24% | :white_check_mark: |
| torchvision-densenet121 | 32 | 2,456.00 | 2,456.08 | -0.00% | :white_check_mark: |
| torchvision-densenet121_fp16 | 32 | 4,237.78 | 4,229.91 | 0.19% | :white_check_mark: |
| torchvision-inceptionv3 | 32 | 1,628.99 | 1,626.68 | 0.14% | :white_check_mark: |
| torchvision-inceptionv3_fp16 | 32 | 2,723.75 | 2,723.03 | 0.03% | :white_check_mark: |
| cadene-inceptionv4 | 16 | 761.20 | 761.75 | -0.07% | :white_check_mark: |
| cadene-resnext64x4 | 16 | 820.00 | 818.59 | 0.17% | :white_check_mark: |
| slim-mobilenet | 64 | 7,474.65 | 7,461.27 | 0.18% | :white_check_mark: |
| slim-nasnetalarge | 64 | 217.14 | 217.12 | 0.01% | :white_check_mark: |
| slim-resnet50v2 | 64 | 3,351.56 | 3,350.96 | 0.02% | :white_check_mark: |
| bert-mrpc-onnx | 8 | 1,151.95 | 1,152.86 | -0.08% | :white_check_mark: |
| bert-mrpc-tf | 1 | 458.00 | 457.84 | 0.03% | :white_check_mark: |
| pytorch-examples-wlang-gru | 1 | 356.83 | 372.15 | -4.11% | :red_circle: |
| pytorch-examples-wlang-lstm | 1 | 474.47 | 476.18 | -0.36% | :white_check_mark: |
| torchvision-resnet50_1 | 1 | 817.31 | 811.81 | 0.68% | :white_check_mark: |
| cadene-dpn92_1 | 1 | 430.59 | 434.68 | -0.94% | :white_check_mark: |
| cadene-resnext101_1 | 1 | 393.35 | 393.04 | 0.08% | :white_check_mark: |
| onnx-taau-downsample | 1 | 395.08 | 396.12 | -0.26% | :white_check_mark: |
| dlrm-criteoterabyte | 1 | 32.35 | 32.32 | 0.11% | :white_check_mark: |
| dlrm-criteoterabyte_fp16 | 1 | 51.27 | 51.41 | -0.27% | :white_check_mark: |
| agentmodel | 1 | 10,698.22 | 10,334.54 | 3.52% | :high_brightness: |
| unet_fp16 | 2 | 59.46 | 59.58 | -0.21% | :white_check_mark: |
| resnet50v1_fp16 | 1 | 1,083.39 | 1,080.75 | 0.24% | :white_check_mark: |
| resnet50v1_int8 | 1 | 1,057.51 | 1,039.16 | 1.77% | :white_check_mark: |
| bert_base_cased_fp16 | 64 | 1,170.65 | 1,170.58 | 0.01% | :white_check_mark: |
| bert_large_uncased_fp16 | 32 | 357.90 | 357.89 | 0.00% | :white_check_mark: |
| bert_large_fp16 | 1 | 201.39 | 200.03 | 0.68% | :white_check_mark: |
| distilgpt2_fp16 | 16 | 2,241.96 | 2,242.13 | -0.01% | :white_check_mark: |
| yolov5s | 1 | 540.04 | 538.00 | 0.38% | :white_check_mark: |
| tinyllama | 1 | 43.90 | 43.85 | 0.12% | :white_check_mark: |
| vicuna-fastchat | 1 | 45.06 | 45.08 | -0.03% | :white_check_mark: |
| whisper-tiny-encoder | 1 | 420.92 | 420.83 | 0.02% | :white_check_mark: |
| whisper-tiny-decoder | 1 | 412.81 | 411.54 | 0.31% | :white_check_mark: |
| llama2_7b | 1 | nan | nan | nan% | :x: |
| qwen1.5-7b | 1 | 23.55 | 23.55 | 0.02% | :white_check_mark: |
| phi3-3.8b | 1 | nan | nan | nan% | :x: |
| mask-rcnn | 1 | 12.82 | 12.71 | 0.88% | :white_check_mark: |
| llama3-8b | 1 | 21.77 | 21.77 | 0.03% | :white_check_mark: |
| whisper-large-encoder | 1 | 10.22 | 10.22 | 0.03% | :white_check_mark: |
| whisper-large-decoder | 1 | 102.47 | 100.62 | 1.84% | :white_check_mark: |
| mistral-7b | 1 | 23.73 | 23.74 | -0.03% | :white_check_mark: |
| FLUX.1-schnell | 1 | 909.48 | 907.92 | 0.17% | :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
2025-04-25 20:30:34.247087: 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 00:00:1745631039.770972 162999 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 00:00:1745631040.630008 162999 mlir_graph_optimization_pass.cc:401] MLIR V1 optimization pass is not enabled
2025-04-25 20:30:49.052897: 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
2025-04-25 20:30:49.053294: 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
2025-04-25 20:30:49.053346: 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
2025-04-25 20:30:49.053374: 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
2025-04-25 20:30:49.053422: 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
2025-04-25 20:30:49.053709: 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
2025-04-25 20:30:49.053760: 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
2025-04-25 20:30:49.053790: 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
2025-04-25 20:30:49.054920: E tensorflow/compiler/mlir/tools/kernel_gen/tf_framework_c_interface.cc:228] INTERNAL: Generating device code failed.
