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| Model | Scenario | Accuracy | Throughput | Latency (in ms) |
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|----------|------------|------------|--------------|-------------------|
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| resnet50 | offline | 80 | 1.731 | - |
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| resnet50 | offline | 80 | 1.73 | - |

open/MLCommons/measurements/gh_ubuntu-latest-reference-cpu-tvm-onnx_v1.19.2-default_config/resnet50/offline/README.md

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mlc rm cache -f
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mlc pull repo anandhu-eng@mlperf-automations --checkout=943783713d6b1a27a0a187eaff308ff0e50994f1
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mlc pull repo anandhu-eng@mlperf-automations --checkout=2d6c2dd9bb272bb29c0e4659027b5749b696179e
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```
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`acc`: `80.0`, Required accuracy for closed division `>= 75.6954`
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### Performance Results
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`Samples per second`: `1.73143`
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`Samples per second`: `1.7297`
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python3 python/main.py --profile resnet50-onnxruntime --model "/home/runner/MLC/repos/local/cache/get-tvm-model_75712409/resnet50_v1.onnx" --dataset-path /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_1af9553c --output "/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_a0dbd9b5/test_results/gh_ubuntu-latest-reference-cpu-tvm-onnx-v1.19.2-default_config/resnet50/offline/accuracy" --backend tvm --scenario Offline --max-batchsize 1 --count 5 --threads 4 --user_conf /home/runner/MLC/repos/anandhu-eng@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/b6792d7b4333443d9432b46210c559de.conf --accuracy --use_preprocessed_dataset --cache_dir /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_1af9553c --dataset-list /home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_caa498e8/val.txt
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INFO:main:Namespace(dataset='imagenet', dataset_path='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_1af9553c', dataset_list='/home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_caa498e8/val.txt', data_format=None, profile='resnet50-onnxruntime', scenario='Offline', max_batchsize=1, model='/home/runner/MLC/repos/local/cache/get-tvm-model_75712409/resnet50_v1.onnx', output='/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_a0dbd9b5/test_results/gh_ubuntu-latest-reference-cpu-tvm-onnx-v1.19.2-default_config/resnet50/offline/accuracy', inputs=None, outputs=['ArgMax:0'], backend='tvm', device=None, model_name='resnet50', threads=4, qps=None, cache=0, cache_dir='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_1af9553c', preprocessed_dir=None, use_preprocessed_dataset=True, accuracy=True, find_peak_performance=False, debug=False, user_conf='/home/runner/MLC/repos/anandhu-eng@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/b6792d7b4333443d9432b46210c559de.conf', audit_conf='audit.config', time=None, count=5, 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/get-tvm-model_d88a1f72/resnet50_v1.onnx" --dataset-path /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_2d557d5a --output "/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_6f435a42/test_results/gh_ubuntu-latest-reference-cpu-tvm-onnx-v1.19.2-default_config/resnet50/offline/accuracy" --backend tvm --scenario Offline --max-batchsize 1 --count 5 --threads 4 --user_conf /home/runner/MLC/repos/anandhu-eng@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/5f9c1e331cfd4d089c0043bb340412e9.conf --accuracy --use_preprocessed_dataset --cache_dir /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_2d557d5a --dataset-list /home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_acb2a06c/val.txt
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INFO:main:Namespace(dataset='imagenet', dataset_path='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_2d557d5a', dataset_list='/home/runner/MLC/repos/local/cache/extract-file_imagenet-aux-da_acb2a06c/val.txt', data_format=None, profile='resnet50-onnxruntime', scenario='Offline', max_batchsize=1, model='/home/runner/MLC/repos/local/cache/get-tvm-model_d88a1f72/resnet50_v1.onnx', output='/home/runner/MLC/repos/local/cache/get-mlperf-inference-results-dir_6f435a42/test_results/gh_ubuntu-latest-reference-cpu-tvm-onnx-v1.19.2-default_config/resnet50/offline/accuracy', inputs=None, outputs=['ArgMax:0'], backend='tvm', device=None, model_name='resnet50', threads=4, qps=None, cache=0, cache_dir='/home/runner/MLC/repos/local/cache/get-preprocessed-dataset-imagenet_2d557d5a', preprocessed_dir=None, use_preprocessed_dataset=True, accuracy=True, find_peak_performance=False, debug=False, user_conf='/home/runner/MLC/repos/anandhu-eng@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/5f9c1e331cfd4d089c0043bb340412e9.conf', audit_conf='audit.config', time=None, count=5, performance_sample_count=None, max_latency=None, samples_per_query=8)
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INFO:imagenet:Loading 5 preprocessed images using 4 threads
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INFO:imagenet:loaded 5 images, cache=0, already_preprocessed=True, took=0.0sec
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_75712409/model-tvm.so
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_d88a1f72/model-tvm.so
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INFO:main:starting TestScenario.Offline
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_75712409/model-tvm.so
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_75712409/model-tvm.so
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_75712409/model-tvm.so
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_75712409/model-tvm.so
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TestScenario.Offline qps=1.71, mean=1.7680, time=2.923, acc=80.000%, queries=5, tiles=50.0:1.4898,80.0:1.7805,90.0:2.3380,95.0:2.6168,99.0:2.8399,99.9:2.8901
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_d88a1f72/model-tvm.so
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_d88a1f72/model-tvm.so
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TVM: loading model /home/runner/MLC/repos/local/cache/get-tvm-model_d88a1f72/model-tvm.so
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TestScenario.Offline qps=1.72, mean=1.7636, time=2.911, acc=80.000%, queries=5, tiles=50.0:1.4876,80.0:1.7757,90.0:2.3274,95.0:2.6032,99.0:2.8239,99.9:2.8736

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