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Results from R50 GH action on ubuntu-latest
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| Model | Scenario | Accuracy | Throughput | Latency (in ms) |
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|----------|------------|------------|--------------|-------------------|
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| resnet50 | offline | 76 | 23.163 | - |
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| resnet50 | offline | 76 | 23.056 | - |

open/MLCommons/measurements/gh_ubuntu-latest_x86-reference-cpu-onnxruntime_v1.22.0-default_config/resnet50/offline/README.md

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mlc rm cache -f
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mlc pull repo GATEOverflow@mlperf-automations --checkout=1d1da6cf718c171bb8c76f4fa96edf2ed534659a
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mlc pull repo GATEOverflow@mlperf-automations --checkout=85ae32f3d6aec5e2b1a03cf032d05ccf77a8133c
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```
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`acc`: `76.0`, Required accuracy for closed division `>= 75.6954`
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### Performance Results
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`Samples per second`: `23.1628`
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`Samples per second`: `23.0561`
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python3 python/main.py --profile resnet50-onnxruntime --model "/home/runner/MLC/repos/local/cache/download-file_ml-model-resnet_009ac81a/resnet50_v1.onnx" --dataset-path /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_167230ea --output "/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_f494b3fd/test_results/gh_ubuntu-latest x86-reference-cpu-onnxruntime-v1.22.0-default_config/resnet50/offline/accuracy" --scenario Offline --count 500 --threads 4 --user_conf /home/runner/MLC/repos/GATEOverflow@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/ed317ee80d47480d9f9714c971097080.conf --accuracy --use_preprocessed_dataset --cache_dir /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_167230ea --dataset-list /home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_5cebd4d7/val.txt
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INFO:main:Namespace(dataset='imagenet', dataset_path='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_167230ea', dataset_list='/home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_5cebd4d7/val.txt', data_format=None, profile='resnet50-onnxruntime', scenario='Offline', max_batchsize=32, model='/home/runner/MLC/repos/local/cache/download-file_ml-model-resnet_009ac81a/resnet50_v1.onnx', output='/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_f494b3fd/test_results/gh_ubuntu-latest x86-reference-cpu-onnxruntime-v1.22.0-default_config/resnet50/offline/accuracy', inputs=None, outputs=['ArgMax:0'], backend='onnxruntime', device=None, model_name='resnet50', threads=4, qps=None, cache=0, cache_dir='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_167230ea', preprocessed_dir=None, use_preprocessed_dataset=True, accuracy=True, find_peak_performance=False, debug=False, user_conf='/home/runner/MLC/repos/GATEOverflow@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/ed317ee80d47480d9f9714c971097080.conf', audit_conf='audit.config', time=None, count=500, performance_sample_count=None, max_latency=None, samples_per_query=8)
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python3 python/main.py --profile resnet50-onnxruntime --model "/home/runner/MLC/repos/local/cache/download-file_ml-model-resnet_bc15cffa/resnet50_v1.onnx" --dataset-path /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_d8efe128 --output "/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_16fe31d9/test_results/gh_ubuntu-latest x86-reference-cpu-onnxruntime-v1.22.0-default_config/resnet50/offline/accuracy" --scenario Offline --count 500 --threads 4 --user_conf /home/runner/MLC/repos/GATEOverflow@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/cbbf670eed9e4d8eba5a2620b6d1c9f4.conf --accuracy --use_preprocessed_dataset --cache_dir /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_d8efe128 --dataset-list /home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_78b26921/val.txt
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INFO:main:Namespace(dataset='imagenet', dataset_path='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_d8efe128', dataset_list='/home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_78b26921/val.txt', data_format=None, profile='resnet50-onnxruntime', scenario='Offline', max_batchsize=32, model='/home/runner/MLC/repos/local/cache/download-file_ml-model-resnet_bc15cffa/resnet50_v1.onnx', output='/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_16fe31d9/test_results/gh_ubuntu-latest x86-reference-cpu-onnxruntime-v1.22.0-default_config/resnet50/offline/accuracy', inputs=None, outputs=['ArgMax:0'], backend='onnxruntime', device=None, model_name='resnet50', threads=4, qps=None, cache=0, cache_dir='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_d8efe128', preprocessed_dir=None, use_preprocessed_dataset=True, accuracy=True, find_peak_performance=False, debug=False, user_conf='/home/runner/MLC/repos/GATEOverflow@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/cbbf670eed9e4d8eba5a2620b6d1c9f4.conf', audit_conf='audit.config', time=None, count=500, performance_sample_count=None, max_latency=None, samples_per_query=8)
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INFO:imagenet:Loading 500 preprocessed images using 4 threads
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INFO:imagenet:loaded 500 images, cache=0, already_preprocessed=True, took=0.0sec
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INFO:main:starting TestScenario.Offline
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TestScenario.Offline qps=0.74, mean=13.5946, time=21.674, acc=76.000%, queries=16, tiles=50.0:13.7374,80.0:21.0466,90.0:21.2050,95.0:21.2831,99.0:21.4402,99.9:21.4756
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TestScenario.Offline qps=0.74, mean=13.6547, time=21.702, acc=76.000%, queries=16, tiles=50.0:13.8638,80.0:21.4606,90.0:21.4984,95.0:21.5136,99.0:21.5364,99.9:21.5415

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