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...ons/measurements/default-mlcommons_cpp-cpu-onnxruntime-default_config/README.md
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| Model | Scenario | Accuracy | Throughput | Latency (in ms) | | ||
|-----------|------------|------------|--------------|-------------------| | ||
| retinanet | offline | 49.593 | 0.431 | - | |
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...efault-mlcommons_cpp-cpu-onnxruntime-default_config/retinanet/offline/README.md
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*Check [CM MLPerf docs](https://docs.mlcommons.org/inference) for more details.* | ||
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## Host platform | ||
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* OS version: Linux-6.8.0-1020-azure-x86_64-with-glibc2.34 | ||
* CPU version: x86_64 | ||
* Python version: 3.8.18 (default, Dec 12 2024, 19:15:30) | ||
[GCC 13.2.0] | ||
* MLC version: unknown | ||
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## CM Run Command | ||
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See [CM installation guide](https://docs.mlcommons.org/inference/install/). | ||
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```bash | ||
pip install -U mlcflow | ||
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mlc rm cache -f | ||
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mlc pull repo anandhu-eng@mlperf-automations --checkout=89d56a9917bae940aa71a9eef3f297e64480f8a1 | ||
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``` | ||
*Note that if you want to use the [latest automation recipes](https://docs.mlcommons.org/inference) for MLPerf, | ||
you should simply reload anandhu-eng@mlperf-automations without checkout and clean MLC cache as follows:* | ||
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```bash | ||
mlc rm repo anandhu-eng@mlperf-automations | ||
mlc pull repo anandhu-eng@mlperf-automations | ||
mlc rm cache -f | ||
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``` | ||
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## Results | ||
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Platform: default-mlcommons_cpp-cpu-onnxruntime-default_config | ||
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Model Precision: fp32 | ||
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### Accuracy Results | ||
`mAP`: `49.593`, Required accuracy for closed division `>= 37.1745` | ||
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### Performance Results | ||
`Samples per second`: `0.431199` |
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...fault-mlcommons_cpp-cpu-onnxruntime-default_config/retinanet/offline/accuracy_console.out
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MLPerf Conf path: /home/runner/MLC/repos/local/cache/get-git-repo_953b9e7b/inference/mlperf.conf | ||
User Conf path: /home/runner/MLC/repos/anandhu-eng@mlperf-automations/script/generate-mlperf-inference-user-conf/tmp/2552893f156943c6a926b9215bcfc11b.conf | ||
Dataset Preprocessed path: /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-openimages_a8c5398f | ||
Dataset List filepath: /home/runner/MLC/repos/local/cache/get-preprocessed-dataset-openimages_a8c5398f/annotations/openimages-mlperf.json | ||
Scenario: Offline | ||
Mode: AccuracyOnly | ||
Batch size: 1 | ||
Query count override: 0 | ||
Performance sample count override in application: 0 | ||
loaded openimages with 10 samples | ||
starting benchmark | ||
loading samples to ram with total sample size: 10 |
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...ents/default-mlcommons_cpp-cpu-onnxruntime-default_config/retinanet/offline/cpu_info.json
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{ | ||
"MLC_HOST_CPU_WRITE_PROTECT_SUPPORT": "yes", | ||
"MLC_HOST_CPU_MICROCODE": "0xffffffff", | ||
"MLC_HOST_CPU_FPU_SUPPORT": "yes", | ||
"MLC_HOST_CPU_FPU_EXCEPTION_SUPPORT": "yes", | ||
"MLC_HOST_CPU_BUGS": "sysret_ss_attrs null_seg spectre_v1 spectre_v2 spec_store_bypass srso", | ||
"MLC_HOST_CPU_TLB_SIZE": "2560 4K pages", | ||
"MLC_HOST_CPU_CFLUSH_SIZE": "64", | ||
"MLC_HOST_CPU_ARCHITECTURE": "x86_64", | ||
"MLC_HOST_CPU_TOTAL_CORES": "4", | ||
"MLC_HOST_CPU_ON_LINE_CPUS_LIST": "0-3", | ||
"MLC_HOST_CPU_VENDOR_ID": "AuthenticAMD", | ||
"MLC_HOST_CPU_MODEL_NAME": "AMD EPYC 7763 64-Core Processor", | ||
"MLC_HOST_CPU_FAMILY": "25", | ||
"MLC_HOST_CPU_THREADS_PER_CORE": "2", | ||
"MLC_HOST_CPU_PHYSICAL_CORES_PER_SOCKET": "2", | ||
"MLC_HOST_CPU_SOCKETS": "1", | ||
"MLC_HOST_CPU_L1D_CACHE_SIZE": "64 KiB (2 instances)", | ||
"MLC_HOST_CPU_L1I_CACHE_SIZE": "64 KiB (2 instances)", | ||
"MLC_HOST_CPU_L2_CACHE_SIZE": "1 MiB (2 instances)", | ||
"MLC_HOST_CPU_L3_CACHE_SIZE": "32 MiB (1 instance)", | ||
"MLC_HOST_CPU_NUMA_NODES": "1", | ||
"MLC_HOST_CPU_TOTAL_LOGICAL_CORES": "4", | ||
"MLC_HOST_MEMORY_CAPACITY": "16G", | ||
"MLC_HOST_DISK_CAPACITY": "159G" | ||
} |
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...efault_config/retinanet/offline/default-mlcommons_cpp-cpu-onnxruntime-default_config.json
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{ | ||
"starting_weights_filename": "resnext50_32x4d_fpn.onnx", | ||
"retraining": "no", | ||
"input_data_types": "fp32", | ||
"weight_data_types": "fp32", | ||
"weight_transformations": "no" | ||
} |
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...ments/default-mlcommons_cpp-cpu-onnxruntime-default_config/retinanet/offline/mlc-deps.mmd