2025-04-25 20:30:49.056177: W tensorflow/core/framework/op_kernel.cc:1829] UNKNOWN: JIT compilation failed.
2025-04-25 20:30:49.056199: 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}}]]
2025-04-25 20:30:49.056210: 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]]
2025-04-25 20:30:49.056227: 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 340, in
main()
File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 324, 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
:x:llama2_7b: ERROR - check error output
Traceback (most recent call last):
File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 340, in
main()
File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 205, in main
model = migraphx.parse_onnx(model_name, default_dim_value=batch)
RuntimeError: /src/AMDMIGraphX/src/onnx/onnx_parser.cpp:265: parse_from: PARSE_FROM: Failed reading onnx file: /new-saved-models/llama2_7b/decoder_model.onnx:x:qwen1.5-7b: ERROR - check error output
usage: accuracy_checker.py [-h] [--onnx ONNX] [--tf TF] [--provider PROVIDER]
[--batch BATCH] [--fill1] [--fill0] [--fp16]
[--argmax] [--verbose] [--tolerance TOLERANCE]
[--input-dim INPUT_DIM] [--target TARGET]
[--ort-run] [--ort-logging]
[--disable-offload-copy] [--disable-fast-math]
[--exhaustive_tune]
accuracy_checker.py: error: unrecognized arguments: input_ids attention_mask position_ids 1 256 @attention_mask 1 256 @position_ids 1 256:x:phi3-3.8b: ERROR - check error output
usage: accuracy_checker.py [-h] [--onnx ONNX] [--tf TF] [--provider PROVIDER]
[--batch BATCH] [--fill1] [--fill0] [--fp16]
[--argmax] [--verbose] [--tolerance TOLERANCE]
[--input-dim INPUT_DIM] [--target TARGET]
[--ort-run] [--ort-logging]
[--disable-offload-copy] [--disable-fast-math]
[--exhaustive_tune]
accuracy_checker.py: error: unrecognized arguments: input_ids attention_mask position_ids 1 256 @attention_mask 1 256 @position_ids 1 256:x:mask-rcnn: ERROR - check error output
usage: accuracy_checker.py [-h] [--onnx ONNX] [--tf TF] [--provider PROVIDER]
[--batch BATCH] [--fill1] [--fill0] [--fp16]
[--argmax] [--verbose] [--tolerance TOLERANCE]
[--input-dim INPUT_DIM] [--target TARGET]
[--ort-run] [--ort-logging]
[--disable-offload-copy] [--disable-fast-math]
[--exhaustive_tune]
accuracy_checker.py: error: unrecognized arguments: 3 800 800:x:#whisper-large-encoder: ERROR - check error output
Traceback (most recent call last):
File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 340, in
main()
File "/src/AMDMIGraphX/tools/accuracy/accuracy_checker.py", line 205, in main
model = migraphx.parse_onnx(model_name, default_dim_value=batch)
RuntimeError: /src/AMDMIGraphX/src/include/migraphx/op/convolution.hpp:100: normalize_compute_shape: CONVOLUTION: mismatched channel numbers