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graph TD | ||
app-mlperf-inference,d775cac873ee4231_(_cpp,_retinanet,_onnxruntime,_cpu,_test,_r5.0-dev_default,_offline_) --> detect,os | ||
app-mlperf-inference,d775cac873ee4231_(_cpp,_retinanet,_onnxruntime,_cpu,_test,_r5.0-dev_default,_offline_) --> get,sys-utils-cm | ||
app-mlperf-inference,d775cac873ee4231_(_cpp,_retinanet,_onnxruntime,_cpu,_test,_r5.0-dev_default,_offline_) --> get,python | ||
get-mlperf-inference-src,4b57186581024797 --> detect,os | ||
get-mlperf-inference-src,4b57186581024797 --> get,python3 | ||
get-mlperf-inference-src,4b57186581024797 --> get,git,repo,_branch.master,_repo.https://github.com/mlcommons/inference | ||
app-mlperf-inference,d775cac873ee4231_(_cpp,_retinanet,_onnxruntime,_cpu,_test,_r5.0-dev_default,_offline_) --> get,mlcommons,inference,src | ||
get-mlperf-inference-utils,e341e5f86d8342e5 --> get,mlperf,inference,src | ||
app-mlperf-inference,d775cac873ee4231_(_cpp,_retinanet,_onnxruntime,_cpu,_test,_r5.0-dev_default,_offline_) --> get,mlperf,inference,utils | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> detect,os | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> detect,cpu | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> get,sys-utils-cm | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> detect,os | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,python3 | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,mlcommons,inference,src | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,compiler,gcc | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,cmake | ||
get-generic-python-lib,94b62a682bc44791_(_package.wheel_) --> detect,os | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
get-generic-python-lib,94b62a682bc44791_(_package.wheel_) --> detect,cpu | ||
get-generic-python-lib,94b62a682bc44791_(_package.wheel_) --> get,python3 | ||
get-generic-python-lib,94b62a682bc44791_(_pip_) --> get,python3 | ||
get-generic-python-lib,94b62a682bc44791_(_package.wheel_) --> get,generic-python-lib,_pip | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,generic-python-lib,_package.wheel | ||
get-generic-python-lib,94b62a682bc44791_(_pip_) --> get,python3 | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,generic-python-lib,_pip | ||
get-generic-python-lib,94b62a682bc44791_(_package.pybind11_) --> detect,os | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
get-generic-python-lib,94b62a682bc44791_(_package.pybind11_) --> detect,cpu | ||
get-generic-python-lib,94b62a682bc44791_(_package.pybind11_) --> get,python3 | ||
get-generic-python-lib,94b62a682bc44791_(_pip_) --> get,python3 | ||
get-generic-python-lib,94b62a682bc44791_(_package.pybind11_) --> get,generic-python-lib,_pip | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,generic-python-lib,_package.pybind11 | ||
get-generic-python-lib,94b62a682bc44791_(_package.setuptools_) --> detect,os | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
get-generic-python-lib,94b62a682bc44791_(_package.setuptools_) --> detect,cpu | ||
get-generic-python-lib,94b62a682bc44791_(_package.setuptools_) --> get,python3 | ||
get-generic-python-lib,94b62a682bc44791_(_pip_) --> get,python3 | ||
get-generic-python-lib,94b62a682bc44791_(_package.setuptools_) --> get,generic-python-lib,_pip | ||
get-mlperf-inference-loadgen,64c3d98d0ba04950 --> get,generic-python-lib,_package.setuptools | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> get,loadgen | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> get,mlcommons,inference,src | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> get,lib,onnxruntime,lang-cpp,_cpu | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> get,dataset,preprocessed,openimages,_validation,_NCHW,_50 | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> get,ml-model,retinanet,_onnx,_fp32 | ||
generate-mlperf-inference-user-conf,3af4475745964b93 --> detect,os | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
generate-mlperf-inference-user-conf,3af4475745964b93 --> detect,cpu | ||
generate-mlperf-inference-user-conf,3af4475745964b93 --> get,python | ||
generate-mlperf-inference-user-conf,3af4475745964b93 --> get,mlcommons,inference,src | ||
get-mlperf-inference-sut-configs,c2fbf72009e2445b --> get,cache,dir,_name.mlperf-inference-sut-configs | ||
generate-mlperf-inference-user-conf,3af4475745964b93 --> get,sut,configs | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> generate,user-conf,mlperf,inference | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
compile-program,c05042ba005a4bfa --> detect,cpu | ||
compile-program,c05042ba005a4bfa --> get,compiler,gcc | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
get-compiler-flags,31be8b74a69742f8 --> detect,cpu | ||
compile-program,c05042ba005a4bfa --> get,compiler-flags | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> compile,cpp-program | ||
detect-cpu,586c8a43320142f7 --> detect,os | ||
benchmark-program,19f369ef47084895 --> detect,cpu | ||
benchmark-program-mlperf,cfff0132a8aa4018 --> benchmark-program,program | ||
app-mlperf-inference-mlcommons-cpp,bf62405e6c7a44bf_(_retinanet,_onnxruntime,_offline,_cpu_) --> benchmark-mlperf |
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...ult-mlcommons_cpp-cpu-onnxruntime-default_config/retinanet/offline/mlc-deps.png
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